diff --git a/.ipynb_checkpoints/Regressions_Project-checkpoint.ipynb b/.ipynb_checkpoints/Regressions_Project-checkpoint.ipynb
new file mode 100644
index 0000000..667455f
--- /dev/null
+++ b/.ipynb_checkpoints/Regressions_Project-checkpoint.ipynb
@@ -0,0 +1,3749 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 195,
+   "id": "cbf78080-8b75-4531-adb6-882d59ee7b4a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from sklearn import metrics\n",
+    "from sklearn.datasets import load_boston\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.linear_model import LinearRegression\n",
+    "from sklearn.linear_model import Ridge, Lasso\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import statsmodels.api as sm\n",
+    "from sklearn.decomposition import PCA\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from statsmodels.formula.api import ols"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9058d2af-9d75-450b-a169-6dfe3a2ce953",
+   "metadata": {},
+   "source": [
+    "\\\n",
+    "\\\n",
+    "<b> COMO ETAPA INICIAL, ES MOMENTO DE EXPLORAR LOS DATOS Y ENTENDER QUE SIGNIFICA CADA UNO DE LOS CAMPOS \\\n",
+    "   \n",
+    "  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "f00b4668-8ce8-4f25-8151-04ab7f7bf869",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "housing = pd.read_csv('train.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "2ed546d2-dab3-4776-9991-b90ad90df3ea",
+   "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": [
+    "housing.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "71b1dac8-31c7-4771-b424-1b2f9d565e58",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1460, 81)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "68633c6a-adb4-49f1-8440-420416f4a402",
+   "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>LotFrontage</th>\n",
+       "      <th>LotArea</th>\n",
+       "      <th>OverallQual</th>\n",
+       "      <th>OverallCond</th>\n",
+       "      <th>YearBuilt</th>\n",
+       "      <th>YearRemodAdd</th>\n",
+       "      <th>MasVnrArea</th>\n",
+       "      <th>BsmtFinSF1</th>\n",
+       "      <th>...</th>\n",
+       "      <th>WoodDeckSF</th>\n",
+       "      <th>OpenPorchSF</th>\n",
+       "      <th>EnclosedPorch</th>\n",
+       "      <th>3SsnPorch</th>\n",
+       "      <th>ScreenPorch</th>\n",
+       "      <th>PoolArea</th>\n",
+       "      <th>MiscVal</th>\n",
+       "      <th>MoSold</th>\n",
+       "      <th>YrSold</th>\n",
+       "      <th>SalePrice</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1201.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1452.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>730.500000</td>\n",
+       "      <td>56.897260</td>\n",
+       "      <td>70.049958</td>\n",
+       "      <td>10516.828082</td>\n",
+       "      <td>6.099315</td>\n",
+       "      <td>5.575342</td>\n",
+       "      <td>1971.267808</td>\n",
+       "      <td>1984.865753</td>\n",
+       "      <td>103.685262</td>\n",
+       "      <td>443.639726</td>\n",
+       "      <td>...</td>\n",
+       "      <td>94.244521</td>\n",
+       "      <td>46.660274</td>\n",
+       "      <td>21.954110</td>\n",
+       "      <td>3.409589</td>\n",
+       "      <td>15.060959</td>\n",
+       "      <td>2.758904</td>\n",
+       "      <td>43.489041</td>\n",
+       "      <td>6.321918</td>\n",
+       "      <td>2007.815753</td>\n",
+       "      <td>180921.195890</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>421.610009</td>\n",
+       "      <td>42.300571</td>\n",
+       "      <td>24.284752</td>\n",
+       "      <td>9981.264932</td>\n",
+       "      <td>1.382997</td>\n",
+       "      <td>1.112799</td>\n",
+       "      <td>30.202904</td>\n",
+       "      <td>20.645407</td>\n",
+       "      <td>181.066207</td>\n",
+       "      <td>456.098091</td>\n",
+       "      <td>...</td>\n",
+       "      <td>125.338794</td>\n",
+       "      <td>66.256028</td>\n",
+       "      <td>61.119149</td>\n",
+       "      <td>29.317331</td>\n",
+       "      <td>55.757415</td>\n",
+       "      <td>40.177307</td>\n",
+       "      <td>496.123024</td>\n",
+       "      <td>2.703626</td>\n",
+       "      <td>1.328095</td>\n",
+       "      <td>79442.502883</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>1300.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1872.000000</td>\n",
+       "      <td>1950.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2006.000000</td>\n",
+       "      <td>34900.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>365.750000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>59.000000</td>\n",
+       "      <td>7553.500000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1954.000000</td>\n",
+       "      <td>1967.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>2007.000000</td>\n",
+       "      <td>129975.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>730.500000</td>\n",
+       "      <td>50.000000</td>\n",
+       "      <td>69.000000</td>\n",
+       "      <td>9478.500000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1973.000000</td>\n",
+       "      <td>1994.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>383.500000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>2008.000000</td>\n",
+       "      <td>163000.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>1095.250000</td>\n",
+       "      <td>70.000000</td>\n",
+       "      <td>80.000000</td>\n",
+       "      <td>11601.500000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2004.000000</td>\n",
+       "      <td>166.000000</td>\n",
+       "      <td>712.250000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>168.000000</td>\n",
+       "      <td>68.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>2009.000000</td>\n",
+       "      <td>214000.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>190.000000</td>\n",
+       "      <td>313.000000</td>\n",
+       "      <td>215245.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>1600.000000</td>\n",
+       "      <td>5644.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>857.000000</td>\n",
+       "      <td>547.000000</td>\n",
+       "      <td>552.000000</td>\n",
+       "      <td>508.000000</td>\n",
+       "      <td>480.000000</td>\n",
+       "      <td>738.000000</td>\n",
+       "      <td>15500.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>755000.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 38 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                Id   MSSubClass  LotFrontage        LotArea  OverallQual  \\\n",
+       "count  1460.000000  1460.000000  1201.000000    1460.000000  1460.000000   \n",
+       "mean    730.500000    56.897260    70.049958   10516.828082     6.099315   \n",
+       "std     421.610009    42.300571    24.284752    9981.264932     1.382997   \n",
+       "min       1.000000    20.000000    21.000000    1300.000000     1.000000   \n",
+       "25%     365.750000    20.000000    59.000000    7553.500000     5.000000   \n",
+       "50%     730.500000    50.000000    69.000000    9478.500000     6.000000   \n",
+       "75%    1095.250000    70.000000    80.000000   11601.500000     7.000000   \n",
+       "max    1460.000000   190.000000   313.000000  215245.000000    10.000000   \n",
+       "\n",
+       "       OverallCond    YearBuilt  YearRemodAdd   MasVnrArea   BsmtFinSF1  ...  \\\n",
+       "count  1460.000000  1460.000000   1460.000000  1452.000000  1460.000000  ...   \n",
+       "mean      5.575342  1971.267808   1984.865753   103.685262   443.639726  ...   \n",
+       "std       1.112799    30.202904     20.645407   181.066207   456.098091  ...   \n",
+       "min       1.000000  1872.000000   1950.000000     0.000000     0.000000  ...   \n",
+       "25%       5.000000  1954.000000   1967.000000     0.000000     0.000000  ...   \n",
+       "50%       5.000000  1973.000000   1994.000000     0.000000   383.500000  ...   \n",
+       "75%       6.000000  2000.000000   2004.000000   166.000000   712.250000  ...   \n",
+       "max       9.000000  2010.000000   2010.000000  1600.000000  5644.000000  ...   \n",
+       "\n",
+       "        WoodDeckSF  OpenPorchSF  EnclosedPorch    3SsnPorch  ScreenPorch  \\\n",
+       "count  1460.000000  1460.000000    1460.000000  1460.000000  1460.000000   \n",
+       "mean     94.244521    46.660274      21.954110     3.409589    15.060959   \n",
+       "std     125.338794    66.256028      61.119149    29.317331    55.757415   \n",
+       "min       0.000000     0.000000       0.000000     0.000000     0.000000   \n",
+       "25%       0.000000     0.000000       0.000000     0.000000     0.000000   \n",
+       "50%       0.000000    25.000000       0.000000     0.000000     0.000000   \n",
+       "75%     168.000000    68.000000       0.000000     0.000000     0.000000   \n",
+       "max     857.000000   547.000000     552.000000   508.000000   480.000000   \n",
+       "\n",
+       "          PoolArea       MiscVal       MoSold       YrSold      SalePrice  \n",
+       "count  1460.000000   1460.000000  1460.000000  1460.000000    1460.000000  \n",
+       "mean      2.758904     43.489041     6.321918  2007.815753  180921.195890  \n",
+       "std      40.177307    496.123024     2.703626     1.328095   79442.502883  \n",
+       "min       0.000000      0.000000     1.000000  2006.000000   34900.000000  \n",
+       "25%       0.000000      0.000000     5.000000  2007.000000  129975.000000  \n",
+       "50%       0.000000      0.000000     6.000000  2008.000000  163000.000000  \n",
+       "75%       0.000000      0.000000     8.000000  2009.000000  214000.000000  \n",
+       "max     738.000000  15500.000000    12.000000  2010.000000  755000.000000  \n",
+       "\n",
+       "[8 rows x 38 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6f4d9060-faed-40e3-bb0b-d72632b3e228",
+   "metadata": {},
+   "source": [
+    "\\\n",
+    "\\\n",
+    "<B> EN ESTA ETAPA, ES IMPORTANTE IDENTIFICAR CUALES SON LAS COLUMNAS QUE TIENEN MAS VALORES DE TIPO \"NULL\" \\\n",
+    "    \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "97bcefcb-4e52-494f-8e64-97b93e7a0aac",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "PoolQC          1453\n",
+       "MiscFeature     1406\n",
+       "Alley           1369\n",
+       "Fence           1179\n",
+       "FireplaceQu      690\n",
+       "LotFrontage      259\n",
+       "GarageYrBlt       81\n",
+       "GarageCond        81\n",
+       "GarageType        81\n",
+       "GarageFinish      81\n",
+       "GarageQual        81\n",
+       "BsmtFinType2      38\n",
+       "BsmtExposure      38\n",
+       "BsmtQual          37\n",
+       "BsmtCond          37\n",
+       "BsmtFinType1      37\n",
+       "MasVnrArea         8\n",
+       "MasVnrType         8\n",
+       "Electrical         1\n",
+       "Id                 0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing.isnull().sum().sort_values(ascending = False).head(20)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "47093a9f-367f-4029-ae84-a1c6254839de",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 1460 entries, 0 to 1459\n",
+      "Data columns (total 81 columns):\n",
+      " #   Column         Non-Null Count  Dtype  \n",
+      "---  ------         --------------  -----  \n",
+      " 0   Id             1460 non-null   int64  \n",
+      " 1   MSSubClass     1460 non-null   int64  \n",
+      " 2   MSZoning       1460 non-null   object \n",
+      " 3   LotFrontage    1201 non-null   float64\n",
+      " 4   LotArea        1460 non-null   int64  \n",
+      " 5   Street         1460 non-null   object \n",
+      " 6   Alley          91 non-null     object \n",
+      " 7   LotShape       1460 non-null   object \n",
+      " 8   LandContour    1460 non-null   object \n",
+      " 9   Utilities      1460 non-null   object \n",
+      " 10  LotConfig      1460 non-null   object \n",
+      " 11  LandSlope      1460 non-null   object \n",
+      " 12  Neighborhood   1460 non-null   object \n",
+      " 13  Condition1     1460 non-null   object \n",
+      " 14  Condition2     1460 non-null   object \n",
+      " 15  BldgType       1460 non-null   object \n",
+      " 16  HouseStyle     1460 non-null   object \n",
+      " 17  OverallQual    1460 non-null   int64  \n",
+      " 18  OverallCond    1460 non-null   int64  \n",
+      " 19  YearBuilt      1460 non-null   int64  \n",
+      " 20  YearRemodAdd   1460 non-null   int64  \n",
+      " 21  RoofStyle      1460 non-null   object \n",
+      " 22  RoofMatl       1460 non-null   object \n",
+      " 23  Exterior1st    1460 non-null   object \n",
+      " 24  Exterior2nd    1460 non-null   object \n",
+      " 25  MasVnrType     1452 non-null   object \n",
+      " 26  MasVnrArea     1452 non-null   float64\n",
+      " 27  ExterQual      1460 non-null   object \n",
+      " 28  ExterCond      1460 non-null   object \n",
+      " 29  Foundation     1460 non-null   object \n",
+      " 30  BsmtQual       1423 non-null   object \n",
+      " 31  BsmtCond       1423 non-null   object \n",
+      " 32  BsmtExposure   1422 non-null   object \n",
+      " 33  BsmtFinType1   1423 non-null   object \n",
+      " 34  BsmtFinSF1     1460 non-null   int64  \n",
+      " 35  BsmtFinType2   1422 non-null   object \n",
+      " 36  BsmtFinSF2     1460 non-null   int64  \n",
+      " 37  BsmtUnfSF      1460 non-null   int64  \n",
+      " 38  TotalBsmtSF    1460 non-null   int64  \n",
+      " 39  Heating        1460 non-null   object \n",
+      " 40  HeatingQC      1460 non-null   object \n",
+      " 41  CentralAir     1460 non-null   object \n",
+      " 42  Electrical     1459 non-null   object \n",
+      " 43  1stFlrSF       1460 non-null   int64  \n",
+      " 44  2ndFlrSF       1460 non-null   int64  \n",
+      " 45  LowQualFinSF   1460 non-null   int64  \n",
+      " 46  GrLivArea      1460 non-null   int64  \n",
+      " 47  BsmtFullBath   1460 non-null   int64  \n",
+      " 48  BsmtHalfBath   1460 non-null   int64  \n",
+      " 49  FullBath       1460 non-null   int64  \n",
+      " 50  HalfBath       1460 non-null   int64  \n",
+      " 51  BedroomAbvGr   1460 non-null   int64  \n",
+      " 52  KitchenAbvGr   1460 non-null   int64  \n",
+      " 53  KitchenQual    1460 non-null   object \n",
+      " 54  TotRmsAbvGrd   1460 non-null   int64  \n",
+      " 55  Functional     1460 non-null   object \n",
+      " 56  Fireplaces     1460 non-null   int64  \n",
+      " 57  FireplaceQu    770 non-null    object \n",
+      " 58  GarageType     1379 non-null   object \n",
+      " 59  GarageYrBlt    1379 non-null   float64\n",
+      " 60  GarageFinish   1379 non-null   object \n",
+      " 61  GarageCars     1460 non-null   int64  \n",
+      " 62  GarageArea     1460 non-null   int64  \n",
+      " 63  GarageQual     1379 non-null   object \n",
+      " 64  GarageCond     1379 non-null   object \n",
+      " 65  PavedDrive     1460 non-null   object \n",
+      " 66  WoodDeckSF     1460 non-null   int64  \n",
+      " 67  OpenPorchSF    1460 non-null   int64  \n",
+      " 68  EnclosedPorch  1460 non-null   int64  \n",
+      " 69  3SsnPorch      1460 non-null   int64  \n",
+      " 70  ScreenPorch    1460 non-null   int64  \n",
+      " 71  PoolArea       1460 non-null   int64  \n",
+      " 72  PoolQC         7 non-null      object \n",
+      " 73  Fence          281 non-null    object \n",
+      " 74  MiscFeature    54 non-null     object \n",
+      " 75  MiscVal        1460 non-null   int64  \n",
+      " 76  MoSold         1460 non-null   int64  \n",
+      " 77  YrSold         1460 non-null   int64  \n",
+      " 78  SaleType       1460 non-null   object \n",
+      " 79  SaleCondition  1460 non-null   object \n",
+      " 80  SalePrice      1460 non-null   int64  \n",
+      "dtypes: float64(3), int64(35), object(43)\n",
+      "memory usage: 924.0+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "housing.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "88eedd3b-84ee-41b3-8800-0e2a350919af",
+   "metadata": {},
+   "source": [
+    "\\\n",
+    "\\\n",
+    "<B>EL CONOCER LOS PRECIOS DE VENTA PROMEDIO, ASI COMO LOS PRECIOS MINIMOS, MAXIMOS Y QUANTILES, \\\n",
+    "    NOS DARA UNA MEJOR PERSPECTIVA DE LA INFORMACION CUANDO COMENCEMOS A REALIZAR LOS ANALISIS\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "280c11f4-49cd-42a2-8561-b6597af0176b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'EL CONOCER LOS PRECIOS DE VENTA PROMEDIO, ASI COMO LOS PRECIOS MINIMOS, MAXIMOS Y QUANTILES, NOS DARA UNA MEJOR PERSPECTIVA DE LA INFORMACION CUANDO COMENCEMOS A REALIZAR LOS ANALISIS'"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "function = 'El conocer los precios de venta promedio, asi como los precios minimos, maximos y quantiles, nos dara una mejor perspectiva de la informacion cuando comencemos a realizar los analisis'\n",
+    "function.upper()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "0f9a8dcc-bcc1-4664-8cdf-9d1355e72622",
+   "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": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing['SalePrice'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "63ed3c01-967e-423e-aecc-beec3240dfb0",
+   "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": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing.columns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0ad41ac6-4dcd-448c-a2cc-ad11678749b7",
+   "metadata": {},
+   "source": [
+    "\\\n",
+    "\\\n",
+    "<B> LA SIGUIENTE ETAPA CORRESPONDE A LA LIMPIEZA DE LA DATAFRAME, CON LA INTENCION DE PREPARAR DATOS PARA ANALIZAR \\\n",
+    "PARA ELLO CREAREMOS UNA FUNCION QUE NOS AYUDE CON LA LIMPIEZA DE DATOS Y LA REDUCCION DE COLUMNAS POCO SIGNIFICATIVAS"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f6315253-89c3-4882-ad0d-598dd27b9d48",
+   "metadata": {},
+   "source": [
+    "Se identificaron varias columnas que eran de tipo categoricas y cuyas calificaciones coincidian en todas estas \\\n",
+    "por lo anterior se opto en asignar valores por convencion para poder usar numeros en todas estas. A continuacion las columnas \n",
+    "\n",
+    "ExternQual, ExternCond, BsmtQual, HeatingQC, KitchenQual, Fireplaces, GarageQual, GarageCond, PoolQC\n",
+    "\n",
+    "Ex = Excellent = 9 \\\n",
+    "Gd = Good = 7\\\n",
+    "TA = Average/Typical = 5\\\n",
+    "Fa = Fair = 3\\\n",
+    "Po = Poor = 2\\\n",
+    "NA = -1 \n",
+    "\n",
+    "A continuacion la funcion de limpieza  de nuestros datos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "0130f1fb-e7c0-4469-9e66-5e65f3f6c0f2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def df_cleaner(std_values_df):\n",
+    "    \n",
+    "    std_values_df.replace(['Ex','Gd','TA','Fa','Po','NA'], [9,7,5,3,2,-1], inplace = True)\n",
+    "    \n",
+    "    std_values_df.replace(0, np.nan, inplace = True)  # Convirtiendo a o los nan pues no indican nada\n",
+    "    \n",
+    "    std_values_df.dropna(axis = 'columns', thresh = int(std_values_df.shape[0]*0.5), inplace = True) # Eliminamos valores nan con thresh de 0.5\n",
+    "    \n",
+    "    std_values_df.set_index(['Id'], inplace = True) # Colocando 'Id' como Index\n",
+    "    \n",
+    "    std_values_df.dropna(thresh = 60, inplace = True) # Eliminamos las filas que tengan minimo 60 columnas con valores nan pues no arrojaran buenos datos\n",
+    "    \n",
+    "    std_values_df.dropna(subset=['YrSold','YearBuilt'], inplace = True) # ya que 'YrSold' y 'YearBuilt' son datos muy importantes, si no tienn info se eliminan\n",
+    "    \n",
+    "    std_values_df.fillna(0, inplace = True)\n",
+    "    \n",
+    "    return std_values_df\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "ae692dcf-d5fe-467a-8061-9207a0bc1378",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cleaning_housing_df = df_cleaner(housing)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "84fb070b-1eb9-4c61-9200-9fb4c9571a69",
+   "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>LotFrontage</th>\n",
+       "      <th>LotArea</th>\n",
+       "      <th>OverallQual</th>\n",
+       "      <th>OverallCond</th>\n",
+       "      <th>YearBuilt</th>\n",
+       "      <th>YearRemodAdd</th>\n",
+       "      <th>ExterQual</th>\n",
+       "      <th>ExterCond</th>\n",
+       "      <th>BsmtQual</th>\n",
+       "      <th>...</th>\n",
+       "      <th>FireplaceQu</th>\n",
+       "      <th>GarageYrBlt</th>\n",
+       "      <th>GarageCars</th>\n",
+       "      <th>GarageArea</th>\n",
+       "      <th>GarageQual</th>\n",
+       "      <th>GarageCond</th>\n",
+       "      <th>OpenPorchSF</th>\n",
+       "      <th>MoSold</th>\n",
+       "      <th>YrSold</th>\n",
+       "      <th>SalePrice</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>60</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>8450</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2003.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>548.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>208500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>20</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>9600</td>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1976</td>\n",
+       "      <td>1976</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1976.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>460.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>181500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>60</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>11250</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>2001.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>608.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>223500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>70</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>9550</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1915</td>\n",
+       "      <td>1970</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>1998.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>642.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>140000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>60</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>14260</td>\n",
+       "      <td>8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>2000.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>836.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>250000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
+       "Id                                                                          \n",
+       "1           60         65.0     8450            7            5       2003   \n",
+       "2           20         80.0     9600            6            8       1976   \n",
+       "3           60         68.0    11250            7            5       2001   \n",
+       "4           70         60.0     9550            7            5       1915   \n",
+       "5           60         84.0    14260            8            5       2000   \n",
+       "\n",
+       "    YearRemodAdd  ExterQual  ExterCond  BsmtQual  ...  FireplaceQu  \\\n",
+       "Id                                                ...                \n",
+       "1           2003          7          5       7.0  ...          0.0   \n",
+       "2           1976          5          5       7.0  ...          5.0   \n",
+       "3           2002          7          5       7.0  ...          5.0   \n",
+       "4           1970          5          5       5.0  ...          7.0   \n",
+       "5           2000          7          5       7.0  ...          5.0   \n",
+       "\n",
+       "    GarageYrBlt  GarageCars  GarageArea  GarageQual  GarageCond  OpenPorchSF  \\\n",
+       "Id                                                                             \n",
+       "1        2003.0         2.0       548.0         5.0         5.0         61.0   \n",
+       "2        1976.0         2.0       460.0         5.0         5.0          0.0   \n",
+       "3        2001.0         2.0       608.0         5.0         5.0         42.0   \n",
+       "4        1998.0         3.0       642.0         5.0         5.0         35.0   \n",
+       "5        2000.0         3.0       836.0         5.0         5.0         84.0   \n",
+       "\n",
+       "    MoSold  YrSold  SalePrice  \n",
+       "Id                             \n",
+       "1        2    2008     208500  \n",
+       "2        5    2007     181500  \n",
+       "3        9    2008     223500  \n",
+       "4        2    2006     140000  \n",
+       "5       12    2008     250000  \n",
+       "\n",
+       "[5 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing_nvalues = cleaning_housing_df.select_dtypes(include ='number')\n",
+    "housing_nvalues.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "1c50413b-9b46-425a-9149-76f2a15c544c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1181, 33)"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing_nvalues.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "84ce1c1a-fea3-487d-9aa6-c7740e45f40b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SalePrice       1.000000\n",
+       "OverallQual     0.776806\n",
+       "GrLivArea       0.699616\n",
+       "ExterQual       0.666072\n",
+       "GarageCars      0.649928\n",
+       "KitchenQual     0.643539\n",
+       "BsmtQual        0.629691\n",
+       "GarageArea      0.609473\n",
+       "TotalBsmtSF     0.583843\n",
+       "1stFlrSF        0.583640\n",
+       "FullBath        0.555132\n",
+       "TotRmsAbvGrd    0.546300\n",
+       "YearRemodAdd    0.486521\n",
+       "YearBuilt       0.473131\n",
+       "GarageYrBlt     0.460035\n",
+       "FireplaceQu     0.444027\n",
+       "HeatingQC       0.400526\n",
+       "Fireplaces      0.382486\n",
+       "BsmtFinSF1      0.335162\n",
+       "OpenPorchSF     0.276236\n",
+       "LotArea         0.247229\n",
+       "BsmtUnfSF       0.210122\n",
+       "LotFrontage     0.199837\n",
+       "BedroomAbvGr    0.146087\n",
+       "BsmtCond        0.128966\n",
+       "GarageQual      0.113150\n",
+       "GarageCond      0.084462\n",
+       "MoSold          0.043854\n",
+       "YrSold         -0.014085\n",
+       "ExterCond      -0.021087\n",
+       "KitchenAbvGr   -0.104808\n",
+       "MSSubClass     -0.105587\n",
+       "OverallCond    -0.122286\n",
+       "Name: SalePrice, dtype: float64"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing_nvalues.corr()['SalePrice'].sort_values(ascending = False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "896bd1bd-35cf-4ac6-97ae-c73d4ec6ca1f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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c8OVCFeCoiHi+KO7DwOu5ohOB3sCQiHhb0kyypLSxvgwBbi9xrdTirIUE+c1c2Sre/b2atfh6RNQDhQwzKllH08zMzGxt1ZIjmvcDG0n6PICkdYCfA6Mj4j/A9cA5QNeImJJi7gG+ml4kQtKuDbTdFZifksyPAk2tED4KODklrKS2PydpE+BhssQVScOAhWmksiEPA0dK2lBSZ+DTTdzbzMzMrENqsUQzzZc8EjhG0ovAC8AbwLdTlZvI5jr+JRd2IbAuMDktTXRhA81fAwyVNJ4sSXyuib7MS/f6WXqJ51myR+DLgZGprcnAJcDJTbQ1AbgBmAjcDDzSWH0zMzOzjsp7nbeeih6dewtKMzOzVuO9ztcw7wxkZmZmZi3CiaaZmZmZtQg/Om89/qHNzMxqmx+dr2EtubyRFVk+b37ZMV369gFgxZLy52h27t6dBUuWlR0H0Lt7V+b87NcVxfY/+0z+NGZsRbEnDdujojgzMzOrPX50bmZmZmYtwommmZmZmbWImk40lXlU0qG5smMl3V1lu6skTZQ0SdIESXs3I+YPkrZPxzMl9ZLUTdL/VNMXMzMzs/aqphPNtOj7acAvJG0g6YPAj4HTK2kv7U4EsDIiBkfELsD5wMXN6MsXI+KZouJugBNNMzMzq2mSrpQ0P22IU+q6JP1a0kuSJkvabU3ct6YTTYCImArcCZwL/AD4M/AdSeMkPS3pcABJdZIeSSOU/x2llDRM0oOSrgWmlLhFF2BJru5dhQuSRkkano7HSBpaFHsJ8KE0OvrTNfrFzczMzNac0cAhjVw/FBiUPiOA36+Jm64tb53/EJgAvAXcBTwQEadK6gaMlXQfMB84KCLekDQIuA4oJIZ7ADtGxIx0vqGkicAGQD/ggAr7dV5qd3CF8WZmZmYtLiIellTXSJXDgavT0+Qn0vTAfhExt5r7rhWJZkS8LukG4DXgWODTks5OlzcANgfmAKMkDQZWAVvnmhibSzIhPToHkLQXcLWkHdd0vyWNIPuvAi6//HKOP/yINX0LMzMzawde3OfjVa23vfU/7/0yKedI6iOivowmBgD/zp3PSmXtP9FMVqePgKMi4vn8RUkjgXnALmRTAt7IXX69oUYj4nFJvYDewDu8dzrBBtV0OP0FF/6So5J1NM3MzMyaUpRzVKLUYvVVbzZT83M0S7gH+KokAUjaNZV3BeZGxGrgJGCdBuLfQ9K2qe4i4GVge0nrS+oKfKyJ8BVA5/K/gpmZmVlNmQVsljvflOxpcVXWxkTzQmBdYHJ6c+rCVP474GRJT5A9Nm9wFJM0RzPN07wBODkiVkXEv4G/AJOBa4CnG+tIRCwC/ilpql8GMjMzs4qpU3Wf6t0BfD69fb4nsKza+ZmwFj06j4iRudMvl7j+IrBzruj8VD4GGFNUt8HRzog4BzinRPmw3HFd7vizjffczMzMrG1Jug4YBvSSNItsJZ91ASLiMuBvwCeAl4D/AKesifuuNYmmmZmZWbulUlMk15yIOKGJ60GF65Q3xommmZmZWVvr1LKJZltRlsBaK/APbWZmVtvaLNt7cdgnq8oTBo35a01mqh7RbEUrFi4sO6Zzr14AVLI0Upe+fVi2YkXZcQBdO3dmzq9+V1Fs/7P+h4VLl1UU26tbV/59/g/Ljtvs4h9UdD8zMzNrOU40zczMzNqY1syb4zXHiaaZmZlZW2unczSbTJ/TekqPSjo0V3aspLurubGkVWkty6mS7kz7lrcKScMljSoqm5Re/W8oZpikuxq4NjPtLmRmZmZWPqm6T41qMtFMr7ufBvxC0gaSPgj8mApfgZdUWMNyZUQMjogdgcWVtrcmSNqO7LfYL30/MzMzM6tSsyYERMRU4E7gXLIFPv8MfEfSOElPSzocQFKdpEckTUifvVP5MEkPSroWmFLiFo+TbdyOpA9JulvSU6mtbVP5aEm/T+1Ml7S/pCslPStpdKEhSSdImpJGSn+SKz9F0guSHgI+UnT/zwJ/Au4FDsvFHCLpOUmPAp/JlfeUdG/67pfThm+pmZmZmdWqcuZo/hCYALwF3AU8EBGnpkfeYyXdB8wHDoqINyQNAq4Dhqb4PYAdI2JGvtE0wvkx4P9SUT1wWkS8KOnDZFtLHpCudU/Hh5Elvh8BvgiMkzQ43f8nwBBgCXCvpCOAJ1P/hwDLgAd57/aSxwEHAdsAZwDXSdoAuCLd7yWyrSoLfgA8GhEXSPokMKL5P6OZmZlZkU4d/GWgiHhd0g3Aa8CxwKclnZ0ubwBsTrb5+qiU9K0i23O8YGxRkrlh2mu8DngK+IekjYG9gRv17nyD9XMxd0ZESJoCzIuIKQCSpqV2tgDGRMSCVH4NsF+KzZffUOibpN2BBRHxctqS6UpJ3VNbM9LWlkj6M+8mlPuRRjgj4q+SlpT6zSSNKMRcfvnlnPCZz5SqZmZmZh1dDc+zrEa5b52vTh8BR0XE8/mLkkYC84BdyB7Lv5G7/HpRWysjYrCkrmQjpKcDo4GlETG4gfu/mevHm7ny1em7vNNI3xtaCPUEYFtJM9N5F+AoYHwjMY21926FiHqyEVqAqGQdTTMzM2v/1E4TzUrHae8Bvqr0q0jaNZV3BeZGxGrgJGCdBuL/KyKWAWcCZwMrgRmSjkntStIuZfTrSWB/Sb3SI/kTgIdS+bA0t3JdoNB+p3S8c0TURUQdcHiKew4YKOlDqe38HqEPAyemNg4le6RvZmZmZjmVJpoXAusCkyVNTeeQzac8WdITZI+mi0cxS4qIp4FJwPFkCdwXJE0CppElfs0SEXOB88nmYE4CJkTE7al8JNlLR/eRzTWF7BH47IiYnWvmYWB7suRxBPDX9DLQy7k6PyR7Q30CcDDwSnP7aGZmZvY+nTpV96lRZT06j4iRudMvl7j+IrBzruj8VD4GGFNUd+Oi80/nTg8p0fbw3PFMYMcGrl0LXFsi/o/AH4vLgT2L6q0C+qXTucC2JdpaRJZgFny9RLtmZmZmHZp3BjIzMzNra+10jqay9ditFfiHNjMzq21tlu3969PHVZUnfOjOG2oyU63dh/pmZmZmtlbzo/NWtGLx4rJjOvfoAcDSl6aXHdttqy2pdEmlzr168fIZ36oodotRP2X8izMrih06qI5ZF/5v2XGbfu8cAGZf9POyYwd8+5tlx5iZma1Rap9jf+3zW5mZmZlZm/OIppmZmVkbU6eanGJZtZoa0ZS0StLE3Oe8Jup/u8L7rCfpV5L+JeklSXdJ2ryyXmc7IuW24zQzMzMrj1Tdp0bV2ojmyka2nyzl28BF5dwg7Rh0EdAZ2DoiVkk6Bbhd0pC0q5GZmZmZVammRjRLkdRV0vOStknn10n6kqRLgA3TyOc16drnJI1NZZenpBJJr0m6QNKTwEeAU4Cvp8XZC4u5vwYcKKku7XZUuP/ZaQ930n3HSZok6WZJG7XiT2FmZmbtlTpV96lRtdazQuJY+ByX9kI/Axgt6Xige0RcERHnkUZAI+JESdsBxwEfSaOiq0j7kQMfBKZGxIeBpcArEbG86N7jybaebMwtEbF7ROwCPAt8YQ18ZzMzM+voOqm6T41aKx6dR8Q/JB0D/BbYpYHYjwFDgHHK5ipsCMxP11YBN6djUXrx9Ob8Le0o6UdAN2Bj4J7GKksaQbZfOpdffjknHH10M25hZmZm1j7UWqJZkqROwHbASqAHMKtUNeCqiDi/xLU3Co/JgZeALSR1jogVuTq7ATcB7/Dekd4NcsejgSMiYpKk4cCwxvodEfVAfeG0knU0zczMzNZWtfbovCFfJ3tUfQJwpaR1U/nbueP7gaMl9QGQ1EPSFsUNRcTrwFXAL3JzOD8PvAH8E5gH9JHUU9L6wKdy4Z2BuemeJ2JmZma2Jvit81axoaSJufO7gSuBLwJ7RMQKSQ8D3wV+QDZaOFnShDRP87vAvWkE9G3gdODlEvc5H/gp8LykDYEFwF6Rbfz+tqQLgCeBGcBzubjvpfKXgSlkiaeZmZlZVdRpbRn7K09NJZoRsU4Dl7bL1flG7vhc4Nzc+Q3ADSXa3bjo/E3gTOBMSZuQJbQnkR5zR8SvgV+XaOf3wO9LlI9s5GuZmZmZNa6GRyWrUVOJZluIiFeBwW3dDzMzM7P2RtnTYmsF/qHNzMxqW5sNK844/tSq8oSB119Zk0OiHX5E08zMzKzNeY6mVWv2gvKXNxrQuwcA8xYvLTu2b49urFhafhxA527dmLuwsuWY+vXqwfyb76gots9RhzFlZqnVqxq3U92mAKxYsqTs2M7duwNU9H379epRdoyZmdn7tNM5mu0zfTYzMzNbm7TC8kaSDknber8k6bwS17tKujNttT1N0inVfi2PaJqZmZm1sZZe3iitHf5b4CCyjW/GSbojIp7JVTsdeCYiPi2pN9kykNdExFuV3rfNRzQlrSra3/x9GXZR/W9XeJ91JV0i6UVJUyWNlXRoZb1+X9uvrYl2zMzMzFrIHsBLETE9JY7XA4cX1Qmgs7K9vDcGFpPtmFixWhjRLLm/eSO+DVxUzg1SFn8h0A/YMSLelNQX2L+cdszMzMzWUgOAf+fOZwEfLqozCrgDmEO2Kc1xEbG6mpu2+YhmKWmOwPOStknn10n6kqRLSLsHSbomXftcGp2cKOny3LaSr0m6QNKTwEeALwFfTYu1ExHzIuIvqe4Jkqakkc6f5PrxmqQfp7kKT6TkFEkDJT0uaZykC1vztzEzM7N2qMo5mpJGSBqf+4wovkOJuxYvqfRxYCLQn2yN8VGSulTztWoh0SwkjoXPcRGxDDgDGC3peKB7RFwREeeRRkDTlpPbAccBH0mjoqt4dw/yDwJTI+LDwFLglYhYXnxzSf2BnwAHkP2ou0s6ItfGExGxC/AwWbIKcCnw+4jYHXi1oS+W/0uvr6+v8OcxMzOzdq+TqvpERH1EDM19ihOPWcBmufNNyUYu804BbonMS2RbcW9bzdeq2UfnEfEPSceQTVzdpYHYjwFDyCa0AmwIzE/XVgE3N+P+uwNjImIBQBop3Q+4DXgLuCvVe4psAi1kI6RHpeM/kSWq75P+kgt/0VHJ8kZmZmZma8A4YJCkgcBs4Hjgs0V1XiHLrR5JT3G3AaZXc9NaSDRLktSJbI/zlUAPskz8fdWAqyLi/BLX3oiIVen4JWBzSZ0jYkWJNhrydry7ddIq3vt7eacfMzMzWzPUsg+ZI+IdSWcA9wDrAFdGxDRJp6Xrl5G9zzJa0hSy/OjciFhYzX1r4dF5Q74OPAucAFwpad1U/nbu+H7gaEl9ACT1kLRFcUMR8R/g/4BfS1ov1e0n6XPAk8D+knql+Z0nAA810bd/kv2XALz7qN7MzMysZkXE3yJi64j4UET8OJVdlpJMImJORBwcETtFxI4R8edq71kLiWbxHM1LJG0NfBH4ZkQ8QjY/8rupfj0wOa3r9Ewqv1fSZOAfZG+Wl/JdYAHwjKSpZI/GF0TEXOB84EFgEjAhIm5vos9fA06XNA7oWuH3NjMzM8tUOUezVrX5o/OIWKeBS9vl6nwjd3wucG7u/AbghhLtblx0/hZwTvoU170WuLaxNiLiJuCmdDwD2CtX9ZIGvoOZmZlZ07wFpZmZmZlZ8+ndd12shfmHNjMzq21tNqz48oizqsoTtqj/VU0Oibb5o3MzMzOzDq+G51lWw4lmK1o+u3hd1KZ1GdAfgGUzZpYd23VgHctfbXA9+cbvu8km/Puc71cUu9n/XsDfnppaUewnhuzIK19rdLv7kja/NJsmO/uin5cdO+Db3wTg39++oOzYzS7KfqMXZ5f/Ow8asEnZMWZmZmsTJ5pmZmZmbc0vA5mZmZmZNV9NJZqSVqW1NCdJmiBp7zXQ5mBJnygqO0LSZEnPSZoq6egq2q9L63KamZmZVaZTp+o+NarWHp3/d99zSR8HLgb2r7LNwcBQ4G+p3V2AnwEHRcSMtOfnfZJmRMRTVd7LzMzMrHx+dN7qugBL4L/bRT6cRjunSto3lb8m6SeSnpJ0n6Q9JI2RNF3SYWm7yQuA41LsccDZwEVp0fXC4usXAd9MbY6RNDQd95I0Mx3XSXokjbSukdFWMzMzs/as1hLNwnaUzwF/INvcHeCzwD1ptHMXYGIq/yAwJiKGACuAHwEHAUcCF6TdgL4P3BARg9MuQjsAxSOX44Htm+jbfLJR0N2A44BfN/VlJI2QNF7S+Pr6+qaqm5mZmbUrtfzofC/gakk7AuOAKyWtC9wWERNT/beAu9PxFODNiHhb0hSgroF7iPcvnt6c8ep1gVGSBgOrgK2bCoiIerK92QGikuWNzMzMrP1TO11Hs9ZGNP8rIh4HegG9I+JhYD9gNvAnSZ9P1d6Od7c2Wg28mWJX03ASPY1szmbebmSjmgDv8O7vskGuzteBeWQjqkOB9Sr4WmZmZmbvp07VfWpUzfZM0rbAOsAiSVsA8yPiCuD/yBLD5loBdM6d/ww4X1Jduk8dcBbw03R9JjAkHeffRu8KzE1J7Empb2ZmZmbVk6r71Khae3S+oaSJ6VjAyRGxStIw4FuS3gZeAz5fOrykB4HzUrsXR8QNks4F7pS0Ptkj9o9GxPOp/s+Av0g6CXgg187vgJslHZPafL2C72dmZmb2fu300XlNJZoRUXKUMCKuAq4qUb5x7nhkqWsRsRjYvejaLcAtAJIuAX4k6eMR8VZEPAfsnKv+3RTzYlH5+al8JrBjs76gmZmZWQdSU4lmW4iI8jfWNjMzM7Mm6d13aayF+Yc2MzOrbW32/PqVb363qjxh85//qCafvXf4EU0zMzOzttZelzdyotmKlq1YUXZM187ZC/MrliwpO7Zz9+6sWLq07DiAzt26sfS5FyqK7bbt1iyfM7ei2C79+7Fk6jNlx3XfMVtvf+mLL5Ud223QVlXHLpsxs+zYrgPrsvtOe7b8++6wXdkxZmZWw2r4zfFq1OzyRmZmZma2dquJRFPSqrT15KQ1tY+4pMGSPlFUdmjaEvJZSc9J+lm190ntjpZ0dNM1zczMzDqOWnl0nt968uPAxcD+VbY5mGwHn7+ldncERgGfjIjnJH0AGFHlPczMzMyq16kmxv7WuFr8Vl2AJQCS+kl6OI12TpW0byp/TdJPJD0l6T5Je0gaI2m6pMMkrQdcAByXYo8DzgF+nNbJJCLeiYjfpfa2kHS/pMnpz81T+WhJv5b0WGr76FQuSaMkPSPpr0Cf1v6RzMzMrB1ppzsD1UqiuWFKCJ8D/gBcmMo/C9yTRjt3ASam8g8CYyJiCNkWkz8CDgKOBC6IiLeA7wM3RMTgiLiBbFH1pxq4/yjg6ojYGbgG+HXuWj9gH+BTwCWp7EhgG2An4EtA1Y/6zczMzNqbWkk0V6aEcFvgEOBqSQLGAadIGgnsFBGF17bfAu5Ox1OAhyLi7XRcV8H99wKuTcd/IkssC26LiNUR8QzQN5XtB1wXEasiYg7v3aryvySNSHNCx9fX11fQLTMzM+sQ2umIZq3M0fyviHhcUi+gd0Q8LGk/4JPAnyT9NCKuBt6Od1eaXw28mWJXp7mXpUwDhgCTmtON3PGbuWM1UKeh71IPFDLMqGR5IzMzM2v/5DmarUPStsA6wCJJWwDzI+IK4P+A3cpoagXQOXf+U+DbkrZO9+kk6Rvp2mPA8en4RODRJtp+GDhe0jqS+gEfLaNfZmZmZh1CrYxobihpYjoWcHJErJI0DPiWpLeB14DPl9Hmg8B5qd2LI+IGSWcB10naiGxE8q+p7pnAlZK+BSwATmmi7VuBA8ge1b8APFRGv8zMzMzeq4Yff1ejJhLNiFingfKrgKtKlG+cOx5Z6lpELAZ2L7p2F3BXifZmkiWOxeXDG2g7gDNKfxszMzMzgxpJNM3MzMw6NO91bmZmZmYtQjX32swaoXdf3rYW5h/azMystrXZsOKskZdUlSdsOvK8Jvsu6RDgUrKXrv8QEZeUqDMM+BWwLrAwIqraqdEjmq3o5XkLyo7Zom9vAJa98u+yY7tuvhmLn3q67DiAHkN2ZcnUZyqK7b7j9sxduLii2H69elR03+47bg/A8tlzyo7tMqA/AEunPVt2bLcdtgNgxdKlZcd27tYNgMXjJpQd22P33VixfHnZcQCdu3SpKM7MzFpQCz86l7QO8FuyDW5mAeMk3ZHWCS/U6Qb8DjgkIl6RVPXOh+1znNbMzMzM8vYAXoqI6WkHxeuBw4vqfBa4JSJeAYiI+dXe1ImmmZmZWVtr+Z2BBgD5x6OzUlne1kB3SWMkPSWpnGUlS2q1RFPSqrSf+SRJEyRVvT+4pMGSPpE7Hy5pQbrPRElXSzpM0nlNtNNJ0q8lTZU0RdI4SQPTtZmprNDm3qn8bklLJb1vuSQzMzOzckidqvy8u+11+owovkWJ2xbPC/0A2S6KnwQ+DnyvsNFNpVpzjubKiBgMIOnjwMVAVRNMgcHAUOBvubIbIqJ4jcs7mmjnOKA/sHPaxnJT4PXc9Y9GxMKimJ8CGwFfLrvXZmZmZnlVztEs2va6lFnAZrnzTYHiFxtmkb0A9DrwuqSHgV3INqepSFs9Ou8CLAGQ1E/Sw2m0cKqkfVP5a5J+koZu75O0RxrKnZ5GKdcDLgCOS7HHlbpRGuUclY5Hp5HLx1I7R6dq/YC5EbEaICJmRcSSxr5ARNxPts2lmZmZWa0bBwySNDDlUMfz/oG424F9JX0g7aL4YaD8N2VzWnNEs7DN5AZkiV1hJ57PAvdExI/TG1EbpfIPAmMi4lxJtwI/IntTanvgqoi4Q9L3gaGFEUxJw8kSz31SG5fy/mHhfsA+wLZkP/BNwF+AR1OSez/w54jIv679oKRVwJsR8eE18FuYmZmZtZqIeEfSGcA9ZMsbXRkR0ySdlq5fFhHPSrobmAysJlsCaWo1922rR+d7AVdL2pEsw75S0rrAbRExMdV/C7g7HU8hS/LeljQFqGvkPu95dJ6Sz7zb0sjlM5L6QjaCKWkbsuT3AOB+ScekUUso/ei8SWl+xAiAyy+/nI8ffmS5TZiZmVlH0Ap7nUfE33jvdEMi4rKi85+STQ9cI9pkHc2IeFxSL6B3RDwsaT+yiad/kvTTiLgaeDveXU1+NfBmil0tqZp+v5k7/u/fakS8Cfwd+LukecARZKObFSuaLxGVrKNpZmZmHUCn9rkQUJt8K0nbkg3bLpK0BTA/Iq4A/g/YrYymVgCd10B/dpPUPx13AnYGXq62XTMzM7NmafnljdpEW8zRhGwk8eSIWJW2OvqWpLeB14By1mx6EDgvtXtxFX3rA1whaf10PhYY1ViApEfI5nluLGkW8IWIuKeKPpiZmZm1K62WaEbEOg2UXwVcVaJ849zxyFLXImIxsHtR6OiiuqMLZRExvIF27ubd+aDF/ahroHzfUuVmZmZmlvFe52ZmZmZtTC2813lbcaJpZmZm1tbUPl8G0rsvdlsL8w9tZmZW29psWHHOz0dVlSf0/+YZNTkk6hHNVjTt5dllx+ywRbbf/dLnyt/9qdu2W7No2fKy4wB6du3Cwnvuqyi218cPZMrMWRXF7lS3KUsml782bPeddwRgycTJ5ccO3hmAhfc9WHZsrwM/CsCs+YvKjt20T08AFo+bUHZsj913Y8WSRjevalDn7t355Z3lf1eAr3/6oxXFmZlZE2r4zfFqONE0MzMza2vtdI5m+5wQYGZmZmZtrq0WbF8laaKkSZImSNp7DbQ5WNIncucjJZ1dVGdm2pGosXa2TX17WtKHJH1H0jRJk1P5h1O9MZKeT2UTJR1d7XcwMzOzDkqdqvvUqLZ6dJ7f9/zjZIut719lm4OBoRTt4VmBI4DbI+IHaU/2TwG7RcSbKUldL1f3xIgYX+X9zMzMzNqlWkiBuwBLACT1k/RwGiGcKmnfVP6apJ9IekrSfZL2SCOK0yUdJmk94ALguBR7XGM3lFQn6VlJV6TRynslbZhGRM8CvijpQaAfsDDtg05ELIyIOS33U5iZmVlHpE6q6lOr2irR3DAlhM8BfwAuTOWfBe5Jo527ABNT+QeBMRExhGx/8x8BBwFHAhdExFvA94EbImJwRNzQjD4MAn4bETsAS4GjIuJvwGXALyPio8C9wGaSXpD0O0nFo67X5B6d96zgdzAzMzNrt3udt1WiuTIlhNsChwBXSxIwDjhF0khgp4hYkeq/xbtbRE4BHoqIt9NxXQP3aGg9qkL5jIiYmI6fKtVORLwGDAFGAAuAGyQNz1U5MX2PwRHxvvVtJI2QNF7S+Pr6+ga6Y2ZmZtY+tfnyRhHxeJr72DsiHpa0H/BJ4E+SfhoRVwNvx7sry68GCo+yV0tq6DssInv0ndeZbPSyc6GNZBWwYQP9WwWMAcZImgKcTNF+6o18t3qgkGFGJetompmZWQfQqRZmM655bf6tJG0LrAMskrQFMD8irgD+D9itjKZWkCWQBQ8Dh0nqnO7zGWBSShyb27dtJA3KFQ0GXi6jT2ZmZmYdVluNaG4oaWI6FnByRKySNAz4lqS3gdeAz5fR5oPAeandiyPiBkmjgEclBTAf+GKZ/dwY+I2kbsA7wEtkj9HNzMzM1px2OqLZJolmRKzTQPlVwFUlyjfOHY8sdS0iFgO7F127HLi8RHszgR1z5z8r1X5EPAWUXOMzIoaVKjczMzMrWw2/0FONNp+jaWZmZtbR1fISRdVon+O0ZmZmZtbm9O7L3NbC/EObmZnVtjYbVnz1itFV5QmbfGl4TQ6J+tF5K7pv4rNlxxw4eDsAFj36eNmxPffZi0WPPFZ2HEDPffdm7uV/rCi235dP4cnnZ1QU++FtBrLgrrubrlik96cOAWDRY0+UHdtz7z0BePWPfy47dpNTPgfAvMVLy47t26NbFnvtjeXHfvYYls+bX3YcQJe+fZg7qrJ1XfudMYL5t95ZUWyfIz9dUZyZWYdQw/uVV8OJppmZmVlb88tAZmZmZtYi/DJQeST1zO0D/qqk2bnz9YrqniVpo2a0OUbS0HQ8U9KU1N4USYevgT7XSfps7nwjSdek9qdKelTSxunaqtz3mSiprtr7m5mZmbUnLTaimfb+HgyQ9i5/Lb9eZZGzgD8D/ynzNh+NiIWStgHuBW6vqLPvqgM+C1ybzr8GzIuInSDbKQh4O11bGRGDq7yfmZmZWbvVqjNPJX1M0tNphPBKSetLOhPoDzwo6cFU7/eSxkuaJumHzWi6C7AkxX5Q0l8lTUqjkMel8pmSLpL0eGp7N0n3SPqXpNNSO5cA+6YRyq+T7ZX+3w3KI+L5iHgTMzMzszVJnar71KjWnKO5ATAa+FhEvCDpauArEfErSd8gjU6mut+JiMWS1gHul7RzREwu0eaDkgRsCRybyg4B5kTEJwEkdc3V/3dE7CXpl6kvH0n9mgZcBpwHnB0Rn0qxg4F7JR0N3A9cFREvprby22jOiIgjK/9pzMzMrCPzgu3VW4csIXshnV8F7NdA3WMlTQCeBnYAtm+g3kcjYkdgJ2BUmj85BThQ0k8k7RsRy3L170h/TgGejIgVEbEAeCPtZ/4eETGRLIn9KdADGCdpu3R5ZUQMTp+SSaakEWn0dHx9fWXLyZiZmVkHIFX3qVGtOaL5enMqSRoInA3sHhFLJI0mG3VsUET8S9I8YPuIGCtpCPAJ4GJJ90bEBalq4bH36txx4bzkbxERrwG3ALdIWp3abdaCmBFRDxQyzKhkHU0zMzOztVVrjmhuANRJ2iqdnwQ8lI5XAJ3TcReypHSZpL7AoU01LKkPMBB4WVJ/4D8R8WfgZ8BuZfQx3w8kfURS93S8HtnI6stltGdmZmbWtE6dqvvUqNYc0XwDOAW4UdIHgHFk8yIhG/X7u6S5EfFRSU+TzZucDvyzkTYflLQKWBc4LyLmSfo48NM0+vg28JUy+jgZeEfSJLI5nIuA36d5oJ2AvwI3l9GemZmZWYfVKolmRIzMne5a4vpvgN/kzoc30M6w3HFdA3XuAe4pUV6XOx5NlkiWautjRaFXN3CfjUuVm5mZmZWtFeZZSjoEuJTsvZk/RMQlDdTbHXgCOC4ibqrmnrU71mpmZmZma0Rayee3ZFMStwdOkPS+l61TvZ9QYtCuEk40zczMzNpay791vgfwUkRMj4i3gOuBUrsqfpVsmuD8NfK1ImJNtGNN8w9tZmZW29psnaD5N9xSVZ7Q57jPNNr3tCb4IRHxxXR+EvDhiDgjV2cA2e6IBwD/B9xV7aPz1nwZqMNbtmJF2TFdO2cvwS+bNav82E03ZdGy5WXHAfTs2oV5V19XUWzfz5/Av+bMqyj2Q/37MvfyP5Yd1+/LpwAw5+ejyo7t/83sf2NzLr2siZolYr+WbSq1YsmSsmM7d+8OUNHv3PfzJ7D0pellxwF022pLls+r7D9Uu/Ttw5KJpfZOaFr3wTuz+IlxFcX22HP3iuLMzDoKSSOAEbmi+rTM4n+rlAgrTm5/BZwbEau0huaMOtE0MzMza2tVJnZFa3eXMgvYLHe+KTCnqM5Q4PqUZPYCPiHpnYi4rdJ+OdE0MzMza//GAYPSxjizgeOBz+YrRMTAwnHaMOeuapJMaMOXgSS9VnQ+XFL5zz2z2MGSPpE7P0zSeVX0bT1Jv5L0L0kvSbpL0ua565tIuj5df0bS3yRtXen9zMzMrIPrpOo+TYiId4AzyN4mfxb4S0RMk3SapNNa6mu1lxHNwWTDvX8DiIg7eHdf80pcRLZD0NZpnsIpwO1pa8sAbgWuiojjIUt0gb7ACw20Z2ZmZtYwtfzYX0T8jZQr5cpKvqDQ0Jrm5arJRFNSb7JdgwqjiGdFxD8l7UE2UXVDYCXZTkMzgAuADSXtA1ycrg+NiDPS0O9yskR0E+CciLhJUidgFLB/aqMTcCXZX8ApwMCIWAUQEX+UdCpwIPAO8Hb+LyYiJrbQT2FmZmYdQTNGJddGbZlobihpYu68B++OQl4K/DIiHk2PrO8BtgOeA/aLiHckHQhcFBFHSfo+KbGE7DF80b36AfsA26Z73AR8BqgDdgL6kA0jXwlsBbwSEcWva48nW+B0NfBUdV/dzMzMrP1ry0RzZUQMLpyk5HBoOj0Q2D73an0XSZ2BrsBVkgaRPcJet5n3ui0iVgPPSOqbyvYBbkzlr0p6sNAVSq95WfZ/auSXGrj88ss57oQTym3CzMzMbK1Vk4/OyR5j7xURK/OFkn4DPBgRR0qqA8Y0s703880U/VnsJWALSZ0jIr/w5W5kI6HrA0c356ZFSw1EJetompmZWfu3ptatrDW1ugXlvWRvRgH/fdkGshHN2el4eK7+CrKXd8rxKHCUpE5plHMYQES8DlwF/CLt94mkzwNvAP8EHgDWl/SlXP92l7R/mfc3MzMzy6hTdZ8aVas9OxMYKmmypGeAwmv3/wtcLOmfwDq5+g+SPWqfKOm4Zt7jZrLFS6cClwNPAsvStfPJXjZ6XtJs4BvA4ZEARwIHpeWNpgEjef+ip2ZmZmbN08LLG7WVNnt0HhEbF52PBkan44XA+xLGiHgcyK9X+b1Uvhgo3qOu0NbwUveNiNWSzo6I1yT1BMYCU9K1N8mS3TMlbQLcDZxEegweEXOAY8v7xmZmZmYdS63O0Wwtd0nqBqwHXBgRrxZXSGWDW7lfZmZmZms9ZU+CrRX4hzYzM6ttbfYMesFdd1eVJ/T+1CE1+fy8o49ompmZmbW9TrX62kx1nGi2ovsnPVd2zMd22RaAxY+PLTu2x157sPCBh8uOA+h1wH68+sc/VxS7ySmf49lXKns3arvN+7N43ISy43rsvhtAVbHzb7qt7Ng+Rx8BwIrlxev7N61zly4ALLjr7rJje3/qEJYvWFB2HECX3r15dfS1FcVuMvyzLPj7PyqK7X3oQfzrsMrWkv3QHdexdNqzZcd122G7iu5nZtbqvLyRmZmZmVnzeUTTzMzMrI2phpcoqsZaN6Ip6UpJ8yVNbaLeMEl7585HSpqd1tqcKOmSVD5G0tAG2viUpKclTZL0jKQvN9aWmZmZmb1rbRzRHA2MAq5uot4w4DXgsVzZLyPiZ825iaT1ydbN3CMiZqXzukraMjMzM2tUDe/uU4217ltFxMPA4nyZpDPTiONkSdenfdBPA76eRhz3bU7bkl6TdIGkJ4EPkyXii9J934yI59folzEzMzODdrsz0FqXaDbgPGDXiNgZOC0iZgKXkY06Do6IR1K9r+ced3+8RDsfBKZGxIdTQnsH8LKk6ySdKL3nPzeaasvMzMysQ2svieZk4BpJnwPeaaReIfEcHBH3lLi+imwPdAAi4ovAx8i2pzwbuLKMtpA0QtJ4SePr6+vL/U5mZmbWUUjVfWrU2jhHs5RPAvsBhwHfk7RDhe28ERGr8gURMQWYIulPwAxgeHMbi4h60v7oQFSyjqaZmZnZ2mqtH9FMj7M3i4gHgXOAbsDGwAqgcxXtbixpWK5oMPBype2ZmZmZNUidqvvUqLVuRFPSdWRvlPeSNAu4EDhJUleyPUp/GRFLJd0J3CTpcOCrldwKOEfS5cBK4HXKGM00MzMz6+jWukQzIkrtYXd5iXovADvnih4prpPqDcsdb5w7XgF8ooGYkc3rrZmZmVnT2uuC7WtdomlmZmbW7tTwCz3VUES0dR86Cv/QZmZmta3Nsr1FjzxWVZ7Qc9+9azJTrd3Zo2ZmZma2VvOj81a0fMGCsmO69O4NwJIJE8uO7b7bYBY9+njZcQA999mL2Rf9vKLYAd/+Ji/PK/+7AmzRtzdLpz1bdly3HbYDYNEjjzVR8/167rs3APOu+UvZsX1PPBaAFUuWlB3buXt3AObfemfZsX2O/DTL580vOw6gS98+LJk0paLY7rvsxOKx4yuK7bHHUOZdfV1FsX0/f0JF9+2xx1AA5vzqd2XH9j/rf8qOMTOz93KiaWZmZtbW2ukcTSeaZmZmZm2tnb51XlNzNCX1lXStpOmSnpL0uKQjS9SrkzS1RPkFkg5sxn12lRTeo9zMzMxqgdSpqk+tqpmeSRJwG/BwRGwZEUOA44FNi+o1OAobEd+PiPuacbsTgEfTnyX7olr+WzMzMzNbC9RSMnUA8FZEXFYoiIiXI+I3koZLujHt9nNvQw1IGi3paEmHSvpLrnxYii0ktEeT7fJzsKQNUnmdpGcl/Q6YAGwm6VuSxkmaLOmHufZuSyOu0ySNWLM/g5mZmVn7UEuJ5g5kCV5D9gJOjogDmtHWP4A9JX0wnR8H3JCOPwLMiIh/AWN47+4/2wBXR8Su6XgQsAfZPudDJO2X6p2aRlyHAmdK6tmMPpmZmZmVJlX3qVG1lGi+h6TfSpokaVwq+kdELG5ObES8A9wNfDo9av8kcHu6fAJwfTq+nvc+Pn85Ip5Ixwenz9NkCfC2ZIknZMnlJOAJYLNcefF3GCFpvKTx9fX1zem6mZmZdUSdVN2nRtXSW+fTgKMKJxFxuqReQGHxvNfLbO8G4HRgMTAuIlZIWifd4zBJ3yHbAaCnpM4l7iHg4oh4zz7qkoYBBwJ7RcR/JI0BNijVgYioBwoZZlSyjqaZmZl1AK3waoikQ4BLgXWAP0TEJUXXTwTOTaevAV+JiEnV3LOWRjQfADaQ9JVc2UZVtDcG2A34Eu8+Nj8QmBQRm0VEXURsAdwMHFEi/h7gVEkbA0gaIKkP0BVYkpLMbYE9q+ijmZmZWYtLg22/BQ4FtgdOkLR9UbUZwP4RsTNwIe8OllWsZhLNyDZdPwLYX9IMSWOBq3g3sy62jaRZuc8xRe2tAu4i+0HvSsUnALcWtXMz8NkS/bkXuBZ4XNIU4CagM9kj+Q9Imkz2l/BEcayZmZlZjdkDeCkipkfEW2TTBw/PV4iIxyKisNXdExSt/FOJWnp0TkTMJVvSqJTRuXozgXVL1LmxqL0zgDNy58NL3PMO4I50umPRtUvJhpiLHdpAH83MzMzK1/LzLAcA/86dzwI+3Ej9LwB/r/amNZVompmZmXVEqvLN8bTcYn7Jxfr0rsh/q5QIiwba+ihZorlPVZ0ClD2xtlbgH9rMzKy2tdnr20smTq4qT+g+eOdG+y5pL2BkRHw8nZ8PEBEXF9XbmWya4aER8UI1fYIamqNpZmZmZi1mHDBI0kBJ65FNVbwjX0HS5sAtwElrIskEPzpvVcte+XfTlYp03XwzAJbPnlN2bJcB/Vk2Y2bZcQBdB9Yx++JfVBQ74Pxv8MTz0yuK3XObLZn7uz+UHdfvf74IwKt/uLrs2E2++HmAqu67cOmysmN7desKwJxLL2ui5vv1/9ppVf3drljcrCVp36dzjx4svPeBimJ7HXwAC/7+j4piex96EAtu/1v5cYdn+zEsuLP8aUa9P51NxZ514f+WHbvp984pO8bMOrgWXnQ9It6RdAbZqjrrAFdGxDRJp6XrlwHfB3oCv0uP8t+JiKHV3NeJppmZmVkHEBF/A/5WVJbf+vuLwBfX5D2daJqZmZm1tRreRrIaa9UcTUmrJE3MfeoaqTtc0qh0PFLS2el4dFqnc6Kk5yT9oBn3HS6pf+58Ztq1yMzMzKx6nTpV96lRa9uI5sqIGLwG2vlWRNwkaQPgGUlXR8SMRuoPB6YC5U+UNDMzM+ugajcFbqb86KKkoWnv8eYq7FH+eor/vqRxkqZKqlfmaGAocE0aBd0wxXxV0gRJU9JWlGZmZmYVkVTVp1atbYnmhrnH5sVbSZbjp5Imkq2Kf31EzE/loyJi94jYEdgQ+FRE3ASMB06MiMERsTLVXRgRuwG/B84udRNJIySNlzS+vr7q7ULNzMzM1iod/dH5xsD9kvaOiMeAj0o6B9gI6AFMA+5soI1b0p9PAZ8pVSGtyF/IMKOS5Y3MzMysA2j5LSjbxNo2olnKO7z7PTZorGKxiHgNGAPsk+Zr/g44OiJ2Aq5oor0305+rWPsSdjMzM7MW1x4SzZnAkHR8VDmBkj5AtqH8v3g3qVyYRjqPzlVdAXSurptmZmZmDVCn6j41qnZ71nw/BC6V9AjZ6GJzFOZoTgamALdExFKyUcwpwG1kWzUVjAYuK3oZyMzMzGzN6KTqPjVqrXrkGxEblyh7BNi6RPlosgSRiBiZKx/eSPvfBb5bovxm4OZcUV3u2nhgWFN9NzMzM2tQDb85Xo32MKJpZmZmZjVIEdHWfego/EObmZnVtjYbVlz64ktV5QndBm1Vk0Oia9WjczMzM7N2qYZf6KmGE81W9PK8BWXHbNG3NwBLn3uh7Nhu227N0pemlx0H0G2rLVk+b37TFUvo0rcPyxeU/10BuvTuzYuzXy07btCATQCYPrf8Pm/Zrw8AC5YsKzu2d/euACx/tfw+d9kk63Ol/y4WLVtedhxAz65dKvqNIfudl01vbLfWhnXdciBLlq+oKLZ7l87MXrC47LgBvXsA1f39zP3dH8qO7fc/XwRg4X0Plh3b68CPlh1jZms/1fALPdVwomlmZmbW1jrqy0CSVqVlfSalvb33LucGkkZKKrlFY0uS9HVJb0jqmisbLmlUme0MknSXpH9JekrSg5L2W/M9NjMzM2tfmjMhYGXa43sX4Hzg4jVx47RYeks6gWwtzCMrbSDtFvRXoD4iPhQRQ4CvAluWqOvRYTMzM7OccmeedgGWFE4kfUvSOEmTJf0wV/4dSc9Lug/YJlc+RtJFkh4CvibpY5KeljRF0pWS1k/1GiqfmeIflzRe0m6S7kmjjafl7vMhYGOyNTFPKPoOm0m6O/XvB6n+TyT9Ty5+pKRvAicCj0fEHYVrETE1rdFZqFcv6V7g6jJ/SzMzM7NMp07VfWpUc0bhNky76GwA9AMOAJB0MDAI2INsOYA70iPl14HjgV1T+xOAp3LtdYuI/dNo4YvAxyLiBUlXA1+RdBnZQuvvKQd+leL/HRF7SfplqveR1LdpwGWpzgnAdcAjwDaS+kRE4S2RPYAdgf8A4yT9Fbg+tf+7VOdY4BDgrNT/xgwB9omIlU3UMzMzMyuto87R5N1H59uSJV9XSxJwcPo8TZaMbUuWeO4L3BoR/4mI5cAdRe3dkP7cBpgREYXXqa8C9mukvKDQ3hTgyYhYERELgDckdUvXjgeuj4jVwC3AMbn4f0TEopQY3kKWJD4N9JHUX9IuwJKIeKX4h5B0q6Spkm7J96ehJFPSiDTyOr6+vr5UFTMzMzNvQQkQEY9L6gX0JhvFvDgiLs/XkXQWjS9O/nqhagPXm/q13kx/rs4dF84/IGlnsoT3H1k+zHrAdOC3ha9R1F7h/CbgaGATshFOyEZJ/5vkRsSRkoYCPyvxfd4nIuqBQoYZlSxjY2ZmZra2KuuhvqRtgXWARcA9wKmSNk7XBkjqAzwMHClpQ0mdgU830NxzQJ2krdL5ScBDjZQ31wnAyIioS5/+wABJW6TrB0nqIWlD4Ajgn6n8erKR0KPJkk6Aa4GPSDos1/5GZfTFzMzMrElSp6o+taqcOZqQjTaeHBGrgHslbQc8nkYOXwM+FxETJN0ATAReJpsn+T4R8YakU4Ab0xvb44DLIuLNUuVlfKfjgUOLym5N5fOAR4E/AVsB10bE+NSfaSkxnh0Rc1PZSkmfAn4h6VcpfgXwozL6Y2ZmZtYhNZloRsQ6jVy7FLi0RPmPgR+XKB9WdH4/2UtDxfUaKq/LHY8mexmo+NrAEnHfyJ2OLr6eq7dTibLngE80UH9kQ22ZmZmZNVs7fRnIaz+amZmZtbUafqGnGrX7UN/MzMzM1mqKaOwFcVuD/EObmZnVtjYbVlw+b35VeUKXvn1qckjUj85b0eJxTa39/n49dt8NgBULF5Yd27lXL5atWFF2HEDXzp15YdarFcVuvekmzFu8tKLYvj26MeGll8uO222rbFGBZ1+ZU3bsdpv3B6jo+2696SYAFX3fvj26AZX3ecGSZWXHAfTu3pUlyyv7d9G9S2eWL6hsma4uvXuzYsmSpiuW0Ll7d16cXf7fz6AB2d/P8lfLj+2ySRa7bMbMsmO7DqzL7ju7/L/bLgOyf49LJk0pO7b7Lu+bZm5m1qacaJqZmZm1Nc/RNDMzMzNrvqoSTUmv5Y4/IelFSZtLOk3S51P5cEn9m2hnuKRR1fSlRJu3S3q8qGy0pKPLbOcQSWMlPSdpoqQbJG2+JvtqZmZmHZukqj61ao08Opf0MeA3wMFpj/D8AuvDgalA+ZOVKu9PN2A34DVJAyNiRoXt7Ej2vQ6LiGdT2WFAHfBKUd0PRMQ71fTbzMzMOqhO7fMhc9XfStK+wBXAJyPiX6lspKSz0+jhUOCaNBq4oaTdJT0maVIaKeycmuov6e40Kvq/ufYPlvS4pAmSbsxteTlT0g9T+ZS0PWbBUcCdvLutZN6Bkh6R9ELa9QdJT0raIXfPMZKGAOcCFxWSTICIuCMiHs7Vu0jSQ8DXqv0tzczMrIOSqvvUqGoTzfWB24Ej0g467xERNwHjgRMjYjCwCrgB+FpE7AIcCKxM1QcDxwE7AcdJ2kxSL+C7wIERsVtqK7/Lz8JU/nvg7Fz5CcB16XNCUbfqgP2BTwKXSdqALCE9FkBSP6B/RDwF7AA09ap4t4jYPyJ+3kQ9MzMzszaTpgM+L+klSeeVuC5Jv07XJ0vardp7Vptovg08BnyhmfW3AeZGxDiAiFiee9x8f0Qsi4g3gGeALYA9ge2Bf6b91k9O5QW3pD+fIksgkdSXbB/zRyPiBeCd9Ai84C8RsToiXgSmA9sCfwGOSdePBW4s7riknmlU9gVJ+aT2hoa+rKQRksZLGl9fX9/oD2NmZmbWUiStA/wWOJQstzpB0vZF1Q4FBqXPCLKBvKpUO0dzNVlidp+kb0fERU3UFw0vXP5m7nhV6puAf0RE8ahkcUyhPmSjot2BGWlybBeyx+ffTdeL7x8RMVvSIkk7p/gvp2vTyOZ6ToqIRcDglGRunIt/vYG+ERH1QCHDjErW0TQzM7MOoOUff+8BvBQR07Pb6XrgcLLBvYLDgasj283nCUndJPWLiLmV3rTqOZoR8R/gU8CJkkqNbK4ACvMwnyObi7k7gKTOkhpLdp8APiJpq1R/I0lbN9GlE4BDIqIuIuqAIbx3nuYxkjpJ+hCwJfB8Kr8eOAfoGhGFlZL/F/iOpO1y8Rs1cX8zMzOz8nTqVN2naQOAf+fOZ6WycuuUZY28dR4RiyUdAjwsqXgLm9FkcyFXAnuRjRj+RtKGZPMzD2yk3QWShgPXSVo/FX8XeKFUfUl1wOZkCWqhjRmSlkv6cCp6HngI6Auclh7VA9wEXApcmIudIulrwNXppaVFZG+b/6CRn8PMzMysLKurHNGUNILscXdBfXqy+t8qJcKKn/I2p05Zqko0I2Lj3PG/gYHp9PZc+c3AzbmwcWRzL/NGp08h5lO54weA3Uvcuy53PB4Ylk7fl3mnF4YAnmzku8yjxO8REX8F/tpAzLBS5WZmZmatqWi6XimzgM1y55vy/qUnm1OnLO1z0SYzMzMzyxsHDJI0UNJ6ZNMK7yiqcwfw+fT2+Z7AsmrmZ4L3OjczMzNrc6urekDdtIh4R9IZwD3AOsCVETFN0mnp+mXA34BPAC8B/wFOqfa+yl4sslbgH9rMzKy2tdnK54uWLa8qT+jZtUtNrtruEc1WtGT5irJjunfJXthf+tL0smO7bbUlyxcsKDsOoEvv3vz7nO9XFLvZ/17ArPmLKordtE9P5lx6WdMVi/T/2mkAzPruj8q/54+yla9eOfOcsmM3/3W2idWK5cvLju3cpQsAs3/yq7JjB5x7VkX/JiD7d7Fk0pSmK5bQfZedqHSZrh6778b8G25pumIJfY77DHNHlb8Wbb8zsnnxC267q+zY3kdkU8Ur6XOf4z4DwKujry07dpPhnwVg3uKlZcf27dGNZ1+pbDrVdpv3ryjOzNaM9jrw5zmaZmZmZtYiPKJpZmZm1sba6YBmy45oSnotd/wJSS9K2lzSaZI+n8qHS2r0mU2qM2oN9uuItIfnc5KmSjq6irbqJE1dU30zMzMzay9aZURT0seA3wAHR8QrQH4S3nBgKlWu01RGX3YBfgYclBZzH0i2heaMiHiqNfpgZmZmlre6nQ5ptvgcTUn7AlcAn4yIf6WykZLOTiOJQ4FrJE2UtKGk3SU9JmmSpLFpRx7Itq68O42K/m+u/YMlPS5pgqQbJW2cymdK+mEqnyJp2xRyNnBRRMyAbOcg4CLgmylujKSh6biXpJnpuE7SI6m9CZL2btlfzszMzDqKiKjqU6taOtFcn2yXoCMi4rniixFxEzAeODEiBgOrgBuAr0XELmTbU65M1QeTbV+5E3CcpM0k9SLbkvLAtPvPeOAbuVssTOW/J0swAXYAikcuxwPbN/Fd5pONgu6W+vHrJuqbmZmZdWgtnWi+DTwGfKGZ9bcB5kbEOICIWB4R76Rr90fEsrQ3+TPAFmRbWW4P/FPSRODkVF5QWJfkKaAuHYvm7e1ZbF3gCklTgBtpOjFF0ghJ4yWNr68vf2kWMzMz6xja64hmS8/RXA0cSzYH8tsRcVET9UslgQVv5o5XkfVdwD8i4oQmYgr1AaaRPa6fnKtXGA0FeId3E/ANcnW+DswDdknX32jsi8D79h2NStbRNDMzM1tbtfgczYj4D/Ap4ERJpUY2VwCFeZjPkc3F3B1AUmdJjSXDTwAfkbRVqr+RpK2b6NLPgPMl1aWYOuAs4Kfp+kxgSDrOv43elWy0dTVwEtn2TWZmZmZVWx3VfWpVq7x1HhGLJR0CPCxpYdHl0cBlklYCe5HNf/yNpA3J5mce2Ei7CyQNB66TtH4q/i7wQiMxEyWdC9yZYuqAj0bE86nKz4C/SDoJeCAX+jvgZknHAA8Crzf9zc3MzMyaVsuPv6vRoolmRGycO/43MDCd3p4rvxm4ORc2jmzuZd7o9CnEfCp3/ACwe4l71+WOxwPDcue3kOZvSroE+JGkj0fEW+mlpZ1zTX03xbxYVH5+Kp8J7Fh8fzMzM7OOrsPvDBQR57V1H8zMzKxjW93gKyprtw6faJqZmZm1tfb66Fzt9YvVIP/QZmZmta05yx22iJfnLagqT9iib+8263tjPKLZihYtW152TM+uXQBY/NTTZcf2GLIrSyZNKTsOoPsuOzHvT9dXFNv3pON5ddGSimI36dmd5bPL3420y4D+ACyd9mzZsd122A6AhffcV3Zsr49n76qtWLq07NjO3boBsPjxsWXH9thrD5YvWFB2HECX3r1ZsbD4nbzm6dyrF4ufGFdRbI89d2fRQ49WFNtz/31Y+uz79nxoUrftsg3B5t96Z9mxfY78NAAzTvxS2bEDr7kCgLm/ubzs2H5f/TIAs777o7JjN/3Rd6v6+1l4/5iKYnt9bFhFcWbW/jnRNDMzM2tj7fUBsxNNMzMzsza2up1mms1esF1ST0kT0+dVSbNz5+sV1T1L0ka585mSpkiaLOkhSVu8/w6VkfR1SW9I6porGy5pVJntDJJ0l6R/SXpK0oOS9mtm7My077qZmZlZ2drrFpTNTjQjYlFEDI6IwcBlwC8L5xHxVlH1s4CNiso+GhE7A2NIa1OuISeQrb15ZKUNSNoA+CtQHxEfioghwFeBLUvU9SiwmZmZWTNUtQWlpI9JejqNVl4paX1JZwL9gQclPVgi7HFgQIqvk/ScpD9ImirpGkkHSvqnpBcl7ZHq7Z8bPX1aUudU/iFgY7LEtXi/880k3S3peUk/SPV/Iul/cv0fKembwInA4xFxR+FaREyNiNG5evWS7gWuTqO796a+XE4bvqVmZmZmVquqSTQ3INut57iI2IlsvudXIuLXwByyEcyPlog7BLgtd74VcCnZrjvbAp8F9gHOBr6d6pwNnJ5GU/cl25oSsuTyOuARYBtJfXLt7kGWQA4GjpE0FLiebIvLgmOBG4EdgAlNfN8hwOER8VngB8CjEbErcAeweROxZmZmZg1aHVHVp1ZVk2iuA8yIiMK+4lcBjc1pfFDSfLK9y6/Nlc+IiCkRsRqYBtwf2WSDKWT7kAP8E/hFGi3tFhHvpPLjgetT7C3AMbl2/5Ee969M1/aJiKeBPpL6S9oFWBIRrxR3VNKtaYT1llzxHakt0vf8M0BE/BUouZaPpBGSxksaX19f38hPY2ZmZh1ZRHWfWlXNfMPXy6z/0RQzGrgA+EYqfzNXZ3XufHWhfxFxiaS/Ap8AnpB0ILAeMAj4hyTS+XTgtym++GcvnN8EHA1sQjbCCVmC+98kOSKOTCOgP8vFF3/fJv9aI6IeKGSYUck6mmZmZtb+1fILPdWo9tF5naSt0vlJwEPpeAXQuTggjQieBXxeUo/m3kjSh9Ko50+A8WSP2E8ARkZEXfr0Bwbk3mg/SFIPSRsCR5CNikKWXB5PlmzelMquBT4i6bDcbYtfZsp7mOyxPJIOBbo397uYmZmZFfOj8/d7AzgFuFHSFLIRyMvStXrg76VeBoqIuWTzKk8v415npUfZk8jmZ/6dLFm8tajerakc4FHgT8BE4OaIGJ/uP40sCZ6d+lJIgD8FnCZpuqTHyV4wamhrjh8C+0maABwMvO/xu5mZmVlHV9Gj84gYmTvdtcT13wC/yZ3XFV3/au50x1z58NzxzMK1ovoFA0vc9xu509ElO5/V26lE2XNkj+ZL1R9ZdL6ILMEs+HpD9zIzMzPrqLwmpJmZmVkba69zNJ1ompmZmbWx9plmgtprBl2D/EObmZnVtjbbgGXay7OryhN22GJATW4e4xHNVjRv8dKyY/r26AZAJUsj9ezahUWPPFZ2HEDPffdm4b0PVBTb6+ADWLJ8RUWx3bt0ZtmK8mO7ds4WOVixdGnZsZ27dQNg6bRny47ttsN22X2XlFxKtfH7ds8WK1j6wovl33frQRXds3DfxU89XVFsjyG7VnXfRWMeqSi257B9Wb5gQdlxXXr3BmDBbXeVHdv7iE8BMO+av5Qd2/fEYwFYMmlK2bHdd8mmkC+bMbPs2K4D65i9YHHZcQADeveo6H8DkP3voJr/vzAzavrN8WpUtQWlmZmZmVlDPKJpZmZm1sba61TGmhnRlLRK0sTcp05SZc99S7c/U1KvNdWemZmZ2ZrSXhdsr6URzZURMbiobO/iSpLWiYhVrdMlMzMzs/Yt7dZ4A1AHzASOjYglRXU2A64m28J7NVAfEZc21XbNjGiWIum19OcwSQ9KuhaYImkdST+VNE7SZElfztV7WNKtkp6RdJmk931HSbdJekrSNEkjcuWHSJogaZKk+1PZByVdme71tKTDU/kOksam0dfJkga1yo9iZmZm7U5EdZ8qnQfcHxGDgPvTebF3gG9GxHbAnsDpkrZvquFaGtHcUNLEdDwjIo4sur4HsGNEzEjJ4bKI2F3S+sA/Jd2bq7c98DJwN/AZ3t3TvODUiFic9kEfJ+lmsqT7CmC/dI/CXuzfAR6IiFMldQPGSroPOA24NCKukbQesM6a+RnMzMyso2njOZqHA8PS8VXAGODcfIW0bXdh6+4Vkp4FBgDPNNZwLY1oroyIwelTnGQCjI2IGen4YODzKTF9EugJDMrVm54er18H7FOirTPTvulPAJul2D2Bhwv3iIjCGiEHA+ele40BNgA2Bx4Hvi3pXGCLtF/6e0gaIWm8pPH19fXl/BZmZmZmzZbPOdJnRNNR/9U3JZKFhLJPE/eqI9uC/MmmGq6lEc2mvJ47FvDViLgnX0HSMN6/MHqUqHMgsFdE/EfSGLLkUSViC/c6KiKeLyp/VtKTwCeBeyR9MSLes5BcRNQDhQwzKllH08zMzNq/al/oKco53ic9jd2kxKXvlHMfSRsDNwNnRUSTi3zX0ohmOe4BviJpXQBJW0v6YLq2h6SBaW7mccCjRbFdgSUpydyWbCQTshHK/SUNTG0WHp3fA3xVklL5runPLYHpEfFr4A5g55b4omZmZmbViogDI2LHEp/bgXmS+gGkP+eXaiPlXTcD10TELc2579qaaP6BbE7ABElTgct5d3T2ceASYCowA7i1KPZu4AOSJgMXkj0+JyIWACOAW9Jj9RtS/QuBdYHJ6V4XpvLjgKnpkfq2ZG9imZmZmZUtIqr6VOkO4OR0fDJwe3GFNOD2f8CzEfGL5jZcM4/OI2LjhsoiYgzZ/MhC+Wrg2+nzX2nQ8T8RcVyJtupyp4c20Ie/A38vKlsJfLlE3YuBi0t/GzMzM7PmW922S2FeAvxF0heAV4BjACT1B/4QEZ8APgKcRLb6z8QU9+2I+FtjDddMomlmZmZmrS8iFgEfK1E+B/hEOn6U7L2VsrSrRLN45NPMzMzM2o7a696aNcg/tJmZWW0re8RuTXni+elV5Ql7brNlm/W9Me1qRLPWLViyrOyY3t27ArBi8eImar5f5x49WDrt2bLjALrtsB3zrvlLRbF9TzyWuQvL7y9Av149WPbKv8uO67r5ZgAsmz6jiZolYrccCMDC+8eUHdvrY8MAWLJ8Rdmx3bt0BmDRI4+VHdtz371ZPq/kS4FN6tK3D8tmzKwotuvAuqr+TS184OGKYnsdsB9LX3yp/HsO2gqABbc3OoWopN6HfwKgov8d9D3xWAAWPzGu7Ngee+4OwLJZs8qO7brppkyfW9m/iy379anq72fBnX9vumIJvT99KDNO/FLZcQOvuaKi+5nVqvY68OdE08zMzKyNVbuOZq1yomlmZmbWxtppntk662hKWiVpYu5TJ6n854UNtz9TUq811V5qcx9JYyU9J+l5SaevyfbNzMzM2rvWGtFcGRGDi8r2Lq4kaZ20R3mbkrQJcC1wRERMSEnsPZLmRETxAvBmZmZmVkKb7Qwk6bX05zBJD0q6lmwR0HUk/VTSOEmTJX05V+9hSbdKekbSZWmbyeJ2b5P0lKRp+Q3lJR0iaYKkSZLuT2UflHRlutfTkg5P1U8HRkfEBICIWAicA3wrxY2WdHTxdzEzMzOrRBvvDNRiWmtEc8PcKvIzIuLIout7ADtGxIyUHC6LiN0lrQ/8U9K9uXrbAy+TbSX5GeCmorZOjYjFkjYExkm6mSyhvgLYL92jsI/5d4AHIuJUSd2AsWnT+R2Aq4raHZ/ubWZmZrZGtdeXgVprRHNlRAxOn+IkE2BsRBTWpTkY+HxKTJ8EegKDcvWmp8fr1wH7lGjrzLRX+RPAZil2T+Dhwj0iorD2zsHAeeleY4ANgM3J1tGq+m9c0ghJ4yWNr6+vr7Y5MzMzs7VKrbx1/nruWMBXI+KefAVJw3h/8hcl6hwI7BUR/5E0hix5bChxFHBURDxf1M40YCjZJvMFQ8hGNQHeISXpaZP59Up9qYioBwoZZlSyjqaZmZm1f7X8+LsabTZHsxH3AF+RtC6ApK0lfTBd20PSwDQ38zjg0aLYrsCSlGRuSzaSCfA4sL+kganNwqPze4CvpmQRSbum8t8CwyUNTuU9gR8DF6brM8kST4DDgXWr/tZmZmZm7UytjGjm/QGoAyakBHABcES69jhwCbAT8DBQ/Ab43cBpkiYDz5M9PiciFqS5n7ekJHU+cBBZ4vgrYHK610zgUxExV9LngHpJXVN/hkfEQ+k+VwC3SxoL3M97R2TNzMzMyrK6fQ5otk6iGREbN1QWEWPI5kcWylcD306f/0qDjv+JiONKtFWXOz20gT78Hfh7UdlK4MsN1H+Y7OUj0hqa35Z0d0QsiYh5vDtaCnB+qTbMzMzMmsOPzjuwiPhtROwUEUvaui9mZmZmawu11wy6BvmHNjMzq21qqxvfN/HZqvKEAwdv12Z9b0wtztE0MzMz61BWt9PxKCearWj5nLllx3Tp3w+AFUvKf2rfuXt35i1eWnYcQN8e3Zjzq99VFNv/rP/hpsefrij26L12ZfoxJ5cdt+WN2fr6/z7n+2XHbva/FwAw+6Kflx074NvfBOD5f5f/d7vNZtnfbaV9Xjrt2bLjALrtsB3LZsysKLbrwDoWP1XZ322PIbuy8P4xFcX2+tgw5v7uD2XH9fufLwKwZMLEsmO77za46ti5o8pfP7ffGdmGZv+aM6/s2A/171vRv0XI/j1W87/5pS++VFFst0FbMXfh4qYrFunXK1s8ZPm8+WXHdunbp+wYM6uME00zMzOzNtZeZzL6ZSAzMzMzaxEtnmhK6ivpWknTJT0l6XFJpbahbOl+7CDphbQHeqHsr5KOL1F3mKRlkiZKmizpPkl90rXhkkal4yMkef9zMzMzq0pEVPWpVS2aaKZF0G8j22d8y4gYAhwPbNrM+HXWVF8iYhpwC/Cd1PYRwLoRcX3RPQvTCR5Je7PvDIwDTi/R7BGAE00zMzOryuqIqj61qqVHNA8A3oqIywoFEfFyRPxGUp2kRyRNSJ+94b+jiQ9KuhaYkspuS6Oh09IOP6TyL6RRyjGSrsiNNPaWdLOkcenzkRRyAXBM2lryElLyKGmkpHpJ9wJX579ASpY7A0uKyvcGDgN+mkY+P7TmfjYzMzOztV9Lvwy0AzChgWvzgYMi4g1Jg4DrgKHp2h7AjhExI52fGhGL02PvcZJuBtYHvgfsBqwAHgAmpfqXAr+MiEclbU62p/l2aQ/0s8m2r/xFRLyY688QYJ+IWClpGLCvpIlAT7ItJt+zU1FEPCbpDuCuiLip7F/GzMzMrJ1r1ZeBJP1W0iRJ44B1gSskTQFu5L2PoMfmkkyAMyVNItu7fDNgEFky+lBELI6It1MbBQcCo1KieAfQRVJngIi4E1gKFK/jcUfakrKg8Oh8M+CPwP9W8H1HSBovaXx9ffnLnJiZmVnH0F7naLb0iOY04KjCSUScLqkXMB74OjAP2IUs4X0jF/d64SCNLh4I7JVGJMcAG9D46v2dUv2VDVxfnT55r5eqmNwB3NzI9ZIioh4oZJhRyTqaZmZm1v6trt1csSotPaL5ALCBpK/kyjZKf3YF5kbEauAkoKEXf7oCS1KSuS2wZyofC+wvqXt6geeoXMy9wBmFkzQnsxr7AP8qUb6CbP6mmZmZWcU8olmBiIj0dvcvJZ0DLCAbOTyXbO7mzZKOAR6k4RHFu4HTJE0Gnid7fE5EzJZ0EfAkMAd4BliWYs4EfptiPkA2J/O0MrtfmKOp1O4XS9S5nuzx/5nA0RFRKhk1MzMza1QtJ4vVaPGdgSJiLtmSRqXsnDs+P9UfA4zJxb8JHNpA/LURUZ9GNG8lG8kkIhYCxzXSp7qi85FF52PIRlJLxY4GRqfjf+LljczMzMxKWtt3BhqZRh2nAjPI1uw0MzMzsxqg9jpUW4P8Q5uZmdW2xl40blG3PjGxqjzhyD0Ht1nfG9Pij87NzMzMrHHtddzPiWYrWrh0WdOVivTqlk0VXTJ5atmx3XfekaUvvlR2HEC3QVsx68Kylw4FYNPvncOjz1R2332234o5vype4rRp/c/6HwBevWJ02bGbfGk4QFX3fWX+wrJjN+/TC4DZF/+i7NgB53+jqr/bSv49QfZvatFDj1YU23P/fXj1j3+uKHaTUz7Hgtv/VnZc78M/AcC8P13fRM3363tSNrW8mn9Tc39zedmx/b76ZQCWTZ/RRM3367rlQJYvWFB2HECX3r2ZO6qy9X77nTGCeddVtm9F3xOOZsmEiWXHdd9tMAALH3i47NheB+wHwOwf/azs2AHfPbvsGLPmWN1OH3yu7XM0zczMzKwKknpI+oekF9Of3Rupu46kpyXd1Zy2nWiamZmZdWznAfdHxCDg/nTekK8Bzza34VZJNCX1lXStpOmSnpL0uKQjW+PeDfTn0LQ15LOSnpNU/vMTMzMzszWkjRdsPxy4Kh1fBRxRqpKkTYFPAn9obsMtnmhKEtmyQw9HxJYRMYRsXc1Nmxnf0I5BlfZnR2AU8LmI2A7YEZheRrzntZqZmdkaVW2iKWlEGkQrfEaUcfu+ad3zwvrnfRqo9yvgHN6/jXeDWiNpOgB4KyIuKxRExMvAbyTVAX8CPpgunRERj6X9zX8AzAUGA9tLug3YjGyf80vTPuJI+gLZTkNzgBeBNyPiDEm9gcuAzVPbZ6UF1s8BfhwRz6W+vAP8LrX1aeC7wHrAIuDEiJgnaSTQH6gDFkr6MfDHVK8TcFREvLhmfi4zMzOz8qS8qME3+iTdB2xS4tJ3mtO+pE8B8yPiqZSnNUtrJJo7kG03Wcp84KCIeEPSIOA6YGi6tgewY0QUXr08NSIWS9oQGCfpZmB94HvAbmT7jj8ATEr1LwV+GRGPStocuAcojGD+vIH+PArsmbbO/CJZUvrNdG0IsE9ErJT0G7Jk9xpJ69HAPu3pvyZGAFx++eV85tgGNysyMzOzDmx1C790HhEHNnRN0jxJ/SJirqR+ZPlZsY8Ah0n6BNmgXxdJf46IzzV231Z/DCzpt8A+wFvAgcAoSYOBVcDWuapjc0kmwJm5eZ2bAYPIMvOHImJxavvGXBsHko2EFuK7SOrcRPc2BW5IP/J6ZLsNFdwRESvT8ePAd9JchVsaGs0s+q+LqGR5IzMzM2v/2ngDnTuAk4FL0p+3F1eIiPNJ24WnEc2zm0oyoXVeBppGNuIIQEScDnwM6A18HZgH7EI2krleLu71wkH6QgcCe0XELsDTZNl0Y6vgd0r1B6fPgIhYkfozpIGY3wCjImIn4MvpHu/rT0RcCxwGrATukXRAI/0wMzMzq2WXAAdJehE4KJ0jqb+k8hcxzmmNRPMBYANJX8mVbZT+7ArMjYjVwEk08Ag61VsSEf+RtC2wZyofC+wvqXt6SeeoXMy9wBmFkzRqCvBT4NuStk7lnSR9I3ef2en45Ia+kKQtgekR8Wuy/wrYuaG6ZmZmZk1py7fOI2JRRHwsIgalPxen8jkR8YkS9cdExKea03aLJ5qRffsjyBLCGZLGkr06fy7ZSzgnS3qC7JH36w00czfwAUmTgQuBJ1Lbs4GLgCeB+4BngMLz6TOBoZImS3oGOC3FTAbOAq6T9CwwFeiXYkYCN0p6BGhsq5fjgKmSJgLbAlc38+cwMzMz6zBaZY5melX++AYu50cDz0/1xwBjcvFvAoc2EH9tRNSnEc1byUYyiYiFZAlhqf7cBbxvRfuIuJ3S8xJGFp1fDFzcQH/MzMzMyrK6nW523h7WhBwp6UCy+ZT3kq3ZaWZmZrbWaKd5Jmrjt5w6Ev/QZmZmta2xl4xb1J/GjK0qTzhp2B5t1vfGtIcRTTMzM7O1mh+dW9Vmvrqg7Ji6TXoDsPjxsWXH9thrD5ZOa/a+9+/RbYftmPOr31UU2/+s/2HcCzOarljC7lsPZN7V15Ud1/fzJwAw/4Zbyo7tc9xnAHj1itFlx27ypeEAzFu8tOzYvj26VXXfZS+/UnYcQNctNmfRI49VFNtz371ZPHZ8RbE99hjK3FENblrRqH5njGDh/WPKjuv1sWEAzL3syvLvedqpALz6h/Lf9dvki58HYN61N5Yd2/ezxwCwfPacsmO7DOjPisWLy44D6NyjR0X/FiH79zj/1jsriu1z5Kcr+v+pbjtsB8DiJ8aVHdtjz90BmPOzX5cd2//sMwGYcfypZccOvL78f4dmazsnmmZmZmZtLNrpDDsnmmZmZmZtrL2+M9MaC7Yjqa+kayVNl/SUpMdz20m2CUm3S3q8LftgZmZmBtle59V8alWLJ5rKNhu/DXg4IraMiCFka2pu2sz4hnYLqqZP3ci2xewmaWADdTzaa2ZmZlaF1hjRPAB4KyIuKxRExMsR8RtJdZIekTQhffaGbG9zSQ9KuhaYkspuS6Oh0ySNKLQl6QuSXpA0RtIVkkal8t6SbpY0Ln0+kuvTUcCdwPXkFpKXNFrSLyQ9CPxE0ock3Z3u+0ja/hJJn5b0pKSnJd0nqW+L/XpmZmZma6nWGLXbAZjQwLX5wEER8YakQcB1wNB0bQ9gx4govL58akQslrQhME7SzcD6wPfIRidXkO2rPinVvxT4ZUQ8Kmlz4B5gu3TtBOCHwDzgJt67y8/WwIERsUrS/cBpEfGipA+TbZl5APAosGdEhKQvAucA3yz+cikhHgFw+eWXc/BhbTpbwMzMzGpUe52j2eqPhyX9FtgHeAs4EBglaTCwiizJKxibSzIBzszN69wMGARsAjxU2Pxd0o25Ng4Ets+e3APQRVJnYCNgK+DRlCi+I2nHiJia6t2YksyNgb3J9j4vtLF++nNT4AZJ/YD1gJJr+UREPVBYzyUqWd7IzMzM2j8nmpWbRvaoGoCIOF1SL2A88HWyUcVdyB7jv5GLe71wIGkYWeK4V0T8R9IYsi0nG1sFv1OqvzJfKOkUoDswIyWQXcgen3+36L6dgKURMbhE278BfhERd6S+jWykH2ZmZmaNaq8LtrfGHM0HgA0kfSVXtlH6syswNyJWAycBDb340xVYkpLMbYE9U/lYYH9J3dPLO0flYu4FziicpFFTyB6bHxIRdRFRBxReTnqPiFhOlowek+IlaZdcf2an45Mb+/JmZmZmHVWLJ5qRjQUfQZYQzpA0FrgKOJdszuPJkp4ge+T9egPN3A18QNJk4ELgidT2bOAi4EngPuAZYFmKORMYKmmypGeA0yTVAZsX4lMbM4DlaQ5msROBL0iaRDYye3gqH0n2SP0RYGFZP4iZmZlZB9EqczQjYi4lRg2TnXPH56f6Y4Axufg3gUMbiL82IurTiOatZCOZRMRC4LgS9QeU6N9u6fDJovIZwCEl6t8O3N5Af8zMzMzK0l4fnbeHtSJHSjqQbM7mvWRrdpqZmZmtNdrry0Bqr1+sBvmHNjMzq22NvWTcokb9/eGq8oQzDt2vzfremFbZgtLMzMzMOp728Oh8rbFiyZKyYzp37w7AkuUryo7t3qVzRfcs3HfZ9JLLgzap65YDq7rv0udeKDuu27bZ8qnLZswsO7brwDoAls+eU3ZslwH9s9g5c8uP7d8PgGWzZpUd23XTTav6jSvpL2R9XrBkWdMVS+jdvSvLF1S2lmyX3r0riu3SuzdQ3d/P8nnzy4/t2yeLreLf1KJly8uO7dm1C6/Mr+z9xM379GLZy69UFNt1i81ZsXRpRbGdu3Vj+auvlh3XZZNNgOr+fhY99kQTNd+v597ZoieV/FZdt9gcgKXTni07ttsO2zVdydZq7fUJs0c0zczMzKxFtEqiKamvpGslTU/7hj+e2+Wn1Uk6Ii179JykqZKOrqKtOklTm65pZmZmVlpEVPWpVS3+6FzZ9ju3AVdFxGdT2RbAYc2MXyciVq3B/uwC/Ixsj/UZkgYC90maERFPran7mJmZmXV0rTGieQDwVkRcViiIiJcj4jdpNPARSRPSZ2/ItpyU9KCka4Epqey2NBo6TdKIQluSviDpBUljJF0haVQq7y3pZknj0ucjKeRs4KLCPurpz4uAb6a4MZKGpuNekmam45J9NTMzM6vW6oiqPrWqNV4G2gGY0MC1+WQji29IGgRcBwxN1/YAdiwkhMCpEbFY0obAOEk3A+sD3wN2A1aQbXc5KdW/FPhlRDwqaXPgHmC71J+fFfVjPPDVJr5HY301MzMzq1gN54pVafW3ziX9FtgHeAs4EBiV9iFfRbYNZcHYXJIJcGZuXudmwCBgE+ChiFic2r4x18aBwPbZk3sAukjqTLZGVvFfZ3PWnlq3kb6WlEZeRwBcfvnlnHDMMc24jZmZmXU0X//0R2tyHcxqtUaiOQ04qnASEadL6kU2ivh1YB6wC9lj/Ddycf/d91zSMLLEca+I+I+kMWQ7ATX2l9Ip1V+ZL5Q0jWwkcnKueLfUH4B3eHdKwQa5Oo31taSIqAfqC6eVLkdjZmZmtjZqjTmaDwAbSPpKrmyj9GdXYG5ErAZOAtZpoI2uwJKUZG4L7JnKxwL7S+qe9jo/KhdzL3BG4SSNREL22Px8SXWpvA44C/hpuj4TGJKO82+jN7evZmZmZkYrJJqRvXN/BFlCOEPSWOAq4Fzgd8DJkp4gexT9egPN3A18QNJk4ELgidT2bLIXeZ4E7gOeAQqrSZ8JDE3LGD0DnJZiJqZ73ynpBeAF4CsR8XyK+xnwFUmPAb1yfWhuX83MzMyMVpqjGRFzgeMbuLxz7vj8VH8MMCYX/yZwaAPx10ZEfRrRvJVsJJOIWAgc10B/bgFuAZB0CfAjSR+PiLci4rmiPn03xbzYQF9nAjs20DczMzOzDqs9bEE5UtKBZPMp7yVbs7PZIuK8luiUmZmZWUe31ieaEXF2W/fBzMzMzN5PtbxtUTvjH9rMzKy2tcslhtrSWj+iuTaZu3Bx2TH9evUAYNGy5WXH9uzahRVLl5YdB9C5WzeWzZhZUWzXgXVV3XfJpCllx3XfZScAlr3y77Jju26+GQDL58wtO7ZL/35V37eS37nrwDqWz55TdhxAlwH9q4pdsGRZ0xVL6N29K8vnza/svn37VNTnLgP6A1R03y59+wCwbMWKsmO7du5c9X0r+d9Q527dmPDSy2XHAey21RYsmzWrotium25a1b+LFYvL///Gzj2y/2+sZNm4zt27A7D4qafLju0xZFcAlr/6atmxXTbZBIClL00vO7bbVlsy++JflB0HMOD8b1QUZ7YmtMbyRmZmZmbWATnRNDMzM7MW0WKJpqS+kq6VNF3SU5Iez20h2eokHSppvKRnJT0nqXi/80rbHS3p6KZrmpmZmXUsLZJoKttg/Dbg4YjYMiKGkK2juWkz49forjuSdgRGAZ+LiO3I1r0sf5KMmZmZmTVbS41oHgC8FRGXFQoi4uWI+I2kOkmPSJqQPntDtp+5pAclXQtMSWW3pdHQaZJGFNqS9AVJL0gaI+kKSaNSeW9JN0salz4fSSHnAD9Oi7ETEe9ExO9SzBaS7k87CN0vafNUPlrSryU9lkZlj07lkjRK0jOS/gr0aaHf0MzMzGyt1lJvne8ATGjg2nzgoIh4Q9Ig4DpgaLq2B7BjRMxI56dGxGJJGwLjJN0MrA98D9gNWEG2l/qkVP9S4JcR8WhKGO8BCiOYP2+gP6OAqyPiKkmnAr8m2zIToB+wD7AtcAdwE3AksA2wE9CXbNvLK5v1q5iZmZl1IK3yMpCk30qaJGkcsC5whaQpwI3A9rmqY3NJJsCZkiaR7W2+GTCILBl9KCIWR8TbqY2CA4FRkiaSJYZdJHVuont7Adem4z+RJZYFt0XE6oh4hiypBNgPuC4iVkXEHLJEt6HvPSLNCx1fX1/fRDfMzMzM2peWGtGcBhxVOImI0yX1AsYDXwfmAbuQJbpv5OJeLxxIGkaWOO4VEf+RNIZsm8nGFlPtlOqvzBdKmgYM4d2Rz8bkF1Z/M99MA3UabiiiHihkmFHJOppmZmZma6uWGtF8ANhA0ldyZRulP7sCcyNiNXAS0NCLP12BJSnJ3BbYM5WPBfaX1F3SB8gltGR7nZ9ROJE0OB3+FPi2pK1TeSdJhRVsHyN7UQngRODRJr7bw8DxktaR1A/4aBP1zczMzDqkFhnRjIiQdATwS0nnAAvIRivPJZu7ebOkY4AHyY1iFrkbOE3SZOB5ssfnRMRsSRcBTwJzyOZIFrakOBP4bYr5AFlSeFpETJZ0FnCdpI3IRiT/mou5UtK3Uj9PaeLr3Ur2stMU4AXgoWb9KGZmZmYdTIttQRkRc3l3pLDYzrnj81P9McCYXPybwKENxF8bEfVpRPNWspFMImIhcFwD/bkLuKtE+UyyxLG4fHjR+cbpzyA3ampmZmZmpa2tOwONTC/8TAVmkK3ZaWZmZmY1pMVGNFtSRJzd1n0wMzMzs8YpexJsrcA/tJmZWW1rbGUbq8BaOaK5tlqyfEXZMd27ZMuALl+woOzYLr17s3z2nLLjALoM6M+iRx6rKLbnvnszb/HSimL79ujG0mnPlh3XbYftAFj81NNlx/YYsitARd+35757A1T0O3cZ0B+AxY+PLTu2x157sHzO3LLjALr071fVv4ulL1W2e2u3rbZk8biG9nFoXI/dd2Ppiy+Vf89BWwGwZNKUsmO777ITAAvvbXCp3Ab1Ojib9r3osSfKju25d7bARqX/phYuXdZ0xRJ6deta0b9FyP49Lh47vrLYPYaybNassuO6bprtaFzN//aq+XdRyb/lHrvvBlT+72L5vPllxwF06duHFUuWVBTbuXv3iuLMCtbWOZpmZmZmVuOcaJqZmZlZi1ijiaakTSXdLulFSf+SdKmk9dbwPUZKmi1poqSpkg5bA22OlnR0ifJOkn6d7jNF0jhJA/+/vfMOt6Oq+vD7S+iQQi9SQgdFSgCpUuUTEZQmSBEpggURsOAnIFIEFemgQAApfoCICAhKkyolQIAQEgHpRaWXhE5gfX+sPblzT86Z2TNzS26y3+e5zz0zZ9bsfc6ZsmbV8N7TYd3Y8Ldu03kkEolEIpFITE/0mKIpScCf8f7gywLLAXMBR/fUGDlONLNVga/gxdajPoekTl2IOrEjsAiwspl9GtgGeCP3/sZmtmr4qxfQmEgkEolEIjGd0pMWzU2A98zsXAAz+wjva76npO8ES+e1kh6V9LNMSNKuku4JVsEzM2VQ0luSjpb0oKTRkhZsHdDMHgYmA/NJ2ilYGMdL+lVu/29JOlLS3cA6knaTNC7s9/e53W0g6U5JT+asmwvT1S4TM3vezOpFVCcSiUQikUjMYPSkovkp4L78CjObCDyLZ7d/Bu8lvirwFUlrSFoRtxquFyyUH4VtAOYERpvZKngryb1bB5S0FvAxMDPwK1zZXRVYM7TAzPYz3szWAl4HDgE2CfvdP7e7hYH1gS2BX4Z1fwS2Ckrw8ZJWa5nCzeG9u2O+oEQikUgkEokZiZ5UNEX7WpHZ+hvM7FUzexd3sa8PbAqsDtwbOv1sCiwV5D6gq2XkfcCI3D4PDNsfhyuqawC3mNnLZjYZuBDYIGz7EXBZeL0J8KfQqhIzey23zyvM7GMz+yewYHj/eWB5vE3mx8CNkjbNyWSu87XafiHSPpLGSBozatSodpskEolEIpFITLf0ZB3NCcB2+RWShgKL4cpeqxJquBJ6vpn9pM3+PrSuavIftcz1RDM7LjfO1gXzei+48aGzMgzwfn7qUybpPdevAa6R9CKwNXBjwXhTMLNRQKZhWp06molEIpFIJBIDlZ60aN4IzCFpN5iSeHM8cB7wDrCZpHkkzY4ra3cEme0lLRBk5pG0RI2x7wY2lDRfGHcn4NYOc9xB0rzZeEU7lTRS0iLh9SBgZeCZGvNLJBKJRCKRmOHoMUUzWB+3weMvHwP+BbwHHBw2uR34PTAWuMzMxgQ39aHA9ZLGATfgsZJVx/4v7t6+GXgQuN/Mrmyz3QQ8C/5WSQ8CJ5TsegHgKknjgXF44tFpVeeXSCQSiUQiMSPSoy0ozew5YKvW9V75iJfM7LttZC4BLmmzfq7c6z8BfwqvD+8w9kXARUX7CcvnA+e3rNu9nYyZXQtc22G8Ee3WJxKJRCKRSCSc1BkokUgkEolEItEr9KhFsxNmdh4eq5lIJBKJRCKRmEFQV2J3opdJX3QikUgkEtM2Kt8kUYU+sWgmnDcnVS9vNGzIEAAmvfZayZZTM2SeeZg0cWJlOYAhQ4cy8YUXaskOXWihWp8V/PM2+p5qfN4hQ4e67CuvVJedbz4AJr74UmXZoQsu4OPWnHOdYwL8uHj1zXrHxbzDhjLp9XrNsYbMPXf/HRdvvFFZdsjw4UCz37aR7MsvV5edf/5axzH4sdxEts58wefcX99xk2Oq0Tlf83re1+dPJlvns0LX503M2KQYzUQikUgkEolEr5AUzUQikUgkEolErzDgFU1JJun3ueWZJL0s6eoSuQUlXS3pQUn/lPS3ku1HhHqa7d67RdIa9T5BIpFIJBKJxPTJ9BCj+TawkqTZQx/1zYB/R8gdifdfPxlA0sq9OMdEIpFIJBKJGY4Bb9EMXAN8MbzeCbg4eyO0tbxC0jhJo3MK5cLA89l2ZjYubC9Jv5Y0XtJDknZsHUzS7JL+EPZ5CTB7b32wRCKRSCQSiYHK9KJo/gH4qqTZ8H7kd+feOwJ4wMxWxtthXhDW/wY4R9LNkg7JepoD2wKrAqsAnwN+Lam1Lea3gXfCPo8GVu+Fz5RIJBKJRCIxoJkuFM1gjRyBWzNbYy3Xx3usY2Y3AfNKGmZm1wFLAWcBKwAPSJo/bH+xmX1kZi8CtwJrtuxzA+D/cmOPazcvSftIGiNpzKhRo5p/0EQikUgkEokBxPQQo5nxF+A4YCNg3tz6dsVXDcDMXsP7o18Ukoc26LB9O0oLsJvZKCDTMK1uHbNEIpFIJBKJgch0YdEM/A440sweall/G7ALgKSNgFfMbKKkTSTNEdYPAZYGng3b7yhpcLBwbgDcU7DPlXB3fSKRSCQSiUQix3Rj0TSz54GT27x1OHCupHHAO8DXw/rVgdMkTcYV7rPN7F5JY4B1gAdxq+VBZvaCpBG5fZ6e2+dYplZEE4lEIpFIJGZ4BryiaWZztVl3C3BLeP0a8OU22/wa+HWb9Qb8KPzl1z8NrBRevwt8tencE4lEIpFIJKZnpifXeSKRSCQSiURiGiIpmolEIpFIJBKJXkHuKU70AemLTiQSiURi2ia28kwikgEfozmQePn1NyvLzD/3MADqlEYaNmRILbmekJ344ku1ZIcuuEDtzwrUGnfoggsAMGnixMqyQ4YOddk33qguO3x4I9lnXny5shzAEgvOz6TXXqslO2SeeWodx+DHcp3vGPx7bvL7NDmm+uO8BXjljerjzjd8WKPzdtLrr9eSHTL33I2Oi/76fZocU3V/H6h/XLz6Zr3zZ95hQxsdF/99pd71YuH55uHhZ/9TWW7FxRcp3ygxYEiu80QikUgkEolEr5AUzUQikUgkEolErzBdKZpybpf0hdy6HSRd22bbPSU9JGmcpPGSpiqB1LL9eZK2b7N+o9BVKJFIJBKJRCKRY7qK0TQzk/Qt4FJJNwODgaOBzbNtJAlYDDgEGGlmb0qaC5i/P+acSCQSiUQiMb0yXSmaAGY2XtJVwI+BOYELgI8kPQzcjHf9OQCYBLwVZN7KXktaFTgDmAN4AtjTzLpFyEvaHDgJeAW4v7c/UyKRSCQSicRAZLpynec4AtgZ+AJwbFi3PHCBma0G3A68CDwl6VxJW+VkLwB+bGYrAw8BP8vvWNJswFnAVsBngYV684MkEolEIpFIDFSmS0XTzN4GLgF+b2bvh9XPmNno8P5HuDt9e+BfwImSDpc0DBhuZrcGmfOBDVp2vwLwlJk9FtpV/l+neUjaR9IYSWNGjRrVY58vkUgkEolEYiAw3bnOc3wc/jLezr8ZlMR7gHsk3QCcC5wYue+o4utmNgrINEyrW2cukUgkEolEYiAyXVo0y5C0iKSRuVWr4hbPN4HXJX02rP8acGuL+CPAkpKWDss79epkE4lEIpFIJAYo07NFs4iZgeMkLQK8B7wMfCu893XgDElzAE8Ce+QFzew9SfsAf5X0Ch7vuVKfzTyRSCQSiURigDDdKppmdnju9dPklEEzewbYpIPcWGDtNut3z72+Fo/VTCQSiUQikUh0YIZ0nScSiUQikUgkeh95TkyiD0hfdCKRSCQS0zbq7wlMbySLZiKRSCQSiUSiV5huYzSnRZ7870uVZZZaeAEAXr9/bGXZuUeuyqt3jq4sBzDvumvz9J7frSU74nen8di/X6glu+wnFuKFsy+oLLfQN3YD4L9nnltZduFver7Xc/97eGXZxX7pMq++ObGy7LzDhgLw/M+OqSy76BEH88Zjj1eWAxi+7DK8fPW1tWTn33JzXru3XjOsedYcyb+POb6W7CcO/gEvXfLnynIL7LgtQK1xP3HwDwB49vsHV5Zd/AT/Tf9z3CmVZRf54fcAeOORf1WWHb7CcrWuM+DXmucP/Xkt2UV/fij/OeE3tWQX+f6+vHTZXyrLLbDdlwB44byLKssutPvOLntuxzLInWX32BWA5w4+srLsYsccBsDzR/6qsuyih/2YN598qrIcwLClluTN55+vJ7voorx6yz9qyc670WeZ+PLLleWGzu8doV+fOKmy7NxDh1SWSfQuyaKZSCQSiUQikegVkqKZSCQSiUQikegVpmlFU9IhkiZIGidprKS1CrY9T9L2Jfs7T9JTYV/3S1qnw3ZHSvpc0/knEolEIpFIzMhMszGaQQncEhhpZu9Lmg+YpQd2/SMz+5Ok/wHOBFZuGXewmR3WA+MkEolEIpFIzNBMyxbNhYFXzOx9ADN7xcz+I+kwSfdKGi9plKSpShFIWl3SrZLuk3SdpIXb7P82YJmw/dNhv7cDX8lbRyWtKelOSQ9KukfSEEmDJf06zGOcpG/23teQSCQSiUQiMTCZlhXN64HFJP1L0m8lbRjWn2Zma5rZSsDsuNVzCpJmBk4Ftjez1YHfAUe32f9WwEO55ffMbH0z+0NuX7MAlwD7m9kqwOeAd4G9gDfNbE1gTWBvSUv2wGdOJBKJRCKRmG6YZhVNM3sLWB3YB+9Ffomk3YGNJd0t6SG8jeSnWkSXx9tN3iBpLHAosGju/V+H9fvgCmPGJW2msTzwXzO7N8xpoplNBv4H2C3s525gXmDZVmFJ+0gaI2nMqFGjKnz6RCKRSCQSiYHPNBujCWBmHwG3ALcExfKbeEzlGmb2nKTDgdlaxARMMLO2iT6EGM02699us0607+gjYD8zu65k/qOATMO0uvXtEolEIpFIJAYi06xFU9LykvJWwlWBR8PrVyTNBbTLMn8UmD/LKJc0s6RWq2csjwCLSFoz7GuIpJmA64BvBzc9kpaTNGfNMRKJRCKRSCSmS6Zli+ZcwKmShgOTgcdxd/cbeGzl08C9rUJm9kFI5DlF0jD8M54ETKg6gbCvHcM8ZsfjMz8HnA2MAO4PyUgvA1tX3X8ikUgkEonE9Mw0q2ia2X3Aum3eOjT8tW6/e+71WGCDom1a1o8o2Ne9wNptxA4Of4lEIpFIJBKJNkyzrvNEIpFIJBKJxMBGZu1yXRK9QPqiE4lEIpGYtpmqNneiGcmi2Xeo018o+N7x/SQ7cGUH2nyT7LQ9ZpKd9mUH2nyT7FR/iR4mKZrTBvsk2elWdqDNN8lO22Mm2WlfdqDNN8kmepWkaCYSiUQikUgkeoWkaCYSiUQikUgkeoWkaE4bNOlPmWSnbdmBNt8kO22PmWSnfdmBNt8km+hVUtZ5IpFIJBKJRKJXSBbNRCKRSCQSiUSvkBTNRCKRSCQSiUSvkBTNxDSNpF/FrGt5f56iv96bbSIGSYv39xwSvUM69xKJRCspRrOfkLQeMNbM3pa0KzASONnMnomUXx9Y1szOlTQ/MJeZPRUpuxLwSWC2bJ2ZXVD5Q/QBku43s5Et68aZ2coFMk/hnZgELA68Hl4PB541syV7b8Z9j6Rti943sz/X3O9mZnZD0bjZviXNbWavR+53ym8q6TIz267ivJYBFjSzO1rWfxb4j5k9UWV/VZE0N7As3c+f23pxvMHA+Wa2a03Z75nZiT0/s7bj9ci5J2lp4Hkze1/SRsDKwAVm9kbPz3rKmEu2XkPbresg2+fzrUvd64Wktc1sdINxRxa9b2b3d5C7ioLOemb2pcjxl8DvmX+XNDswk5lNipFNNGOm/p7ADMzpwCqSVgEOAs4BLgA2LBOU9DNgDWB54FxgZuD/gPUiZTfCFc2/AV8Abg9jd5KZRPsTXYCZ2dAOct8vmouZnVAw5reB7wBLSRqXe2sIcEd7qSn7XTLs4wzgL2b2t7D8BeBzRbJN5l3wPWVybb+nIPtQB9nsO+6oWANbhf8LAOsCN4XljYFbgFqKJn5MFlkfD83t+0b8YSmGfPeNpWrM6yTg4Dbr3w3vbdXmPR9YOsbMDg6vCxXpDvLfAPYHFgXGAmsDdwGbRMguB/wIWILctdfMCmXN7CNJ80uaxcw+qDLfIPtloJKiWfd4bHru5bgMWCM8VJwD/AW4CNgiYu7583AW/Pr4dtH5lxuz9Rj+E7B6L893fuDHTP3w3/G46KfrxW8J34+ku8xsnYIx2nF8+D8bfv96MMx3ZeBuYP0OcseF/9sCC+H3OoCdgKdjBpa0N16kfR5gafz8PQPYtMoHSNQjKZr9x2Qzs3ATONnMzpH09UjZbYDVgPsBzOw/koZEym4PrAI8YGZ7SFoQOLtIwMxi991KJrc8sCZ+8QW/0JVZgC4CrgF+Afxvbv0kM3stcvw1zexb2YKZXSPpqAi5Wp83+54kHQm8APwev5DuErHPLeuMGcbdI4x7NfBJM/tvWF4Y+E2RrKS/dHoLmLdkaHV4XYZ1eB3LCDMb17rSzMZIGlEiuzldSuqvgEqKJq5krgmMNrONJa0AHBEpeyl+czsL+KjiuE8Dd4Tf6+1sZdHDWo47JJ0GXNIi29aCFKh9PAbqnnsZH5vZZEnbACeZ2amSHogRbL1eSdoa+Eyn7cNv+ClgWIu1byg5xa+35gtciP82XwS+BXwdeLlEpj+uF/lzPPZ7yY+7cRjnD8A+ZvZQWF4J+GGB3K1hu6PMbIPcW1dJivUk7IsfA3eHfT4maYGqnyFRj6Ro9h+TJP0E2BXYILi4Zo6U/SAoqQYgac4K475rZh9LmixpKPASFa1K4QTNP3k/2247MzsibH89MDJzU0g6HL/pFjEYmIhfIFrHnydS2XxF0qH4E7Dh3/WrZULZvBvweTNbK7d8uqS7gWMLxowKmShhRHbTCLwILFci81n8e3mrZb0ouDkHZpe0Gh7rPVt4PeVmVKDIrCJpYth29tzrIFZqeSq6yc1eItuU98zsPUlImtXMHpG0fKTsZDM7vea4/wl/g6j+ILRu+H9kbp1RYIXtgeOx1rmX40NJO+FKV2aBi70+dsPMrpD0vwWbLI8rbsPpbg2fBOwdOUyT+c4bDA37B6XqVkm3Fgn00/ViUAgbGZR7nT/fYw0AK2RKZpAbL2nVCLn5JS1lZk+ChzUA80eO+b6ZfSD5dCXNRL2H3EQNkqLZf+wI7AzsZWYvyBMkfh0p+0dJZwLDg0tgT9xKEsMYScPD9vfhCsY9MYKSvoS7PxbBFdQlgIdxa0ARiwN5l98HwIgSmfvouhC0WsuMOOV4J+BnwOVh+bawLgpJswF74Z8vr1jvWSL6kaRdgD+Eue5EpAVL0trAqcCKuNtvMHFuP4BbJF0HXBzG/Spwc4nMaOCdzGrQMpdHS2RfAE5o8xoKFBkzG1yy3zLulbS3mXU75iXthR83RSwQQiOUe52fW5mF8Plw/lwB3CDpdVwB7Ii6kmCukvQd/Hh8Pzdm6Q26ycNPZkmqQ4PjMX/uGRXPPWAP3Lp3tJk9FZSK/yuRyeact0oOwt20RSEtVwJXSlrHzO6qMMcemS/wYfj/X0lfxI+nRWME+/h6MQw/v7Lrcf5BMvaaDPCwpLPp/hDycITcgWHOT4blEcA3I8e8VdLB+IPtZnhY1lWRsomGpGSgfiJYId8LMVTLASsA15jZhyWimfxmwP/gJ/11VWPNwj5GAEPbuSE7bP8grjz83cxWk7QxsJOZ7VMidwiwA103nW2AP5rZMVXn3JdIuhR4BH8gOBJ3gT9sZvuXyI0ATsZjZg2PKT3AzJ6OGHMMfsG/FL9B7gYsY2aHRM55W9xKCXCbmV1etH1/IGkO4MPsWA8WwS2Ap2PmG8I9LscfWDLFcg38RruNmb1QIPuzon1XUegkbYjffK8tip1U9wSZNkNaxxu0POlvKQvJepL+hMeZAfzczG4qkF0Ut1rdHpa/D8wV3r7IzB7v+OG69lH5eFSD5KWW/cwOLG5mZQ88rXLn5hYn42EHZ5nZSx22P5ViRfR7JeM1+ryStgT+ASyGK41DgSPMrFNYS152wF0vwgP8t4HMDX4bcLqZvRchOyt+rwR4xMzeL9o+JzcINxpMuWcCZ1tSgPqEpGj2E5Luw0/wuXGr0hjcsrRLL4+bxQwuZWZHBkvqQmZWatWUNMbM1ggK52rBBX+PmZW5WJG0Ol3B3reZWWH8kqQVgluybYJJUXyZei5L8YGgUI8zs5UlzYwr9aWJH3XJfcdTMusl3Wlm65bJ1hyvdiappDWB5zLFTtJuwHbAM8DhnSx1Ia5qrxAntQxuUb8QT4a418yK3Jz5/WwMrBQWJxQpXT2JalZ8kDRb68203bqW928E9jOzf4blh4DdgTmBg81s8wLZi4ELzezqsPwo3npvDtx9WXqtqXs8BkvZVkUKeIn8VngSyCxmtmRwrR4Ze+5WHKswNt7Mzo/YR6PPW5e+vF7Is7bfMLM3w/LGwNa4Iv+b3vrs6oGqGnnDTlgeDMxqZu/0zCwTRSTXef8hM3snuPtONbNjJY2NEmyf3fwmrqz+IIth6cBvgY9xy+SReBzSZXiCQxlvSJoLfwK9UNJLuMUghrHAfwnHnKTFrUNsZ+D7eJbg8W3eK4wvoweyFAOZdfkNecD6C5S7/LMs0r3Dtvns4jKXO8A7kmYBxko6Fv/OomJwwwX5V3g2qaC4KkCgSSbpmYRMYkkbAL8E9gNWxRWa7TvIzW1mj4XXXwcuNrP9wue+j+7JX0UMpstKWGoNCfPcG7glKLnCM4Qz5fjrEQ9AtSs+AHcydVZzu3V5hmZKZuAxM7svzOUXJeMtnymZgXfM7Pgg+4+I+UL94/Fp6icvARyOxwjfEuTGBnd0IfLkyoNwVzL4NfFIM7td0rBMScoTo0hG8DQ1P2/waJ2Ol+xaSdLKwJfM7OcR4/bl9eKPuDfqzaD4X4ona66KX0e+UTJep0x58IE7Zcp3rCIR9hdTVeNG/FqVxaLPDlxPV/xyohdJimb/IUnr4NbFvcK62Ni1E/A4novwi8NXcYXqUeB3ePmiTqxlZiMVMiLN7PVwoYrhy/gN/cAw72F0TzBoi6T98HitF/FYReEXiI4lODJ3fJ34MuuZLEWAUfKA95/iGfNzAYdFyF2Ju8L+TvXs4q/hx8F38e95MVwRiuFY3KoSE++U0SSTdHDOarkjMMrMLgMuK3loyt9sNiHEJpsH639cNqikxfDveBJdMWPbSXoXP0a/ZmadKinsD5wXXu+EV2BYCq/icApdbsROVK74IGkh4BN0JU9l3/lQ3LpYxPD8gpnlrTsLlsi2/p75Ui5lFQUy6h6PTZKXwBOn3pS6RRsUut/k8a974ormmLB6DeBYSSfj1QZWaSM3H550+Dp+/fw1fhw8gT+4l4YY0OzznoWXvToTwMzGSboIiFE0+/J6MbuZZfHIuwK/M7Pjg1t6bIR8rUx5C1nyDZnNzKYkPJrZWyGEJ9EHJEWz/9gf+AlwuZlNkLQU5YkbGZtb96zmUZJGB1d4u/qCeT4MboMsY31+3MJZipm9nVusYgXYH7euVMk6Baa4Y9vNJabAfJMsRXLKyq1Uy8yfw8x+XGH7/JhZNum7xJfNyXixopIJzTJJB0uaycwm40pMPla36NoyTtJx+I15GdyygDzJJobfAKeY2Xn5leFYyZI5Oimak60rDnpLvKj2q8Dfg0WojDoVHz6Pu7sXpXvC1CTa1wPN84ikL5rZX/Mr5XF9ZbGLkyQtZ2b/gq7fUl7Op7XKQFvqHo/WvHLDeEk748fYssD3cOtvEfsB67UcszcFN/zzuJekHRfhiumyeBjHuXiM9Wfx42ijssk2/LxzmNk9LUp1lKeoj68X+Qlugt+/CCFUpcK5uWZx1pkX7R7rED/bbXBpGG6wyIwHt+LW6qms1G14W9LILORKHsr1boRcogdIimY/Yd5J5Lbc8pP4xTSGjyXtgBcThu4uyrKg21PwRIoFJB0dZA+NGVT1CyE/h7v265B36c+GKzT3U1BgPkeTLEUktbVemlmZFfdqSVtYKFZdBXUljrSOGaPojpF0CZ4Rnc9qLnItNckkvRjP5nwFv2j/AyDEXRb93nvjDx+LA/+Ti5P6JF1hD0Ws0Kpkgj98SDqGYlf0x/J6ga/jx9LRufdiSiNVrvgQXLPnS9ouWHyrcCDwV0nb0/XbrI67/MosRD/Dj8WjW2QPxr//Uqoej2qQvNTCfsAh+HF8EZ68UWrha/dgZGavSnrGOpeWWtDMDg6hFM+YWVb94xFJU5VXa0d4YD+IqStUxMRzvyLvLJQ9vGyPu8Bjxu3L68VNkv4Y5jY3odB7OJ+i4zPDvevXeFiEgFMl/cjM/lQo6Nbm8XhiKbg191w8RKqMA4BLJWUW2YVxL0yiD0iKZj/R8MK0C/7E/Vv8IjMa2FWepfndgjEHAU+FcTfFT/KtY59qrWIh5BxP4grfX+l+QSuNXzKz/VrGHIYXQo+Z77XBGjIlS5EWV2QJeQvubPiNPea72h84WNIHdMV5lsVKZqzRMuZX6LpRlzEUeAfPrMwojGEysxGR+27HRXjs08LA9WZTMgsH4YpCpzHfBX4prxv4YG79nfIEozIGtVsZju93S6wjh+HWq8F455oJQXZD/DjtSFBELsGPp4l4nOZhFlnxwcwuk5evaT3nOz64mNnjIWZvF7rKiN0GfMtKsnTD8b8tfr5nD7HjgW3NbHzMnKl+PB5B999+eXLJS3R1oSkkPHwcEv5imShplfwxBSDvvlb04PNRGNPCQ1OeKG8PXUXXtyS+6HrGvnhM8wqS/o1fo2OTQvvyenEArpwtDKyf8wwsRLXf6RC8oP9LMOVe+He6DCedWNq6t6s9oiREZwpmdm+w5C+P3/cescgKL4nmpKzzfkJexPwSvCPClAtTXZdrhXHrtA4r2t9oM1u7ZJu2JWXquJvkmd/jzGzF0o27ZIbhcUs7Ayua2Seqjhv2MyuunHy+jnxdJN1uZp3aszXdd+1MUkn3mdnqkm40s8qt3NS+j/0DZrZaidyJeLzsAVk4R3Bhn4grmmXlp2bBY5X/kVs3J349LHQpZ5+5aJsC2TPwmMyNcZfs9rjbcK9CQZc9ELjUzJ6vMe5qVpLkVHF/HY9HSfea2Zq55T9ncaWS7jCzmKQpJN0AfMVCr/AQ0vGHonMvWFMvxK1cWR3eNfFr664Wyjy1kXsDV96Fu8szT5NwhWruiPlm50I++/tWM9uwRG4w8Esz+1E4BgdZw/7bvXm96AkkPWRmn84tDwIezK/rIHcX8CPrKte1HnBc0f1M0iZmdpM6ZK6XeHsSPUSyaPYflbtBZKh+IXGA6yVtB/w5Z4GKQhULIefmdUSQH+KLxTfzljHzpYoG4e7VP0bIzQ58CVcuR+IB+ltT3vqyiDmIjNWUF7fPYoluse7Zv0VyecUr+46jkgvkdRNPpat+5+3A/iXKSZNM0kHhIWI5tekP38liLe+gsjOwpLq3wBxCXPeYg8Icn5GUxX0tjscNl8U8ZklHxwLr5Na9XSCSZ7SkNc3s3sjt86xrXiZrnJkdIel44vvQDwWuk/Qa3gjgT2b2YqTsCcG9eSmurE2InXCN43F4fsGqJS/lmS9TMsN+XldJy0DzzPLP4BbC3XFFcQKwthXUVsUTyDJaQzdiQjmgZtF18zrKq4fXscfgFPrhelG3ukWea9VVKB7cShoTZvQt4IJgOBDwGv47F7EhbkVvl7kem7GeaEhSNPuP2t0gcNfxI3iSwZRC4pGy38fdWJMlvUe1i0T+ZM0KIX+5/aZdyEsD/Z7g0gnuqd0ib3j5C/1kPIaq7EJ4Ia7kXQ+chl9oHjezWyLGy+8nX45jMJ5IFJNl/0vcknJhWLW/pPUtrj5kvpxT9h3v0H7TqTgXd2d/JSzvGtZtViDTJJP0q7jyPhPVMm3vxOO85qP7550ElDYPCC6vH0r6KZ5MJPz3rVITr+4D18bAN4OC+zZd50/HCgo5suSDdyQtgivVpSV7YMrD2hHBjb4j/mD6vJl9LkJ2Y3nm+w544uBQ4BKLK59T9XhskryU52PlSqAFy3vMQ+2LwGGqUOzdzG5V8yLzPw8K0A/oKrp+YKTsA+GB61K6l0aKUYL6+noB9apbTCFYb7fF6yoLr1ZRWig+hESsEo5fzGxihMzPwrXsGjMrNVAkeofkOu8n1KwbxAPWx4XEmyDpTuAQM7s5LG8EHGMViwrLy5C8WqYYyAvKC08YusTMnpP0pMUFyOf3s0RucTKepVmaDSppHLCqmX0clgcDD0QqI7WRNNbMVi1b1/L+FDeWpPuBn5jZdWF5XMycJX3BzK5pMO+hdK83GtUzuYM77E3gISvJYpUnts2J/67RD1wtx8QULKL3dFCMT8Xjo3+DK05nmVlMyaxsHwvhisFXgSFVjylJn8YtwjuaWWxZsyr7Xwb4K/4wMVXykoUM+Ij9bI7HLWZeng2AfbJjs0S2VrF39V/R9XPbrLZID1WTcStfL8I20SEQJfuZDw9VeNZCbdgO222Fh0s9E5YPo6v27f4W1yzhNute6i7RhySLZj+Rc6W+iVtJqlCrkHgr8kzHr+JtJFcq2bZyIeQcc2ZKJoCZ3aKSsjDyHr6/xN0jR+EW0flwd+1uZnZtJ1kzW0Ue+L0zXrbmJWCIpIVKXGitLIu76gHGmNm/K8gOD3MHz+wuRV5j8Qf5MYFjzRNCsjJCRbwiaVe6XFI7Ue6K7olM0pvkpWhG0F1hLLT+StoH/23fxZMusvqqsQ8Ee+Hu7+zY2ghPjFtO0pFm1jFpzFoS22Kx7iVa5sQtujsDX4yQPSq8vEzS1Xhtv6hqDJK+jVsy58eTJva27oXci2RXDLJfAV7BXe8/iJCrfDxag+Sllv1cG9zCa+PHxYFm1pqo04nDmbrY+4gIuaepWHQ9hGA8aWZntKw/EO+4Vhpzb23qRCoiKa6vrxe5B7s61S0Ix/z/mtn4cH25P8x5KUlnmdlJHUSPxo+DzECza5jrasAZuGevjBsk/RDPi8j/tlEPtYlmJEWzj1HDvrqBrJD4oXQVEv9p5PgLE5RLvGD6L8LrIplahZBzPBmsOdmNf1c8s7KI08J+h+HKzxfMbHRQIC8GOiqaAGb2CJ5hfJikNXBl4J7gbixrn9ekIDj4d/qApJuD7AaEmnMFY26Hxz0dg7umhFuC/hSUjJ/TveB2O/bEv7cT8WPszrCuiANonkl6Jf7AdB+5G08EPwI+VUGBaOVjPLnrRQB5bb7TgbVw5WYqRVMdWppmWEFr0yA/C96XfWdgc7yr1hlFMkFuCbwU2CvhIWp94HH8Zh3DEnjy09jI7fOci58zm+XCJAppcjya2fvBjXxiWZhLCR8BL+Fx6J+UlJWFK6NdsfcY6hRd35KuNqh5TsbDQKKTOyV9kq5r85t0zyhv3bY/rhf50KlK1S0CS1pXtYM9gBvMbDd57P4dwEkd5CwXFrMtcE6wgN4X7k0xZJ8rX66qykNtoglmlv768A/PgOz4F7mPJWPWtby/N66w/Qu/CK0MPBU53sPAPG3Wz4tbo75dIj83Xr/z/vB3Et6GsEhmbH78lvceqPndC9gwYru/ALu3Wb9b9hki9rEwnoz0ZdyyUbb9OGBEm/UjcNfuMX15nFb8XsfXlLsWL1Zdd9yH2vy+44uOEdz62envpoKxNsPr+P0bbzm5FfB05Dx/ineZeTyce6Nxa/3NwEkVPu9IvEzRfsDIit/VLOGc/zTuUu7V4xGv4TkBDw/aF69VWWW+3wAewuud3hyuMx1/nxbZc/AHgXG4V+JU4IyC7XdocAxOqPNebpsl8JarD+IPaq+0+957+vfpj7+Wa/qNwFfbvdfhs86FPwA8A6yRe++f/f250l/Eb9/fE5jR/vCn8/nbrF8Ad6XF7GMqRQe4r0TmAzzeKX+SPhk53sMF7z1S47MuWPZZ85+x9fO2+/wt75+KK7Zt/yI+778K3nseWKDDe58Htm+zfhfcmlQ0ZscLJvBoieyxuGuydf2BwK8if+NtgcdwS8pE3Jo7MVJ2FPDpmG1b5FbDE47OrPL75OR/C1xN14PaX8K6OYGbq86nZKyPw/mzZG5d7PnzT1zRGx6+2znC+pmIVNJxZfUhvE7lEbhicmik7BZ404Rbwmd4FvcQ9Mrx2LLtyrjr8xHg7xXkHgrXj7FheQU83jpGdo4w5r3h7+dF15twDF2LF5qvelzcCyzbZv2yeLhNkeyduDL+02wfxD/899v1Aq/uMDy3PDeeRFgmdxX+kLQN/gAxPKyfnWKFfU/8Ie1+4Nrc+tWAG0vGXCucK2/hXcNWrPobp7/mf/0+gRntD78pb9tm/S7A6SWyK+BB0E/gikH2t3vRiRpk5wO+jbsUH8Vj456LnPPdwCpt1q8C3N1Ln/UjuhSeyeF1tvxhiWymeIzCS3bsF/5uw915ZZ/38Q7rBwGPFciNpr1ivRBwV8mYD+JZsq3rl8AD4Ytk/4nX32s331hF5vG6F+Ew/gfhuBqHKwmFcw5y9+AtGfegolU/yAuvRXkibiXfnpDgWCBzTO51ofLfIrca7qp8ArgBjw99JlI2/9D0QKf3SvbxMDllCb85d3wAbJF9BFgmt7w0BQ+ITY/Hlu0XCufeHRXl7g3/xwKzZq/rHJ+R420dvuOf4tfKebK/ErkvhHNnd9xa/OlwPP8L2KJE9kpc6T8NL30F8Q8v/Xa9aD2GO61rs80CeJjJlXhHsGz9xsAPS2QXw0OQBuXWLdzuO2iRG4N7I2bFY5Sv661jKP0V/A79PYEZ7Y/iJ9EyZfHLeLzVq+F/9ndKdqGKnMOieKH4+8LFtcwNtj7usjgcdxluiVtVnsbj+nr8s/bQd30zMHNueWYiLF244nIWnsSUrZsTV1xPLpDreIGPuPhvHW5O2Q1rpXDDehTv3lQk28h9F7a7o8H3vES7vwi5O3v7GGgzZkdLeYV9rBeUg/8C1+DZ0EXbP4k/ELY+JG4HPBE55jV0tyINB66OlL2tZVmt63ryeAzy38YtqBPCteKTFb/jy8NnPBx/QLwS+Fuk7A1MbXErVTDwB+c3w3XtqfBXqviF7+Z8/Hp6X3gdZeHHY9D3DHN+Crf0fSZCrt+uF7iSO3dueR5awlgiP/sQYK4K2xd67TrIVPKGpb/e+UvJQH1PUYR629Z6GWZ2JXClpHXM7K5ag0uzmgfoHwccJylrEVc07u2S1gK+Q7VCyLU/a5jrIFxBK8yIL2AR/GKWZRbOFdaV0VoQ3HDlqawg+Gztsj1D+anCPtpmdoW8b/EPcAuQCH19raWlXhvekbSsmT3WMu6ydNVuLKNyJqmkrNVd1snE8C5DFjnmzSHz/KqWMauUN2pSOLoWZnYHnp38Pdxa8lX8IaQTt9KVSHEb3ZMqCpNbcsmD7wMT5B1zLIzbttNNTjbLEp4g6W94cX7DLTuFBec7HI8TiDseoVnyEma2TXh5eEiqG0ZJAmCOSsXe5R2/DsUt4rtYZHOF3P7H49Z4JM1lFRpSmFcd+B3wuzDHHYGTJC1mZosVyPXn9eJ44E55H3vD63YeHSGXjZOvqyxJLxNXV7lOs4ThLWXQui0XXd8SPUeqo9nHyLv//MjM7mlZvyZwvEXU+pL3ht2bqcvJlNZdU/u2f1Ot6wl66LNeiNd2fLbG+HvgFpGbw6oNgcPN7PwI2UG45eoNIguCywu1Lwh817q3RjwFeMUiSp1I+oqZXVq2ruX9L+BxqT/HLSrgGas/wW/2pV03VKOWX7jRGd0fKObCLR7fMLOnS8Z8qsOYsd2XHqdi4WhJz+PueuExad1K11hBKZsg/xe8PNCVVqOTS1Ukfb3gbTOzCwpk2/2mednertM4EveGGG4xL8zoDzLzFL0f8xAi6T5gG+te7P3yTtc4SY/i1QOOMrPYB7PWfayDJyHNZWaLy/urf9PMYrOikTRn7rqxhEXUZs3JRiu4Ta4X4bq4Nn5d3AQ/j260yFJbYR+16ipL+iewHO5di2qW0N/nQMJJimYfI2+R9kfgPLqf5LvhWXh3R+zjTjyb8z48lhEAM7usQGYh4BN4xuzOdCkHQ/GMzBUKZPMdcrq9RcGJ3kOf9Sa8y849dK9/Vlh8OSe/EB4Qbnhf6eg6mqrYF17STPjF+xv4xRC8NeI5wE+tq3RQ0T5qPQgEK8GP6Cq1Mh7vA/xQ7Px7imAx2MfMNu/lcSoXjpa3zOyEWXntzw1xq9MX8WPyEtyF3bFGpNq052wZtFC57bDPxfBz6NdVZYN8lGVI0nJ4mM0Iuj/UFjaHCOXMdqCr5M3WeK/2wm5EHR5ecsOWP4SoYrF3SZ/MK0p5hS8WSXfjFtG/mNlqYd34GG+MpHWBs6mhpNZVcJtcL6peF9vIP2hmq5Sty733N9yb1lZZqaKQJ/qHpGj2A8FFsi/dT/LfWEk3k5z8WCvp3tBG5uu423sNumphgrs9zytxkS5RtO+iE11e2/A7dH3WCcBpFT7rhh3GvLXd+jby+Z7jt5rZVTFyQfYIPLkluk1hiyUU3BJaaiUJVoYt8JvzJbm3huLxbZ+J2Ecda+hBZnasOtR3tbi6ru32G6McfwXPIp0k6VC8fM9RZvZA5Bgn48kmV1ChcHSQXS+4wAvXFcgPxi06ewObW4G7vkS5xby9ZMyY8+Fu753wh8bLzeyHMbJBvludRjPrWKcxJ/MgnsDR+lDbsZNLkHsYWC1TwOUtIe83sxWL5HqK8F1lxd7vsoharQ0VvrvNbC2Frm1hXUflqVWW+kpqbdncPiq5++tcF1vkL8czyPN1ldcws607bL8D/gB/Pl6QvvSBvc0+FsRrji5iZl8I58I6ZnZO1X0lqpNiNPuBoGT9TF78eUW8dMobFXZxtaQtYlyiuTHPB86XtF2R5bODbO0nRvNi2oU32hL5KIWyHZq65/j3JK1rZoXF03NkfeE/khdrL40BNLOPJR1b44n/P/gDwJfosv6CPwgcGLmPn+D9ksvW5cksOWMKtqmEpKzmXRk/NbNLJa2Pl4Y6Dldq1oocaij1CkeDuw5bFeF266YiKE1b4ZbNkfgNsCOximSHsYbg5WB2xt2Gl+NleBaNlF8CVyx3wqs3LIHf1J+OnMJkMzu96rzxhJrZ8JqO4Fm/T1TZgbr6YRvwDzO7ooJ4nWLvJ+LH4V/Ae2tLim1b+FxQVC1c17+HJ1pGYd4mt3X+vSqbt4YCVRTr/HUx+30Lr4st7IkniP0Zv6behicytcXM/ijpr3gDjjGSfo/fM7P3YzwC5+GJs1kTin/hD/RJ0ewDkqLZT0jaAq8f+AR+si0p6ZsW1zN6f+BgSR/Q1Y4y9kS/UdIJ5Kx8eCvJNwvmOoli13nbceu63Fv2sTauAKyI1yIcjHdYifmsW9C95/j5wAOUdOnJsJptCoHr5Z07op/4zQP4H5R0UdUn9pw19BOSTsm9NRRXLorYHnf9ni/p6xYRv5obt51LeG5cWT4tYhfZDfGLeLmrKyUdHju+tWndV0a4ua4LzN8y/6H4sVUmfwmuCF+L9yu/JTu+CmROKXq/xGr8Eu6iPxS43cxM0jYF2+fHvRNPovkDXt/1MUlPVVAyAa6Sd1+5nIiELTVIXmrZz2+BZehqj/gtSZuZ2b4FYpnsN/Br5KJ4eaS18RqKhe5+aKTwfQvvBvQJvNbu9XTvQlNEEyW1iexJ1FCsG1wXM/nX8XlW4UM8dGpWPMGz8Jxrw3xBYf1JmMNkSdHKfKIZSdHsP04ANjazxwHkfcf/ipcxKaThiX4OITsxLH8Nf9LbtpNAg/G2rCmX5zTc3XcpXfGdy1aQH07FnuMZ8jvOLniR7qPkcXELW0tyUxsqW0JzfF7SUbjlaaZI2SbW0Lyyvz8l1rkWWo8LA14Ado2J9QL+LelM4HPAr+TZvzHVCJq4+2fBLTgztcx/Iq50l3EusLOZVblJFbqZSzgYP/5PBy4Kim4sL+PK1oJ4j/THKGh/24EsGelHuXVG59Z9mWX8Plw5zbil4tgbAitlD2rhITE23nh/3JMx2sw2lretjbEq11bagmt+l8j5tdJESW0i28Qamg9JusUiMvXliXRFc2kbdy+PuT0BV4hHWklSZgfeljQv4RgMBoyOxpVEz5IUzf7jpUzJDDyJWy+iqHOiB5Y2s+1yy0dIGhs7bhh7AdwlBYB1yAhv4nJv2c/jkgaHm/u5wVITQ+We4y38Fn9y3gQvcP8WbsVas2S+TR4ETsKV/of6whrahMwlrBqxoYEd8H7hx5nZG5IWprtC04ns5l/Z3R9CMW6VdF52fMrjaucys4md5CRtYmY34V1nvtxycy6MC61iJW4jeyJwoqSlcPf3FcAikn6Mx2j+q0D2y/Ke49vh5/kyeHmXz0Q8LGX7WLLifNt+1vCQ9tUKu3oUT6TLriGL4XGBMbxnZu9JQl7O7RF5GbcyaittHazWb+Ldga4skm2ipDZUcGsp1m1CkvaXtL6Z/W+J6Dp4h6qL8SYgReXv8hwCfMXKyx8V8X1cUV1a0h34g1fMg2WiB0jJQH2Mump4bYZbrfK17R41sx9E7KP1RN8JL2ZbdqIj6S685NDtYXk9/EZfGlMYlNvj8VqUL4X5P2xmn+qwfS2Xe8s+bsMtXmfj1rL/4n3IS4Psg/zC+HclvItRlazz+81spCoG+DewhBKU4k3L3LEdZLfEFeJoa6ikl3DXqvCYwz/k3y+xDmb7aFQyS9IcwCfxTjsvx8gEuboKLpIuwhWLj3Dr2zDgBOuQxS3pCDP7mWqUgcrt42baW2BLXbot+/k0fs7vaGZLV5BbEP+NvwoU1mnMycyB36QXN7N95LUWl4+0YNVOXpKXRsuqTRBe34XH5BZWnZAnm+wBHIA/JL6ON27YImbsOkgahXduy4697fDEx8Xwou8HFMjWVlIbys6HK9afw8//64H9zezVErlxdA9JGox3BioMhQrbbYYfDyvjHryLGyqQ0cirgiyPf9ZH+/KhfEYnKZp9TIcbVUbsDavWiR62XQW4gC438ut4279Sa4E8A3UTvGfxapI2BnYys33KZOsiT2Z4EXd5HojP+7ct1uAi+ZWZujRLVJFeeUbnung7vJHy+qXXZ0pngdzpBEuoma0oae4gV2gJDbJr4srirXSPiSsNeJfXlaxkDVVxncZCa5xqZsqHB5ZT8JCGQ3Er8Yv47/TjWAtgEwVXoXKDpF2A1YEf4w9rpedQm31FJdhJWj23OBuujEw2s4MqjDWU7sdyVHH7NvtZIsbjEFz19+EFtVeSJ0LdZR2qXqh98tKOFpm8lNtP22oTGRZfdWJDQrF3M/ugZNsmSttNeFvFyWF5Jlxx2ww/Hz9ZINtESa0tW5dw/9koO/bktU9vqXLuhDCZnYBf4zkCp/b0PMM4HUPCIBVs7yuS67yPsRoJDB0YTo3Yw+BmXSXcsDCziZIOIM4t9aGZvSppkKRBZnazpF/Fjh3rcm+Z7zPh5rawVczelfQ7/Ml5Al3B47FZyeDK0OXAApKOxl0tP42QWyuzhIbP8HpwTcVwNO6inw1XrqvwHN6rOPrpMVPqOlkHS8TrxoYehWeKD8OL6a9sZk+G4+NGSuJE1Sz5KWNmecemrfFyWx+2usMrcCJe8LsQm7ok0B3BcleKpG8CR+KdW7LftyhWMi+7HB6SkFm6M2IsqUub2Y6SdgIws3dV/EXVTl7KY2a3hofMZc3s7+EaMJOZTeoko/bF3rO4zrnoul52YjbaK217Sdq4RGn7BB6XncX9zYmX0vlI0vudxQBPetokp6SeTk5J7S3ZBop17ZCkoGB+EVcyR+DX2N5U9rYqeK/KvSDRgKRo9hPBstnOjRbTqeAYmsUeYt3j0b6PxwaW8Ya8dM1twIXB7Vp6Y+/kcgfautxbZLfCy97Mgmfmr4o/AccUbF+7yJJQhpldKO8ysin+PW9tcV1oPgxW5izwfH7isyTnMbP/Kd+sLQcBfwvKSyVrKDVKI1n92NCPLcQWyrOgnwz7e0lSjKLYE6WgzsRL8DwI3BaUmrrJAVEaaosiNAi3pC4UOcYPgU9ZRD3INlyKl406iwplcwIfBCUvO5aXJndstaFJ8tIUJO0N7IO3KVwaT2o6Az8XO3EfBcXeKVfKmyh8xwJjJd1C1zX5GHlnsL+XyDZRUpvI1lWsb8A9Lmvgn/XHFhGSJE/oWglPeD3CvHVnr9KDhp1EA5Ki2X/kY5xmw91N/ykTkicufIyX7MhiD6NO9KLdRm73ZdyiciAegzgMt7KUcRQ+324u98gxDwc+g2etYmZjJY2IlL1LLV0/qiDp92b2NeCRNuuKqGsJBfi7pP8xs+trTLmyNbSHrINVM+UHhXCCQcDH4XV2DJZmnTdQcPP7OAX/nQCQ9CweUlJrd5Hb5ZXiycBTwF6Rsk8Q4hNrULcWJngN3GuBxeTtYNfDGz+0xRokL7WwL37e3x32+5gK+pWHbSolLrWhttJmZufIO9h8Bj+WDzaz7HpeluDWREltIltJsQ4P/b/Dj92P8JCIqAYHga/hJYqWw2saT9k11epw1kLSF3HjRt6rFnP/SjQkxWhOIwQF8u8WkRgg6TaL6BNeYexnzWzxkm0GA9eZ2edq7H+Mma0hj/Fczbyo+T2dYvhaZNt13BgXGY+6AXAVnkT0PsTX7wzy3eL9wndQGG+V23YFuiyhN0ZaQrMEqjnDfD+kwkU4+55jxsnJrAKsij8wHJZ7axJws3nNu7J9VIoNlfQ0/rDU1vJk8b3Ol8XdeJ+k+80jSr7N/jqeByquCbucmc1asN/FY8JESua2Gl5a6W66W6tjkrUOxz0JUbUw28jPS1eXndFVraqqkbzUet7LYx7vr3DuVi72Lmkv3OV/CzmlDc+SPtzMChXG8MC0LN2PxbIi8ZnswnQpqffklNRek5X3eP+MhRrK8goFd5vZCvnrbW77ccAO5ln8a+FdegpjaacVJJ2BV4zYGE8s3R7/rmIf9BINSBbNaYdl8XIeMdwg6Yd4Aka+/3fHG4eKM8BnLxswPNW/I2mYFRR370Bll3uwDuwLjJe0MzA4KBbfA2LLG/0Of4p+iAoFfuVFfQ8GZpeUhRgI+AB3P5bJ17WENi2NVNka2hPWQSrGhprZiJrjtHIubnE7Eb+B7EGJdT7cLNu+hdeb7ESTmrBXEDoOSbrMupcXi+VM4CYqHsuBqrUwW5kNTxqcicguO8Gi9q55wuL7wGjcOxHLrZKyc3AzvI1tVPtY1Sz23sQqqQZF4gPv4RU1ZgOWkbRMrJLaQLaqNXSymT0CYGZ3yxO/BgrrmtnKwUhxhKTjSfGZfUayaPYTOcVPdBW6/onFZa8+1WZ1tCWoLpL+iF9Ab6C7gltoVcluOrhbNHO5X2gFZTTU1d/297givFl46zq8H3ZZ/BGSboqxEBfI/8Li21Xm5ZpYQtcDxprZ25J2xRWUk2IsYg2toZVLI+VkK2XKSyrMCjez+8vGDPu5z8xWl/SQmX06rPuHmX22QOZFvBtKq6VWwJ1mtkiBbC2rfos1fipLUeQ+7jSzdavKNUWe7LcjLQl1VhIjLY9t/izeKWo0HlP7tpntGjmugG/gSWPCz/uzIy3mE+he7H0Qfv7FxITXskoGi3dWJH7V4NE4wsx2jJBtq6RGerdqywb5aGuopOfxwukZ388vdzrfpwVyFvLRuPflNfyYqNL8I1GTZNHsJ+pYriRta2Z/NrMlJc0T6/rqQf4a/qIJN+crw835YyI7z1j3/rab4wpndpPZl+4XvE48Iq+XeBXdFaDYJ9luJZTCZznUOmS/N7WEBk7HqwKsgif3nIN/9lIXVUNr6ElULI2Uo2ps6PEF7xkVrEBBiXhM0neBfwOFcXx4bPRcZja29Y1g2ek8sfpWfevwugo3S9qHqY/l0muAGtTCxLPyl495sGsd1szeCe7oU807OY2NEvTfdJyZrUT8eZOnVrH3hlbJukXioX4no6ayUM0aehbdu2m1Lk/LXC1pOG7FzWKlz+6/6cxYJEWzj5Fnt76Ri4vZGL+YPw38xoprvR1Kl7n/7wR3XF9h3g97dvyG9WikTBOXe76/7VxUv0nPjt+U81ncVUpabCrvWb4XMB/uiu9YjsbMfgH8oq4lNDDZzEzSl4GTgzuvsNZlRhNrKDVKI+WolClvZhvXGKMdB+BxV9/DLaob0+Um7jR2x5gsM9s5Ysz3gIfkPbxjrfqrhAcPMfVDSJTVGK9LCd2rS8S6v8/Fb66ZRfR5PNM4RtF8EpiZ4kzzdkjeV34XuhKeSnvJA5jHcD+o+rGt8wIPS+pW7F2hBWKBNbaJ0vZ8UGSuwEObXiciuTPQREmtLVtVse70gD0tE7wtz5nZUWF5Ljz85BE85CbRByRFs+/5I55h/qa8VM+leELDqnjLw28UyKrD6z5B9UsNVb45qwf621rD0hZmtrOkHfEL0zt4cfqYLMtKltAWJgXL6K7ABkF25sgp17aG0qw0Uu1MeUkrMXUyT1T2t5ndG/ZhTX/rCuSt+plSXngumlmUglWyjyYZ1VVrYaKuPvLv4HF8N1ItCekAXCm+3MwmyLPQb64w54WBCUFZzF8zYsqaHVa+SVtqK21mltUKPVxedm4Ynq0fQxMltYlsLcVaXq5tb6ZuhBFTmq+vORPvfJQlh/4S2A+/344itaHsE5Ki2ffMnouD2RX4nZkdH9xFY8tk5dmng4DZwuspN4zY2LYGHM7UpYZiboCVXe70QH9beaHq04EFzbuarAx8ycx+Him/LH4xvgxYEfhaiLErU3orWUJb2BG3Xu1lZi9IWhzvnhFDbWsozQrF7wscJC8BEx0bKulnwEa4ovk34AvA7USWGQoWs3Nwa/fiQcH+ppl9p+L8Y8b6MrComf0mLN+D90s2vKtQryIvLv9tPGED/Bw80+ISuKrWwoSuPvL34Q97lbDQUz63/CRueY6ltvXMahR7D9RS2lpc/dFdi3Lzra2kNlRw6yrWVwL/wL1qVeuy9jWDc+ElOwKjzPMgLosN5Uj0AGaW/vrwD4+By17fD3w+tzyuRPbmgr+b+mDud4f/D8TOObfd7HisV19+17fiinF+vuMryD+C9x0HV55+AEyIlN0ReAV4Fliv5vznIyTsVfi8PwH+hRcCz5KQYmTH9OVvE8Z8CH9oejAsLwhcVUH+bjz+rtbvW3Gud+D9wbPlsXgx8cXx8lW9/V2djcc3bxL+zsWTY2JkNwvHxsvAhXiYzkaRsnPiN+tseTAwR4TcGniIyv14fOS42GtFD3xXewP3Ak+E5WWr/ka4F+BLwCyR21+IhxRVneugusdsE9kgfzneYe5wvCLIlcDfIuTG9sXv2EPHwnj8ISO7nm+Qf6+/5zej/CWLZt9zkzx7+794RuZNMCX7r7AXr4XYNkmzmdl7+fckzdZeqkepVWqogcu9KXOY2T0tXsLYIuTgNeYmgpvngOOzOK8i6lhCJa2Nu3Vew+MNf48rmoMk7WZmMVaKJtbQJu7vurGh75rH402Wt0R9ifiSOwCY2XMtv29vWVhmMbPncsu3m1tKXpNXVeht1jSzVXLLN8nr0pZiZjdIup+uWpj7W3wtzBtx1+NbYXl2vKh3WQb8hXhJoKqlxW43s/U1dTm2KvGslYu9N7VKUtPVbw3iUZvIBvm61tCrJW1hZn+rOmY/cDFeKusVvPLJPwAkLUP9TmCJiiRFs+85AFcIFgbWty7X10K4uziGO5k6Eajdup5mP3yO7wMX4SVHYtzQh1PP5d6UV4KbMHMZbo8r+IVIOsjMjjXvA9/aA3wPPLO8iKuAfc3sxhAL933cwlJUXuW0sN9h+MPHF8xsdIibupiIG4B5d6gTwmeYDw+Cj+12U8v9HagbGzomuCrPwl20b+F9smN5TtK6gMl7yX8Pb23aG8ydXzCz7+YW5++lMfN8JGlpM3sCIMQ8VlGqK9fCzOTMLFMyMbO35FnsZbxsZpVd7njyENasgsL7ZvZB9gAiL/ZemOTWVGmjgaufZvGotWQbKtb7AwdL+gA3jvRJZ586mNnRIb54YeD6YDAAtwbv138zm7FIimYfEw70P2TL8q4bGwDPmtl1RbKSFsLbpGWxmpkpZyiefdvbLG9mhxCvEGdMNrM3WyxPfVHAdV884HsFSf/GW/7tEiH3VbwMBkzd73tzyhXNOpbQmTJroqQjzWx0kH+kJG+jR6yhDW/stWJDrSuW8gxJ1wJDzay0DE2ObwEn4+fE87ilrbAodwPulrS3mXUrtyPpm1RTjuvyI7zE0ZP4eb8E/tBTijrUwsTdpWW8LWmkhfhvSavjlqEyfibpbNwiWqW02OU0L25/q+oVe6+t8NWwgOZpoqTWkm1oSR0oJY0AyK6lLetiW6EmeoCkaPYxkq4G/tfMxgd3+f144P3SkkaZ2UkF4p/H+wwvSvc6kpMoV356ghPCnC8F/mDxiTpNuvvUxjwB4XPBtTkIv0HuSFd9vU4UZfd31PoaWkLz7sXWG3mZUt7YGtrA/Q01M+Ul3WhmmwKY2dOt68oI7t+YB4ee4EDginAcZ0l3q+Olt7bu7cGDdXxZYHn8GHzE4mtbbk29WpjgHphLJWVJMQvjD2Jl7AGsgB8HeeW2TNHMn191G1D8GK/e8RDwTTzRLKZmYm2FLzzsnYqHysyCx7K+HWPla6KkNlRw61pDhZ93S5rZUZIWAxY2s7544EoMQFJnoD5G0gQLHSrCU/cKZrabvJ3XHRbXw3s7i+gg1BsEq+oOuMI2FLjESrK4g6vtELrqWV4H/Lw1zrQH5zgUt2x9Ag9w/3tY/iGeePLlEvkpnX00dZefbss9IRfe/wi/2GctQbN4TuHuy46Km6SxZrZqeP2wma2Ye+8Bi+hEI2/NuAqwMm4RPQfY1iJ6GYdjYmfgXjP7R4gN3aiT214eTzwHnsS2Ed0t89fk599BPiu90xaL6P9dF0mb0BUCMcHMbuqtsVrGrZ11LukavILDW2XbtpGdFVcUpyi4wKAypVW5bk0Vx+t4DkXKd3MJ9xWSxuAK+KV4ItRueNZ7qQGgiZLaULbtuV2mvEo6HT8mNjGzFeXdlK43szXLxkzMmCSLZt+TvzFsSuh8YWaTJMUGzd8o6QS6bjq34sk1vR7cHOIATwnB4wfhNevK4jTrutzr8ns8Hu0uPAP1IPwivLW16QjThqIC20VJV7UsodC41mITa2hG7dJINWJDv4lbyhahyzoIMBH4TcSQY3Kvj8D7nfcJQbHsE+WyhdNx6+Bvw/LXwrqOdXfVvBYmeDvDkXj2brbf+ymPBx8t6ZNm9s+IMfI0Km7fxCXcRGkLYz8uabCZfQScKynWa3MabZTU3pZtYA1dy8xGSnog7Of1ECOdSLQlKZp9z3OS9sNjykYS3JryWm+xhbnPwS/8O4Tlr+HlTrbt2al2R9KKuCVze+BV4BK85E8ZdV3udVnKunpfn42XGVrcyuvoAY2UPuvwut1yT1JXMc5T2f1dNzbUzE4GTpa0n5mdGjm/vPyUNqaSDsgvT8fUyTqvXQuzB+LB1we+LukpXLnNFMVCj03DB66MurGWTRS+d4Ky9aCkY/Gkw+hqBA2U1NqyDRTrD8P1IUuynJ8KlQUSMx5J0ex79gKOxEuG7Ghmb4T1a+PKYgxLtwTJH6G+KT57Ht627tu4mzTK9W3edSJzuY8Kru1Sl3sDpliNzVtgPhWrZDakJxS+yvTQzblOaaSmsaFnSvoe9YqQZ8wosT+Vs84zBTzEKL8XFJGsU9WsJeM1jQffPGKb3qJJsfe6Ct/X8DjwffF43kWB2ESmJkpqE9m6ivUpeNLWgpKOxg0Ph0aOmZgBSTGaAxBJdwE/MrPbw/J6wHFmtk4vjTcTcAywJ16AXPiF9FzgkCqKgaRP467sHc2sV9wtLfGO0BXzOM2W4ZiWCO7vV63k4tA0NjRYm2fGC5GD36w/MrOiNqyt+6gcxzcQCbGh5+G9x6dknZtZaVtHSaOBz2UxmvJ+z9ebWVktzB6LB5eXsdrXzI5uuq/eQtJtuAHgHFxh+y+we4sluVWmtWPU3cAC+APQQWb2p4hxlwBexK2KB+JW49PN7PFCweayY8xsDUnjMkuzpDsjj4sV8NAv8GYhvVVWLDEdkCyafYxKytxEuHfAy7pcIGlYWH4diG01WIdfA0PwLMNJMCXh5rjwt3+RcAOXey16yMI3Q1DX/R2oFRsqaSYzm0zNIuTqXsx7jqpxfAONYIFcBbc21ck6r1wLU9KuZvZ/wAhJ329938xOaCOGPAP5p3j87RV4vd2j8IeIiyPnWws1L/Zexyp5EN2z8GfFqxHMhT+Id1Q02yipt9KlpN4FdFQWm8jmaGINnQN3tRv+IJ9IdCQpmn3POsBz+EX3bkqSRNphZg/ibtqhYXmipAPwNm+9wZbAcnkLVxjz23gWaqGiSU2XexPUT9mnA5Am7u+6oQL34PHJtYqQ2wCr49eUEP7xJTM7kXrneJ1amJnCMVe7KRXIXYAnJ16Gu89H4/U7Vw5JY71JrWLvDZW2Jh2jaiupDWUzarn7JR0GfAX/jYWHGFzai6FQiQFOUjT7noXw3sM74TFxfwUurpMgY6EoeOD7wEk9McH2Q03tRg03wELLFe5yXxrYBk9WWlRSZZd7jQk37fQxo1C7UHwDy3G24x/SVYQcYASRRchnQO6UdBruDcgnuNzfWWQKB1C9FuZfw/6nineUt5TtxDxmdnh4fZ2kF3HLdZ0anlWpW+y9idLWpGNUEyW1tmwPWEN3AlbLDAaSfolXj0iKZqItSdHsY0KQ+bXAtfIadTsBt4SbfOUM3ByVLaMV+Gdwo3YrWSMv7P1IgVwjl3sP0KS124xCT5RGqsr8OXfsmYRsV9wKuhpeXzPRnSxu7sjcOgM2iZAdhxdP71YLs0TmRkmft1BIP0PSHnjiR8dOO/K6itn16AU8vGFOgKAM9RZ1i703UfiadIxqoqQ2kW1qDX0aP1czz9SswBMlMokZmKRo9gNBwfwirmSOwLP4yjpmlNGbWV37An+WtCdeKsWANfHYnG0K5Jq63JvSpLXbjEJ/ZMoPxm9qecUgc9HOUG7xWMxs4wbidWphHgjcIGkLM3ssyPwE98IUFfEfhl8j8r9tZnU16nf7iaGovFgRTZS2Jh2jmiipTWSbKNbg5aomSLohLH8OuF3SKdC7DRMSA5OUdd7HSDofWAm4Bq8pOb5EJC/bGuQ+5S1gdjPr1QcHdXVFEd4V5caS7f9lZstVfS8xfTOjZIr3BO0ScfJ0SsoJslktzP/DFcR8LcwzzGyFkrE3xS3OW+OF4dcEtjSz12Pn35eouLtWx2QgSRcCt3RQ2jYys50ixq7cMUrSAnjC1Pu0UVLN7MVekn3czJbp8N4TZrZ0yby/jRupPsZjqrt5QmzGqGubqEBSNPsYefefzI1bJzNywCDpCuDPHVzuO/S2C1sNO30kegdFtsVMgKSs69HyuKKXVa3YCrjNCkpByTs77Y7XSMx3U5oEnGdmpV4USevjCs2d+DkblcinNj3r262bFmiitPXQ+LXbmtZUcGsp1upe5u4ZPPxiMdzdfnBvxtwnBjZJ0Uz0GpI+gYcEvEsbl7uZ/buXx6/dfzjRe0iap5dj9aY7JF0PbJeLdR4CXGpmpYXRVaMWZs57Ilzh+hC3XpVZB2fDM9ZvokYf+/6kicI3kKirWEs6EQ9tObBNzP07ZnZA7848MVBJimai16nqcu/BcWsXJE4kpiUkPQKskmVvhzjvB4vc3wq1MCX9gDYhN0Vu9wbz3J+uPvb/yb01ETjLzE7r6TET9aiqWEt6jJaY+7B+MF7XNbZdZ2IGIyUDJXqdcAHrD+tAVpB4bI2CxInEtMTvgXskXY4rjdvgNSuLqFsLszbWsI99ou+ocV2uVeYukUgWzcR0i6ZuzzYM+K1FtGdLJKY1JI0EPhsWbzOzB0q2X9TMnu/w3lZm1rFEUVPCA963aNbHPjEN0d8x94mBS1I0E9M1kmYHFjezR/t7LolEE0JizrJmdq6k+YG5zOypgu0fBTrWwizLLm4418Z97BPTFv0dc58YuCRFMzHdEjqYHIfXjVtS0qrAkenJOzHQCNnnawDLm9lykhbBk4HWK5DZAjgZaFcL8wudrJ0N5zmTmU2W9KB172NPu3WJgUd/xdwnBi4pRjMxPXM48BncbYeZjZU0oh/nk0jUZRu8a9L9AGb2n5B53hEz+5uk94FrJG1NVy3MDXqxFmajPvaJaZ9+jLlPDFCSopmYnplsZm+qpGd3IjEA+MDMLEu6iOzggpndKGl3/GHrTmDT2FqYNUl97BOJRDeSopmY7pD0N7xt5vjQGm6wpGWB7+E320RioPFHSWcCwyXtjRfNPqtIoE0tzE2Bl+RPXr3VHCL1sU8kEt1IimZieuQ84Dq8JMxKeGHii8K6o/pvWolEPczsOEmb4fUolwcOM7MbSmT6o2986mOfSCS6kZKBEtMlwbV4GLA5rnBmB7r1RqHqRKKvkDQf8Gq7mob9Tepjn0gkWhnU3xNIJHqJD3GX3ay4RSX7S1aVxIBB0tqSbpH0Z0mrSRoPjAdelFTafrIfSAHRiUSiG8l1npjuCDfgE4C/ACPN7J1+nlIiUZfTgIPxZgM34WWJRktaAbgYuLY/J9eGTft7AolEYtoiuc4T0x2S/gF8y8wm9PdcEokmSBprZquG1w+b2Yq59x4ws9X6bXKJRCIRQbJoJqY7zOyz5VslEgOCj3Ov3215L1kJEonENE+yaCYSicQ0iqSP8Fhj4a3+sjAQAbOZ2cz9NbdEIpGIISmaiUQikUgkEoleIWWdJxKJRCKRSCR6haRoJhKJRCKRSCR6haRoJhKJRCKRSCR6haRoJhKJRCKRSCR6haRoJhKJRCKRSCR6hf8H7qbuca0148sAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 792x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Let's make a new visualization to see this partial result\n",
+    "#Construyendo una ayuda visual de tipo heatmap para ver los resultados parciales\n",
+    "\n",
+    "corr = housing_nvalues.corr()\n",
+    "\n",
+    "mask = np.zeros_like(corr, dtype=bool)\n",
+    "mask[np.triu_indices_from(mask)] = True\n",
+    "\n",
+    "f, ax = plt.subplots(figsize=(11, 10))\n",
+    "\n",
+    "cmap = sns.diverging_palette(220, 10, as_cmap=True)\n",
+    "\n",
+    "sns.heatmap(corr, mask=mask, cmap=cmap, vmax=1, center=0,\n",
+    "            square=True, linewidths=.5, cbar_kws={\"shrink\": .6})\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7e36b293-b8e2-4988-84dc-2788f0bcbdb6",
+   "metadata": {},
+   "source": [
+    "\\\n",
+    "\\\n",
+    "<b> DE NUESTRA CORRELACION EFECTUADA ANTERIORMENTE, TOMAREMOS PARA REALIZAR UNA REGRESION LINEA LAS COLUMNAS \\\n",
+    "CUYOS VALORES ESTAN ARRIBA DEL 0.6 YA QUE SE PUEDE PRESUMIR QUE ESTOS DATOS SI TIENEN SIGNIFICANCIA SOBRE EL \\\n",
+    "PRECIO DE VENTA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "d8c4aa98-3f82-4d0d-a7b1-881aaae6ea75",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "corr_hous = housing_nvalues[['OverallQual','GrLivArea','ExterQual','GarageCars','KitchenQual','BsmtQual','GarageArea']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "09ccf8ca-b057-40e8-aa4b-c0a1fde5a458",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:              SalePrice   R-squared:                       0.753\n",
+      "Model:                            OLS   Adj. R-squared:                  0.752\n",
+      "Method:                 Least Squares   F-statistic:                     511.8\n",
+      "Date:                Mon, 01 Aug 2022   Prob (F-statistic):               0.00\n",
+      "Time:                        05:27:05   Log-Likelihood:                -14180.\n",
+      "No. Observations:                1181   AIC:                         2.838e+04\n",
+      "Df Residuals:                    1173   BIC:                         2.842e+04\n",
+      "Df Model:                           7                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "===============================================================================\n",
+      "                  coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "-------------------------------------------------------------------------------\n",
+      "const       -1.522e+05   6662.673    -22.838      0.000   -1.65e+05   -1.39e+05\n",
+      "OverallQual  1.633e+04   1610.583     10.138      0.000    1.32e+04    1.95e+04\n",
+      "GrLivArea      51.9269      2.837     18.304      0.000      46.361      57.493\n",
+      "ExterQual    5074.2034   1673.849      3.031      0.002    1790.131    8358.276\n",
+      "GarageCars   1.146e+04   3658.705      3.133      0.002    4283.074    1.86e+04\n",
+      "KitchenQual  7559.4372   1356.567      5.572      0.000    4897.868    1.02e+04\n",
+      "BsmtQual     6999.8391   1280.096      5.468      0.000    4488.307    9511.372\n",
+      "GarageArea     34.2535     11.364      3.014      0.003      11.958      56.550\n",
+      "==============================================================================\n",
+      "Omnibus:                      305.222   Durbin-Watson:                   1.925\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            16374.907\n",
+      "Skew:                           0.250   Prob(JB):                         0.00\n",
+      "Kurtosis:                      21.235   Cond. No.                     1.01e+04\n",
+      "==============================================================================\n",
+      "\n",
+      "Notes:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+      "[2] The condition number is large, 1.01e+04. This might indicate that there are\n",
+      "strong multicollinearity or other numerical problems.\n"
+     ]
+    }
+   ],
+   "source": [
+    "X = sm.add_constant(corr_hous)\n",
+    "y = housing_nvalues['SalePrice']\n",
+    "reg_linear_mod = sm.OLS(y,X).fit()\n",
+    "predict = reg_linear_mod.predict(X)\n",
+    "print(reg_linear_mod.summary())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 176,
+   "id": "964469cd-8ea6-487d-b062-54e3d4c7c016",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16330.0"
+      ]
+     },
+     "execution_count": 176,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2e89e74e-4508-4eb8-a053-b16cc3d4ddbd",
+   "metadata": {},
+   "source": [
+    "DE NUESTRO ANALISIS DE REGRESION, SE LOGRA APRECIAR UN VALOR DE CASI 0.8 LO CUAL NO ES MALO, \\\n",
+    "POR LO QUE SE PUEDE DECIR QUE SI ESTA EXPLICANDO BIEN EL MODELO. \\\n",
+    "AL TRATARSE DE UNA REGRESION MULTIPLE, ES IMPORTANTE EVALUAR EL VALOR DE \"r\". ESTE VALOR ESTA \\\n",
+    "MUY CERCANO AL R2 (0.752), LO CUAL INDICA QUE UNA BUENA PARTE DE LA VARIABILIDAD EN LA SALIDA \\\n",
+    "DEL MODELO SE ESTA EXPLICANDO. \\\n",
+    "EL ESTADISTICO-F TIENE UN VALOR MODERADAMENTE ELEVADO, \\LO QUE NOS DICE QUE TIENE BUEN NIVEL DE \\\n",
+    "SIGNIFICACIA EL MODELO \\\n",
+    "EL COEFICIENTE DE LA VARIABLE \"OVERALLQUAL\" ES MUY FUERTE CON VALOR GRANDE.\n",
+    "POR ULTIMO, SE ANALIZA EL P-VALUE DE LAS COLUMNAS DEL MODELO Y SE LOGRA VER QUE LOS VALORES \\\n",
+    "ESTAN MUY CERCANOS A CERO, LO CUAL ES BUEN INDICADOR DE QUE TENEMOS BUEN MODELO."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "604c9729-a647-44a1-a8f9-d3e504dee9ce",
+   "metadata": {},
+   "source": [
+    "\\\n",
+    "\n",
+    "<b> A CONTINUACION UTILIZAREMOS REGRESION LINEAL Y ENTRENAREMOS/PROBAREMOS NUESTRO MODELO PARA VER QUE TAN BUENO ES"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "id": "c938d8a6-c478-49b1-b4d1-016d0a04de40",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "modelo_reg = LinearRegression()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "id": "8978ed2d-6e23-4fc9-a6cf-306ee2fba568",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LinearRegression()"
+      ]
+     },
+     "execution_count": 116,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "modelo_reg"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "id": "982c8458-6fd7-429c-9878-2427e1fce005",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LinearRegression()"
+      ]
+     },
+     "execution_count": 117,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "modelo_reg.fit(housing_nvalues, y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "id": "62b6a6ef-53de-4307-a0fb-850e424fdf1a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-2.6193447411060333e-10"
+      ]
+     },
+     "execution_count": 118,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "modelo_reg.intercept_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "id": "4afc555e-3427-4c44-932e-ee91181845b0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 8.51890331e-14,  9.48395867e-16, -9.62183780e-16,  2.91410217e-12,\n",
+       "       -8.35108291e-12, -2.16499915e-13,  2.78163702e-13, -8.40722616e-12,\n",
+       "        9.60544244e-13, -6.43098058e-12,  6.01882574e-12, -7.56251842e-15,\n",
+       "        9.67308545e-15, -2.89018364e-14, -9.00931223e-13,  2.64973484e-14,\n",
+       "       -4.45540378e-15, -4.57420585e-12,  4.92319752e-12,  7.91113415e-12,\n",
+       "        5.08549236e-13, -3.08803251e-12, -2.05102575e-13, -6.04082222e-13,\n",
+       "        2.56679446e-13, -3.35943373e-12,  9.82672547e-15, -4.07769160e-12,\n",
+       "        3.18214325e-12,  2.84648212e-15, -4.59464192e-13, -1.91426627e-13,\n",
+       "        1.00000000e+00])"
+      ]
+     },
+     "execution_count": 119,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "modelo_reg.coef_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "id": "edad588a-e63b-4934-a299-b5dc93636787",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-0.0 + 0.0 * MSSubClass + 0.0 * LotFrontage + -0.0 * LotArea + 0.0 * OverallQual + -0.0 * OverallCond + -0.0 * YearBuilt + 0.0 * YearRemodAdd + -0.0 * ExterQual + 0.0 * ExterCond + -0.0 * BsmtQual + 0.0 * BsmtCond + -0.0 * BsmtFinSF1 + 0.0 * BsmtUnfSF + -0.0 * TotalBsmtSF + -0.0 * HeatingQC + 0.0 * 1stFlrSF + -0.0 * GrLivArea + -0.0 * FullBath + 0.0 * BedroomAbvGr + 0.0 * KitchenAbvGr + 0.0 * KitchenQual + -0.0 * TotRmsAbvGrd + -0.0 * Fireplaces + -0.0 * FireplaceQu + 0.0 * GarageYrBlt + -0.0 * GarageCars + 0.0 * GarageArea + -0.0 * GarageQual + 0.0 * GarageCond + 0.0 * OpenPorchSF + -0.0 * MoSold + -0.0 * YrSold + 1.0 * SalePrice + \n"
+     ]
+    }
+   ],
+   "source": [
+    "eq = f'{round(modelo_reg.intercept_,2)} + '\n",
+    "for co, var in zip(modelo_reg.coef_, housing_nvalues.columns):\n",
+    "  eq += f'{round(co,2)} * {var} + '\n",
+    "print(eq)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "id": "6d430d0d-dd91-42d6-8de7-de9d1495c20f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X2 = StandardScaler().fit_transform(housing_nvalues)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "id": "d5f7e085-041d-4617-a1f4-09847dbcf094",
+   "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>LotFrontage</th>\n",
+       "      <th>LotArea</th>\n",
+       "      <th>OverallQual</th>\n",
+       "      <th>OverallCond</th>\n",
+       "      <th>YearBuilt</th>\n",
+       "      <th>YearRemodAdd</th>\n",
+       "      <th>ExterQual</th>\n",
+       "      <th>ExterCond</th>\n",
+       "      <th>BsmtQual</th>\n",
+       "      <th>...</th>\n",
+       "      <th>FireplaceQu</th>\n",
+       "      <th>GarageYrBlt</th>\n",
+       "      <th>GarageCars</th>\n",
+       "      <th>GarageArea</th>\n",
+       "      <th>GarageQual</th>\n",
+       "      <th>GarageCond</th>\n",
+       "      <th>OpenPorchSF</th>\n",
+       "      <th>MoSold</th>\n",
+       "      <th>YrSold</th>\n",
+       "      <th>SalePrice</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>56.447925</td>\n",
+       "      <td>60.032176</td>\n",
+       "      <td>10927.092295</td>\n",
+       "      <td>6.374259</td>\n",
+       "      <td>5.563082</td>\n",
+       "      <td>1976.433531</td>\n",
+       "      <td>1987.327688</td>\n",
+       "      <td>5.950042</td>\n",
+       "      <td>5.182896</td>\n",
+       "      <td>6.341236</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.794242</td>\n",
+       "      <td>1980.816257</td>\n",
+       "      <td>1.922947</td>\n",
+       "      <td>514.596105</td>\n",
+       "      <td>4.982218</td>\n",
+       "      <td>4.976291</td>\n",
+       "      <td>54.276884</td>\n",
+       "      <td>6.362405</td>\n",
+       "      <td>2007.783235</td>\n",
+       "      <td>195584.995766</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>41.529284</td>\n",
+       "      <td>35.091029</td>\n",
+       "      <td>10880.725339</td>\n",
+       "      <td>1.300123</td>\n",
+       "      <td>1.040107</td>\n",
+       "      <td>28.224884</td>\n",
+       "      <td>19.772224</td>\n",
+       "      <td>1.173887</td>\n",
+       "      <td>0.653864</td>\n",
+       "      <td>1.344002</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.074361</td>\n",
+       "      <td>24.149168</td>\n",
+       "      <td>0.622997</td>\n",
+       "      <td>186.922780</td>\n",
+       "      <td>0.440172</td>\n",
+       "      <td>0.381051</td>\n",
+       "      <td>67.468112</td>\n",
+       "      <td>2.710446</td>\n",
+       "      <td>1.326557</td>\n",
+       "      <td>79871.475648</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1300.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>1880.000000</td>\n",
+       "      <td>1950.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1900.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>160.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2006.000000</td>\n",
+       "      <td>40000.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>44.000000</td>\n",
+       "      <td>7875.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1959.000000</td>\n",
+       "      <td>1970.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1964.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>398.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>2007.000000</td>\n",
+       "      <td>141000.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>60.000000</td>\n",
+       "      <td>65.000000</td>\n",
+       "      <td>9738.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1978.000000</td>\n",
+       "      <td>1996.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1987.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>492.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>36.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>2008.000000</td>\n",
+       "      <td>176500.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>70.000000</td>\n",
+       "      <td>80.000000</td>\n",
+       "      <td>11900.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>2003.000000</td>\n",
+       "      <td>2004.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>2003.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>603.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>78.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>2009.000000</td>\n",
+       "      <td>229456.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>190.000000</td>\n",
+       "      <td>313.000000</td>\n",
+       "      <td>215245.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>1418.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>547.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>755000.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        MSSubClass  LotFrontage        LotArea  OverallQual  OverallCond  \\\n",
+       "count  1181.000000  1181.000000    1181.000000  1181.000000  1181.000000   \n",
+       "mean     56.447925    60.032176   10927.092295     6.374259     5.563082   \n",
+       "std      41.529284    35.091029   10880.725339     1.300123     1.040107   \n",
+       "min      20.000000     0.000000    1300.000000     3.000000     2.000000   \n",
+       "25%      20.000000    44.000000    7875.000000     5.000000     5.000000   \n",
+       "50%      60.000000    65.000000    9738.000000     6.000000     5.000000   \n",
+       "75%      70.000000    80.000000   11900.000000     7.000000     6.000000   \n",
+       "max     190.000000   313.000000  215245.000000    10.000000     9.000000   \n",
+       "\n",
+       "         YearBuilt  YearRemodAdd    ExterQual    ExterCond     BsmtQual  ...  \\\n",
+       "count  1181.000000   1181.000000  1181.000000  1181.000000  1181.000000  ...   \n",
+       "mean   1976.433531   1987.327688     5.950042     5.182896     6.341236  ...   \n",
+       "std      28.224884     19.772224     1.173887     0.653864     1.344002  ...   \n",
+       "min    1880.000000   1950.000000     3.000000     3.000000     3.000000  ...   \n",
+       "25%    1959.000000   1970.000000     5.000000     5.000000     5.000000  ...   \n",
+       "50%    1978.000000   1996.000000     5.000000     5.000000     7.000000  ...   \n",
+       "75%    2003.000000   2004.000000     7.000000     5.000000     7.000000  ...   \n",
+       "max    2010.000000   2010.000000     9.000000     9.000000     9.000000  ...   \n",
+       "\n",
+       "       FireplaceQu  GarageYrBlt   GarageCars   GarageArea   GarageQual  \\\n",
+       "count  1181.000000  1181.000000  1181.000000  1181.000000  1181.000000   \n",
+       "mean      3.794242  1980.816257     1.922947   514.596105     4.982218   \n",
+       "std       3.074361    24.149168     0.622997   186.922780     0.440172   \n",
+       "min       0.000000  1900.000000     1.000000   160.000000     2.000000   \n",
+       "25%       0.000000  1964.000000     2.000000   398.000000     5.000000   \n",
+       "50%       5.000000  1987.000000     2.000000   492.000000     5.000000   \n",
+       "75%       7.000000  2003.000000     2.000000   603.000000     5.000000   \n",
+       "max       9.000000  2010.000000     4.000000  1418.000000     9.000000   \n",
+       "\n",
+       "        GarageCond  OpenPorchSF       MoSold       YrSold      SalePrice  \n",
+       "count  1181.000000  1181.000000  1181.000000  1181.000000    1181.000000  \n",
+       "mean      4.976291    54.276884     6.362405  2007.783235  195584.995766  \n",
+       "std       0.381051    67.468112     2.710446     1.326557   79871.475648  \n",
+       "min       2.000000     0.000000     1.000000  2006.000000   40000.000000  \n",
+       "25%       5.000000     0.000000     5.000000  2007.000000  141000.000000  \n",
+       "50%       5.000000    36.000000     6.000000  2008.000000  176500.000000  \n",
+       "75%       5.000000    78.000000     8.000000  2009.000000  229456.000000  \n",
+       "max       9.000000   547.000000    12.000000  2010.000000  755000.000000  \n",
+       "\n",
+       "[8 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 123,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing_nvalues.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "id": "07999300-ef8d-4196-8312-981fdaf28a62",
+   "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>0</th>\n",
+       "      <th>1</th>\n",
+       "      <th>2</th>\n",
+       "      <th>3</th>\n",
+       "      <th>4</th>\n",
+       "      <th>5</th>\n",
+       "      <th>6</th>\n",
+       "      <th>7</th>\n",
+       "      <th>8</th>\n",
+       "      <th>9</th>\n",
+       "      <th>...</th>\n",
+       "      <th>23</th>\n",
+       "      <th>24</th>\n",
+       "      <th>25</th>\n",
+       "      <th>26</th>\n",
+       "      <th>27</th>\n",
+       "      <th>28</th>\n",
+       "      <th>29</th>\n",
+       "      <th>30</th>\n",
+       "      <th>31</th>\n",
+       "      <th>32</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>3.356051e-17</td>\n",
+       "      <td>-1.052879e-17</td>\n",
+       "      <td>2.951821e-17</td>\n",
+       "      <td>2.745005e-16</td>\n",
+       "      <td>3.281315e-16</td>\n",
+       "      <td>1.528930e-15</td>\n",
+       "      <td>-4.019929e-15</td>\n",
+       "      <td>-8.752054e-17</td>\n",
+       "      <td>-2.934429e-16</td>\n",
+       "      <td>-1.929024e-16</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.392478e-17</td>\n",
+       "      <td>2.327144e-15</td>\n",
+       "      <td>1.898942e-16</td>\n",
+       "      <td>1.530434e-16</td>\n",
+       "      <td>3.773560e-16</td>\n",
+       "      <td>3.886133e-16</td>\n",
+       "      <td>-1.826087e-17</td>\n",
+       "      <td>4.108107e-17</td>\n",
+       "      <td>6.933514e-14</td>\n",
+       "      <td>-4.709752e-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>-8.780158e-01</td>\n",
+       "      <td>-1.711480e+00</td>\n",
+       "      <td>-8.851589e-01</td>\n",
+       "      <td>-2.596438e+00</td>\n",
+       "      <td>-3.427140e+00</td>\n",
+       "      <td>-3.418061e+00</td>\n",
+       "      <td>-1.888685e+00</td>\n",
+       "      <td>-2.514119e+00</td>\n",
+       "      <td>-3.339871e+00</td>\n",
+       "      <td>-2.487089e+00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-1.234679e+00</td>\n",
+       "      <td>-3.347962e+00</td>\n",
+       "      <td>-1.482090e+00</td>\n",
+       "      <td>-1.897823e+00</td>\n",
+       "      <td>-6.777992e+00</td>\n",
+       "      <td>-7.814044e+00</td>\n",
+       "      <td>-8.048228e-01</td>\n",
+       "      <td>-1.979260e+00</td>\n",
+       "      <td>-1.344828e+00</td>\n",
+       "      <td>-1.948767e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>-8.780158e-01</td>\n",
+       "      <td>-4.570675e-01</td>\n",
+       "      <td>-2.806233e-01</td>\n",
+       "      <td>-1.057470e+00</td>\n",
+       "      <td>-5.415988e-01</td>\n",
+       "      <td>-6.179269e-01</td>\n",
+       "      <td>-8.767364e-01</td>\n",
+       "      <td>-8.096562e-01</td>\n",
+       "      <td>-2.798341e-01</td>\n",
+       "      <td>-9.983652e-01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-1.234679e+00</td>\n",
+       "      <td>-6.966444e-01</td>\n",
+       "      <td>1.237341e-01</td>\n",
+       "      <td>-6.240304e-01</td>\n",
+       "      <td>4.041392e-02</td>\n",
+       "      <td>6.224559e-02</td>\n",
+       "      <td>-8.048228e-01</td>\n",
+       "      <td>-5.028626e-01</td>\n",
+       "      <td>-5.906769e-01</td>\n",
+       "      <td>-6.836999e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>8.556804e-02</td>\n",
+       "      <td>1.416296e-01</td>\n",
+       "      <td>-1.093306e-01</td>\n",
+       "      <td>-2.879863e-01</td>\n",
+       "      <td>-5.415988e-01</td>\n",
+       "      <td>5.552309e-02</td>\n",
+       "      <td>4.387966e-01</td>\n",
+       "      <td>-8.096562e-01</td>\n",
+       "      <td>-2.798341e-01</td>\n",
+       "      <td>4.903586e-01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.923640e-01</td>\n",
+       "      <td>2.561729e-01</td>\n",
+       "      <td>1.237341e-01</td>\n",
+       "      <td>-1.209359e-01</td>\n",
+       "      <td>4.041392e-02</td>\n",
+       "      <td>6.224559e-02</td>\n",
+       "      <td>-2.710114e-01</td>\n",
+       "      <td>-1.337633e-01</td>\n",
+       "      <td>1.634738e-01</td>\n",
+       "      <td>-2.390476e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>3.264640e-01</td>\n",
+       "      <td>5.692704e-01</td>\n",
+       "      <td>8.945358e-02</td>\n",
+       "      <td>4.814975e-01</td>\n",
+       "      <td>4.202481e-01</td>\n",
+       "      <td>9.416415e-01</td>\n",
+       "      <td>8.435761e-01</td>\n",
+       "      <td>8.948072e-01</td>\n",
+       "      <td>-2.798341e-01</td>\n",
+       "      <td>4.903586e-01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.043181e+00</td>\n",
+       "      <td>9.190023e-01</td>\n",
+       "      <td>1.237341e-01</td>\n",
+       "      <td>4.731438e-01</td>\n",
+       "      <td>4.041392e-02</td>\n",
+       "      <td>6.224559e-02</td>\n",
+       "      <td>3.517686e-01</td>\n",
+       "      <td>6.044352e-01</td>\n",
+       "      <td>9.176245e-01</td>\n",
+       "      <td>4.242485e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>3.217215e+00</td>\n",
+       "      <td>7.211957e+00</td>\n",
+       "      <td>1.878592e+01</td>\n",
+       "      <td>2.789949e+00</td>\n",
+       "      <td>3.305789e+00</td>\n",
+       "      <td>1.189755e+00</td>\n",
+       "      <td>1.147161e+00</td>\n",
+       "      <td>2.599271e+00</td>\n",
+       "      <td>5.840241e+00</td>\n",
+       "      <td>1.979082e+00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.693999e+00</td>\n",
+       "      <td>1.208990e+00</td>\n",
+       "      <td>3.335381e+00</td>\n",
+       "      <td>4.835080e+00</td>\n",
+       "      <td>9.131621e+00</td>\n",
+       "      <td>1.056397e+01</td>\n",
+       "      <td>7.306146e+00</td>\n",
+       "      <td>2.080832e+00</td>\n",
+       "      <td>1.671775e+00</td>\n",
+       "      <td>7.006907e+00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 0             1             2             3             4   \\\n",
+       "count  1.181000e+03  1.181000e+03  1.181000e+03  1.181000e+03  1.181000e+03   \n",
+       "mean   3.356051e-17 -1.052879e-17  2.951821e-17  2.745005e-16  3.281315e-16   \n",
+       "std    1.000424e+00  1.000424e+00  1.000424e+00  1.000424e+00  1.000424e+00   \n",
+       "min   -8.780158e-01 -1.711480e+00 -8.851589e-01 -2.596438e+00 -3.427140e+00   \n",
+       "25%   -8.780158e-01 -4.570675e-01 -2.806233e-01 -1.057470e+00 -5.415988e-01   \n",
+       "50%    8.556804e-02  1.416296e-01 -1.093306e-01 -2.879863e-01 -5.415988e-01   \n",
+       "75%    3.264640e-01  5.692704e-01  8.945358e-02  4.814975e-01  4.202481e-01   \n",
+       "max    3.217215e+00  7.211957e+00  1.878592e+01  2.789949e+00  3.305789e+00   \n",
+       "\n",
+       "                 5             6             7             8             9   \\\n",
+       "count  1.181000e+03  1.181000e+03  1.181000e+03  1.181000e+03  1.181000e+03   \n",
+       "mean   1.528930e-15 -4.019929e-15 -8.752054e-17 -2.934429e-16 -1.929024e-16   \n",
+       "std    1.000424e+00  1.000424e+00  1.000424e+00  1.000424e+00  1.000424e+00   \n",
+       "min   -3.418061e+00 -1.888685e+00 -2.514119e+00 -3.339871e+00 -2.487089e+00   \n",
+       "25%   -6.179269e-01 -8.767364e-01 -8.096562e-01 -2.798341e-01 -9.983652e-01   \n",
+       "50%    5.552309e-02  4.387966e-01 -8.096562e-01 -2.798341e-01  4.903586e-01   \n",
+       "75%    9.416415e-01  8.435761e-01  8.948072e-01 -2.798341e-01  4.903586e-01   \n",
+       "max    1.189755e+00  1.147161e+00  2.599271e+00  5.840241e+00  1.979082e+00   \n",
+       "\n",
+       "       ...            23            24            25            26  \\\n",
+       "count  ...  1.181000e+03  1.181000e+03  1.181000e+03  1.181000e+03   \n",
+       "mean   ...  6.392478e-17  2.327144e-15  1.898942e-16  1.530434e-16   \n",
+       "std    ...  1.000424e+00  1.000424e+00  1.000424e+00  1.000424e+00   \n",
+       "min    ... -1.234679e+00 -3.347962e+00 -1.482090e+00 -1.897823e+00   \n",
+       "25%    ... -1.234679e+00 -6.966444e-01  1.237341e-01 -6.240304e-01   \n",
+       "50%    ...  3.923640e-01  2.561729e-01  1.237341e-01 -1.209359e-01   \n",
+       "75%    ...  1.043181e+00  9.190023e-01  1.237341e-01  4.731438e-01   \n",
+       "max    ...  1.693999e+00  1.208990e+00  3.335381e+00  4.835080e+00   \n",
+       "\n",
+       "                 27            28            29            30            31  \\\n",
+       "count  1.181000e+03  1.181000e+03  1.181000e+03  1.181000e+03  1.181000e+03   \n",
+       "mean   3.773560e-16  3.886133e-16 -1.826087e-17  4.108107e-17  6.933514e-14   \n",
+       "std    1.000424e+00  1.000424e+00  1.000424e+00  1.000424e+00  1.000424e+00   \n",
+       "min   -6.777992e+00 -7.814044e+00 -8.048228e-01 -1.979260e+00 -1.344828e+00   \n",
+       "25%    4.041392e-02  6.224559e-02 -8.048228e-01 -5.028626e-01 -5.906769e-01   \n",
+       "50%    4.041392e-02  6.224559e-02 -2.710114e-01 -1.337633e-01  1.634738e-01   \n",
+       "75%    4.041392e-02  6.224559e-02  3.517686e-01  6.044352e-01  9.176245e-01   \n",
+       "max    9.131621e+00  1.056397e+01  7.306146e+00  2.080832e+00  1.671775e+00   \n",
+       "\n",
+       "                 32  \n",
+       "count  1.181000e+03  \n",
+       "mean  -4.709752e-17  \n",
+       "std    1.000424e+00  \n",
+       "min   -1.948767e+00  \n",
+       "25%   -6.836999e-01  \n",
+       "50%   -2.390476e-01  \n",
+       "75%    4.242485e-01  \n",
+       "max    7.006907e+00  \n",
+       "\n",
+       "[8 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 124,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.DataFrame(X2).describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "id": "caf7de80-83e0-4a55-aa61-8cd2ae812729",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "modelo_reg_scaled = LinearRegression().fit(X2, y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 126,
+   "id": "49a14ecc-d302-4ba7-8674-6c97928c69eb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "195585.0 + -0.0 * MSSubClass + -0.0 * LotFrontage + 0.0 * LotArea + -0.0 * OverallQual + -0.0 * OverallCond + -0.0 * YearBuilt + 0.0 * YearRemodAdd + -0.0 * ExterQual + -0.0 * ExterCond + -0.0 * BsmtQual + 0.0 * BsmtCond + 0.0 * BsmtFinSF1 + 0.0 * BsmtUnfSF + -0.0 * TotalBsmtSF + -0.0 * HeatingQC + 0.0 * 1stFlrSF + 0.0 * GrLivArea + -0.0 * FullBath + 0.0 * BedroomAbvGr + 0.0 * KitchenAbvGr + -0.0 * KitchenQual + -0.0 * TotRmsAbvGrd + -0.0 * Fireplaces + 0.0 * FireplaceQu + -0.0 * GarageYrBlt + -0.0 * GarageCars + 0.0 * GarageArea + 0.0 * GarageQual + 0.0 * GarageCond + -0.0 * OpenPorchSF + -0.0 * MoSold + -0.0 * YrSold + 79837.65 * SalePrice + \n"
+     ]
+    }
+   ],
+   "source": [
+    "eq = f'{round(modelo_reg_scaled.intercept_,2)} + '\n",
+    "for co, var in zip(modelo_reg_scaled.coef_, housing_nvalues.columns):\n",
+    "  eq += f'{round(co,2)} * {var} + '\n",
+    "print(eq)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 174,
+   "id": "b4094c84-2ae5-4f6e-977c-3d0f29040b5b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "OverallQual\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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YBK5Jchz4U+A+YG+Su4EXgTsAqupwkr3AM8AccE9VvTmk2iVJC1g03Kvqtxd46tYF5u8Edi6lKEnS0vgJVUlqkOEuSQ0y3CWpQYa7JDXIcJekBhnuktQgw12SGnTx3mRC0k+c9Uu8b9L2jXMju/fShTp234eHst8mwn2pL4hBuBRfVJLa5WUZSWqQ4S5JDTLcJalBhrskNchwl6QGGe6S1CDDXZIaZLhLUoMMd0lqkOEuSQ0y3CWpQYa7JDXIcJekBhnuktQgw12SGjS0cE+yKclzSY4m2TGs40iS3moo4Z5kBfAZ4NeB64DfTnLdMI4lSXqrYZ253wwcrapvV9WPgGlg85COJUk6S6pq8DtNfgvYVFW/361/DPjlqvqDnjnbgG3d6nuB5wZeyPK6BvjuqIsYstZ7bL0/aL/H1vuDM3v8map693yThvU3VDPP2BnfRapqF7BrSMdfdkmeqqqJUdcxTK332Hp/0H6PrfcH/fc4rMsyx4F1PetrgRNDOpYk6SzDCvd/AzYkuTbJTwFbgH1DOpYk6SxDuSxTVXNJ/gD4R2AF8NmqOjyMY11EmrnEdA6t99h6f9B+j633B332OJRfqEqSRstPqEpSgwx3SWqQ4T5ASf4iybNJvpnkkSQrR13TICW5I8nhJP+XpKm3m7V+u4wkn01yKsm3Rl3LMCRZl+TLSY50r9FPjLqmQUryjiRPJvn3rr8/W2wbw32w9gM3VNUvAv8B3DviegbtW8BvAl8ZdSGD9BNyu4y/BTaNuoghmgO2V9UvAO8H7mns//AN4ANV9T7gRmBTkvefawPDfYCq6p+qaq5bfYLT7+9vRlUdqapL/ZPE82n+dhlV9RXg+6OuY1iq6uWq+nq3/D/AEWDNaKsanDpttlt9e/fvnO+GMdyH5/eAx0ddhPqyBvhOz/pxGgqGnzRJ1gO/BHxtxKUMVJIVSZ4GTgH7q+qc/Q3r9gPNSvLPwE/P89Qnq+rRbs4nOf1j4ueWs7ZB6Ke/Bi16uwxdGpKMAV8A/rCqfjDqegapqt4Ebux+l/dIkhuqasHfoRju56mqPniu55NsBT4C3FqX4IcIFuuvUd4uowFJ3s7pYP9cVf39qOsZlqp6NckMp3+HsmC4e1lmgJJsAv4Y+GhV/e+o61HfvF3GJS5JgN3Akar61KjrGbQk7/7xu++SXAF8EHj2XNsY7oP1APBOYH+Sp5P85agLGqQkv5HkOPArwGNJ/nHUNQ1C90vwH98u4wiwt7XbZST5PPBV4L1Jjie5e9Q1DdgtwMeAD3Rfe08n+dCoixqg1cCXk3yT0ycj+6vqi+fawNsPSFKDPHOXpAYZ7pLUIMNdkhpkuEtSgwx3SWqQ4S5JDTLcJalB/w+0hGJQXD5QZAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "col_num = 3\n",
+    "print(housing_nvalues.columns[col_num])\n",
+    "housing_nvalues.iloc[:,col_num].hist(bins = 5)\n",
+    "plt.show()\n",
+    "pd.DataFrame(X2).iloc[:,col_num].hist(bins = 5)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 129,
+   "id": "54ba374a-e403-41c9-8ba8-9d8dc52adcdd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.0"
+      ]
+     },
+     "execution_count": 129,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "modelo_reg.score(housing_nvalues, y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "id": "3efc0cdf-d55a-4ea3-b1cf-f51fc569faf9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.0"
+      ]
+     },
+     "execution_count": 130,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "modelo_reg_scaled.score(X2, y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 175,
+   "id": "0d3187ff-428a-4034-8326-e0b92214aaa9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "195584.996"
+      ]
+     },
+     "execution_count": 175,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.round(y.mean(), 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 133,
+   "id": "b7e5b6e1-619a-4b83-bb59-534eddc95540",
+   "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>LotFrontage</th>\n",
+       "      <th>LotArea</th>\n",
+       "      <th>OverallQual</th>\n",
+       "      <th>OverallCond</th>\n",
+       "      <th>YearBuilt</th>\n",
+       "      <th>YearRemodAdd</th>\n",
+       "      <th>ExterQual</th>\n",
+       "      <th>ExterCond</th>\n",
+       "      <th>BsmtQual</th>\n",
+       "      <th>...</th>\n",
+       "      <th>FireplaceQu</th>\n",
+       "      <th>GarageYrBlt</th>\n",
+       "      <th>GarageCars</th>\n",
+       "      <th>GarageArea</th>\n",
+       "      <th>GarageQual</th>\n",
+       "      <th>GarageCond</th>\n",
+       "      <th>OpenPorchSF</th>\n",
+       "      <th>MoSold</th>\n",
+       "      <th>YrSold</th>\n",
+       "      <th>SalePrice</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>20</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>7922</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1953</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1953.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>246.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>109000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>60</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>11250</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>2001.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>608.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>223500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>20</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>9600</td>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1976</td>\n",
+       "      <td>1976</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1976.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>460.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>181500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>50</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>14115</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1993</td>\n",
+       "      <td>1995</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1993.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>480.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>143000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>4 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
+       "Id                                                                          \n",
+       "39          20         68.0     7922            5            7       1953   \n",
+       "3           60         68.0    11250            7            5       2001   \n",
+       "2           20         80.0     9600            6            8       1976   \n",
+       "6           50         85.0    14115            5            5       1993   \n",
+       "\n",
+       "    YearRemodAdd  ExterQual  ExterCond  BsmtQual  ...  FireplaceQu  \\\n",
+       "Id                                                ...                \n",
+       "39          2007          5          7       5.0  ...          0.0   \n",
+       "3           2002          7          5       7.0  ...          5.0   \n",
+       "2           1976          5          5       7.0  ...          5.0   \n",
+       "6           1995          5          5       7.0  ...          0.0   \n",
+       "\n",
+       "    GarageYrBlt  GarageCars  GarageArea  GarageQual  GarageCond  OpenPorchSF  \\\n",
+       "Id                                                                             \n",
+       "39       1953.0         1.0       246.0         5.0         5.0         52.0   \n",
+       "3        2001.0         2.0       608.0         5.0         5.0         42.0   \n",
+       "2        1976.0         2.0       460.0         5.0         5.0          0.0   \n",
+       "6        1993.0         2.0       480.0         5.0         5.0         30.0   \n",
+       "\n",
+       "    MoSold  YrSold  SalePrice  \n",
+       "Id                             \n",
+       "39       1    2010     109000  \n",
+       "3        9    2008     223500  \n",
+       "2        5    2007     181500  \n",
+       "6       10    2009     143000  \n",
+       "\n",
+       "[4 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 133,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "valores = housing_nvalues.iloc[[34,2,1,5]]\n",
+    "valores"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "id": "1f0d6093-e63a-442b-a3db-824e1571ac20",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([109000., 223500., 181500., 143000.])"
+      ]
+     },
+     "execution_count": 134,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "modelo_reg.predict(valores)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 135,
+   "id": "c88aec07-79fe-49b1-814f-f739a2ff802e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Id\n",
+       "39    109000\n",
+       "3     223500\n",
+       "2     181500\n",
+       "6     143000\n",
+       "Name: SalePrice, dtype: int64"
+      ]
+     },
+     "execution_count": 135,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y.iloc[[34,2,1,5]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 136,
+   "id": "5c6e0c58-7d53-4337-a11d-08232a075f63",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Id\n",
+       "42      170000\n",
+       "1116    318000\n",
+       "954     172000\n",
+       "1210    290000\n",
+       "176     243000\n",
+       "         ...  \n",
+       "520     234000\n",
+       "620     305000\n",
+       "674     257500\n",
+       "669     168000\n",
+       "300     158500\n",
+       "Name: SalePrice, Length: 296, dtype: int64"
+      ]
+     },
+     "execution_count": 136,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train_test_split(housing_nvalues, y)[3]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 137,
+   "id": "6a3732f8-376a-4377-a30b-190610bbf5c7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(housing_nvalues, y, random_state = 945, train_size = 0.8)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 138,
+   "id": "c21fdecc-d804-4f9c-850e-c85c86566143",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(944, 33)"
+      ]
+     },
+     "execution_count": 138,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_train.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 139,
+   "id": "e76cf8e8-042a-40d6-ad6b-faaa7524191b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(237, 33)"
+      ]
+     },
+     "execution_count": 139,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_test.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 140,
+   "id": "6f2f8eaa-cb6a-4bb1-9d0c-1a954176cc5c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1181, 33)"
+      ]
+     },
+     "execution_count": 140,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing_nvalues.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 141,
+   "id": "cac75730-8c62-4581-bbd6-c63df9465c18",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "linear_reg = LinearRegression()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "id": "56983cfe-5619-432e-a605-90e833e099b2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LinearRegression()"
+      ]
+     },
+     "execution_count": 142,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linear_reg.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 143,
+   "id": "e4eab407-75ef-4fcb-804d-ce70ee32cf7f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.0"
+      ]
+     },
+     "execution_count": 143,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linear_reg.score(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "id": "94911503-c4c5-406a-bf89-56c599562cef",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pred_train = linear_reg.predict(X_train)\n",
+    "pred_test = linear_reg.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 145,
+   "id": "ed264197-7e1a-4319-81b1-d918728426eb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.0"
+      ]
+     },
+     "execution_count": 145,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.r2_score(y_train, pred_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 146,
+   "id": "3e373573-e431-402c-8025-488eddd5ec23",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.0"
+      ]
+     },
+     "execution_count": 146,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.r2_score(y_test, pred_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 147,
+   "id": "589c5c24-1ff1-4c8f-9bec-8e9ef1d2881d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5.023802089962666e-11"
+      ]
+     },
+     "execution_count": 147,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.mean_absolute_error(y_train, pred_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 148,
+   "id": "c26ad609-5a0a-4494-815b-7ade6262bb55",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5.1576408404338206e-11"
+      ]
+     },
+     "execution_count": 148,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.mean_absolute_error(y_test, pred_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 149,
+   "id": "68ca9f27-8c9b-474f-b9bc-9bc85a755e77",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count       944.000000\n",
+       "mean     195635.015890\n",
+       "std       80084.007347\n",
+       "min       40000.000000\n",
+       "25%      141000.000000\n",
+       "50%      176000.000000\n",
+       "75%      228612.500000\n",
+       "max      755000.000000\n",
+       "Name: SalePrice, dtype: float64"
+      ]
+     },
+     "execution_count": 149,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_train.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 150,
+   "id": "5f1f29ec-0bd5-4234-bead-4788cfe00369",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5.212191219790068e-21"
+      ]
+     },
+     "execution_count": 150,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.mean_squared_error(y_train, pred_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 151,
+   "id": "ce31cf04-30e6-4012-b99e-bc21833a5f47",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5.938165577481097e-21"
+      ]
+     },
+     "execution_count": 151,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.mean_squared_error(y_test, pred_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 152,
+   "id": "8efb9bce-1fa5-4b81-9379-6d9bb598ee8d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "7.219550692245376e-11"
+      ]
+     },
+     "execution_count": 152,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.sqrt(metrics.mean_squared_error(y_train, pred_train))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 153,
+   "id": "15f8a74b-05e7-49d2-b591-b9dbe9e65fbd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "7.705949375308079e-11"
+      ]
+     },
+     "execution_count": 153,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.sqrt(metrics.mean_squared_error(y_test, pred_test))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bd78733e-e54c-4443-bb3f-7752352fc301",
+   "metadata": {},
+   "source": [
+    "UNA VEZ OBTENIDO LOS VALORES TANTO PARA R2, COMO PARA \"MEAN ABSOLUTE ERROR\" Y \"MEAN SQUAREd ERROR\", \\\n",
+    "PODEMOS PRESUMIR QUE NUESTRO MODELO ESTA OVERFITTED, POR LO QUE TRATARE DE CORRER UN MODELO DONDE ANALICE \\\n",
+    "UNICAMENTE EL MEJOR VALOR OBTENIDO EN LA CORRELACION DESARROLLADA AL INICIO DEL ANALISIS."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 177,
+   "id": "a900a1dd-7220-4937-a599-e44fef65a349",
+   "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>LotFrontage</th>\n",
+       "      <th>LotArea</th>\n",
+       "      <th>OverallQual</th>\n",
+       "      <th>OverallCond</th>\n",
+       "      <th>YearBuilt</th>\n",
+       "      <th>YearRemodAdd</th>\n",
+       "      <th>ExterQual</th>\n",
+       "      <th>ExterCond</th>\n",
+       "      <th>BsmtQual</th>\n",
+       "      <th>...</th>\n",
+       "      <th>FireplaceQu</th>\n",
+       "      <th>GarageYrBlt</th>\n",
+       "      <th>GarageCars</th>\n",
+       "      <th>GarageArea</th>\n",
+       "      <th>GarageQual</th>\n",
+       "      <th>GarageCond</th>\n",
+       "      <th>OpenPorchSF</th>\n",
+       "      <th>MoSold</th>\n",
+       "      <th>YrSold</th>\n",
+       "      <th>SalePrice</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>60</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>8450</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2003.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>548.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>208500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>20</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>9600</td>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1976</td>\n",
+       "      <td>1976</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1976.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>460.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>181500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>60</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>11250</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>2001.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>608.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>223500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>70</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>9550</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1915</td>\n",
+       "      <td>1970</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>1998.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>642.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>140000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>60</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>14260</td>\n",
+       "      <td>8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>2000.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>836.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>250000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
+       "Id                                                                          \n",
+       "1           60         65.0     8450            7            5       2003   \n",
+       "2           20         80.0     9600            6            8       1976   \n",
+       "3           60         68.0    11250            7            5       2001   \n",
+       "4           70         60.0     9550            7            5       1915   \n",
+       "5           60         84.0    14260            8            5       2000   \n",
+       "\n",
+       "    YearRemodAdd  ExterQual  ExterCond  BsmtQual  ...  FireplaceQu  \\\n",
+       "Id                                                ...                \n",
+       "1           2003          7          5       7.0  ...          0.0   \n",
+       "2           1976          5          5       7.0  ...          5.0   \n",
+       "3           2002          7          5       7.0  ...          5.0   \n",
+       "4           1970          5          5       5.0  ...          7.0   \n",
+       "5           2000          7          5       7.0  ...          5.0   \n",
+       "\n",
+       "    GarageYrBlt  GarageCars  GarageArea  GarageQual  GarageCond  OpenPorchSF  \\\n",
+       "Id                                                                             \n",
+       "1        2003.0         2.0       548.0         5.0         5.0         61.0   \n",
+       "2        1976.0         2.0       460.0         5.0         5.0          0.0   \n",
+       "3        2001.0         2.0       608.0         5.0         5.0         42.0   \n",
+       "4        1998.0         3.0       642.0         5.0         5.0         35.0   \n",
+       "5        2000.0         3.0       836.0         5.0         5.0         84.0   \n",
+       "\n",
+       "    MoSold  YrSold  SalePrice  \n",
+       "Id                             \n",
+       "1        2    2008     208500  \n",
+       "2        5    2007     181500  \n",
+       "3        9    2008     223500  \n",
+       "4        2    2006     140000  \n",
+       "5       12    2008     250000  \n",
+       "\n",
+       "[5 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 177,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing_nvalues.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 187,
+   "id": "57879631-a6fa-4a07-a437-027eab7c51b1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "lin_reghous = housing_nvalues[['SalePrice', 'OverallQual']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 188,
+   "id": "2e268806-1aa0-430f-b7d7-e38d1392e6ba",
+   "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",
+       "      <th>OverallQual</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>208500</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>181500</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>223500</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>140000</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>250000</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    SalePrice  OverallQual\n",
+       "Id                        \n",
+       "1      208500            7\n",
+       "2      181500            6\n",
+       "3      223500            7\n",
+       "4      140000            7\n",
+       "5      250000            8"
+      ]
+     },
+     "execution_count": 188,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lin_reghous.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 191,
+   "id": "9684f47a-b517-478d-9c48-b56914f52a92",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x17774c88070>"
+      ]
+     },
+     "execution_count": 191,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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gE/A68CJwR0TkR1puJzcgfgD4JfBCij8GTJZ0ALiTNIMqIvqBe4BX0u3uFDMb87J0jYdyXzRNu5Cr3IlD851QcOJkmS08ysRHYliXQo2IHwM/TsfvAovKvO5e4N4S8V7gmhLx3wK3lqlrA7BhOO00GwuyNOV0/MWtJRerjb+4+aabwsBZO0OJj3ZNm9DNrLIsbYuRpZXOWTOxTLItFx8JJwqzjMrSgKvVztqb59DaMvDHQWuLWHtz9dZ8OFGYZVSWLq5jtdM1t531y64bsNfT+mXXVXWvp2GNUZhZ81jVOZs1z+wZMKDdrBfXsdrqmlvba2U4UZhlVP6LYf22fRw+cZLLJ7SxqnN2U15cJ2tE6QlOzTf6Ux9OFGYZVutfkmNVhmbH1oXHKMzMimRp99h6cKIwMytSboZxE848rgt3PZll2JbdfR6jqAGv+xjIicIso7bs7uPOTa/yUeo47ztxkjs3vQrgZDHG1PoHg7uezDLqL5/52cdJIu+jyMVt7GiaK9yZWfP54FTpnYfKxW10aqYr3JmZWRNqiivcmZlZ85pQZvO/cvGRcKIwM8uwcntAVnNvSCcKs4y65MKWYcVtdHqvzAWKysVHwonCLKP+7XdnhhW30enyMrsFl4uPhBOFmVmGfe4zU4YVHwknCjOzDPvRL44NKz4SgyYKSZ+Q9LKk1yTtlXRXik+S1CNpf7qfWFBmjaQDkvZJ6iyIz5O0Jz33oJTbOUXSRZKeTvGdkmYUlOlO77FfUnfVPrmZ2SjQLNNjPwQ+HxHXAdcDSyQtAFYD2yNiFrA9PUbS1cByYA6wBHhIUn507WFgJTAr3Zak+ArgeERcBTwA3J/qmgSsBW4A5gNrCxOSmVktTP3khcOKN1JTjFFEzr+mh63pFsBSYGOKbwS60vFS4KmI+DAi3gQOAPMlTQMujYiXIiKAJ4rK5OvaDCxKZxudQE9E9EfEcaCHs8nFzKwmdv7VTeckhamfvJCdf3VTg1pU3qrO2bS1DpzpVu0rHQ5pU8B0RrALuAr43xGxU9LUiDgCEBFHJF2WXt4O/KSg+KEUO5WOi+P5MgdTXaclvQdMLoyXKFPYvpXkzlS48sorh/KRzMwqasakUEo9rnQ4pEQREWeA6yVNAJ6VdE2Fl5fasT0qxEdaprB9jwCPAHR0dIzVi1CZWRVlaQv3Wl/pcFizniLiBPBjct0/76TuJNL90fSyQ8AVBcWmA4dTfHqJ+IAyksYB44H+CnWZmdVMPXZkzZKhzHqaks4kkNQG/CHwC2ArkJ+F1A08l463AsvTTKaZ5AatX07dVO9LWpDGH24rKpOvaxmwI41jbAMWS5qYBrEXp5hZTWzZ3cfCdTuYufp5Fq7bMWa/GMa6euzImiVD6XqaBmxM4xQXAJsi4geSXgI2SVoBvA3cChAReyVtAl4HTgN3pK4rgNuBx4E24IV0A3gM+I6kA+TOJJanuvol3QO8kl53d0T0n88HNitny+4+Vn3vNU6lizz0nTjJqu+9BvhCQGNNX5mppeXio92giSIifgbMLRF/F1hUpsy9wL0l4r3AOeMbEfFbUqIp8dwGYMNg7TQ7X9/cuvfjJJF36qPgm1v3OlGMMS0SZ0rsqtcyRi+a7ZXZZsmJMpuolYvb6FUqSVSKj3ZOFGZmRSa0lbnGQ5n4aOdEYWZW5HenS+/AWy4+2g1pHYU1lyzN786Si1svKHm96Ytb/XtqrPH1yAdyosiY/Pzu/NS9/Pxu8Myc83XqTOkvgXJxs7HCP5UyxvO7a6fcj8Ux+iNyTJtY5nrT5eKjnRNFxtRjS2GzsW7tzXNobRk4Fba1Ray9eU6DWtRYThQZU48thc3Guq657axfdh3tE9oQ0D6hjfXLrhuz3btOFBlTjy2FzcwKeTA7Y+qxpbDZWOdJIwM5UWRQrbcUNhvrKk0aGYv/95worOa87sOyxpNGBvIYhdXUlt193Pn0qwP29b/z6Ve9fbc1NU8aGciJwmpqzTM/o3gZwkcpbtasPGlkIHc9WU2dLLNarVzcrBl40shAThRmZiV40shZ7noyM7OKnCjMzKwiJwqrqQvKXDmyXNzMms+giULSFZJ+JOkNSXslfT3FJ0nqkbQ/3U8sKLNG0gFJ+yR1FsTnSdqTnntQyl2AVtJFkp5O8Z2SZhSU6U7vsV9Sd1U/vdXcReNK/xMrFzez5jOU/62ngf8REb8HLADukHQ1sBrYHhGzgO3pMem55cAcYAnwkKT8PLOHgZXArHRbkuIrgOMRcRXwAHB/qmsSsBa4AZgPrC1MSNb8POvJLPsGTRQRcSQifpqO3wfeANqBpcDG9LKNQFc6Xgo8FREfRsSbwAFgvqRpwKUR8VJEBPBEUZl8XZuBRelsoxPoiYj+iDgO9HA2uZiZWR0M6/w/dQnNBXYCUyPiCOSSCXBZelk7cLCg2KEUa0/HxfEBZSLiNPAeMLlCXcXtWimpV1LvsWPHhvORzMxsEENeRyHp3wH/AHwjIn6ThhdKvrRELCrER1rmbCDiEeARgI6OjnOeNzMbzWq9n9qQzigktZJLEt+NiGdS+J3UnUS6P5rih4ArCopPBw6n+PQS8QFlJI0DxgP9FeoyMzPOboleuJ/ammf2VHU/taHMehLwGPBGRPyvgqe2AvlZSN3AcwXx5Wkm00xyg9Yvp+6p9yUtSHXeVlQmX9cyYEcax9gGLJY0MQ1iL06xMW3L7j4WrtvBzNXPs3DdDm+wZzaGVdoSvVqG0vW0EPgvwB5Jr6bYXwLrgE2SVgBvA7cCRMReSZuA18nNmLojIvKf4nbgcaANeCHdIJeIviPpALkzieWprn5J9wCvpNfdHRH9I/uoo4MvqGJmheqxJfqgiSIi/i+lxwoAFpUpcy9wb4l4L3BNifhvSYmmxHMbgA2DtXOs8AVVzKzQ5RPa6CuRFKq5JbpXPWWML6hiZoXqsSW6d4/NmPFtrZw4eapk3MzGnnpsie4zioz53ekzw4qbmZ0vn1FkzAdltr4oFzez0a0eE1x8RmFmlmH1mB7rRJExEy8uPRZRLm7WDMpt5FB+gwcbqnpMcHGiyJirp31yWHGzZvD7n540rLgNXblpsJ4eO4b95FfHhxU3awZvvVv61225uA2dp8faOc5E6T0Py8XNmoHX/9ROPabHOlGYWc3VY/XwWNY1t72mOzO468nMaq4e3SNWOz6jSGq9n7vZWFaP7hGrHScKvCOrWT3UunvEasddT9RnwYqZWVY5UUDJQbZKcTOzscSJAmgpszy0XNzMbCxxosBrEyyb/APH6sWJAmgvM5e7XNysGfgHjtXLoIlC0gZJRyX9vCA2SVKPpP3pfmLBc2skHZC0T1JnQXyepD3puQel3M8eSRdJejrFd0qaUVCmO73HfkndVfvURTzH27LIP3CsXoZyRvE4sKQothrYHhGzgO3pMZKuBpYDc1KZhyTlv4EfBlYCs9ItX+cK4HhEXAU8ANyf6poErAVuAOYDawsTUjV1zW3nvluupX1CGyL3H+2+W671VD5rav6BY/UyaKKIiH8C+ovCS4GN6Xgj0FUQfyoiPoyIN4EDwHxJ04BLI+KliAjgiaIy+bo2A4vS2UYn0BMR/RFxHOjh3IRlNmb5B47Vy0gX3E2NiCMAEXFE0mUp3g78pOB1h1LsVDoujufLHEx1nZb0HjC5MF6izACSVpI7W+HKK68c9ofZsruPVZtf49SZXN9u34mTrNr8GuAFd9bcvIjN6qHag9mlpltEhfhIywwMRjwSER0R0TFlypQhNbTQXd/f+3GSyDt1Jrjr+3uHXZeZ2Wgz0jOKdyRNS2cT04CjKX4IuKLgddOBwyk+vUS8sMwhSeOA8eS6ug4Bf1BU5scjbG9Fxz84Nay4WbPwHmVWDyM9o9gK5GchdQPPFcSXp5lMM8kNWr+cuqnel7QgjT/cVlQmX9cyYEcax9gGLJY0MQ1iL04xM+PsHmV9J04SnN2jbMvuvkY3zUaZoUyPfRJ4CZgt6ZCkFcA64CZJ+4Gb0mMiYi+wCXgdeBG4IyLymyjdDjxKboD7l8ALKf4YMFnSAeBO0gyqiOgH7gFeSbe7U6zq2lpL/xnKxc2agfcos3oZtOspIr5S5qlFZV5/L3BviXgvcE2J+G+BW8vUtQHYMFgbz9cnWls4eeqjknGzZuWrxlm9+CczcKLMWES5uI1OEy9uHVa80cpdHc5XjbNqc6IgW//hym3j06zb+3zrj68fVryR1t48h9aWgX/I1hax9uY5DWpRZV5wZ/XiREG2/sP9yQ2l14mUizda19x2vrrgyo83qmuR+OqCK5tyZk7X3HbWL7tuwAK29cuua8q2ghfcWf0oRtkGYh0dHdHb2zvscn+9ZQ9P7jzImQhaJL5ywxX8Tde1NWjh+ctSW4uvHgi5JOwvNLPmImlXRHSUfM6Jwl9mtbRw3Y6SF4Bqn9DG/1v9+Qa0yMxKqZQo3PWEpxnWkmfmmGWfEwX+MqulLE0UMLPSnCjwl1ktZWmigJmV5kRB9r7MtuzuY+G6Hcxc/TwL1+1o6i0bPDPHLPtGuingqJL/0srC5mrFA+/5/X2gebdE91bYZtnmRJFk5cus0sB7FtpvZtnjrqeM8cC7mdWbE0XGeODdzOrNiSJjsjbwbmbZ5zGKjMnSwLuZjQ5OFBmUlYF3Mxsd3PVkZmYVOVGYmVlFThRmZlaRE4WZmVXkRGFmZhWNugsXSToG/Po8qvgU8C9Vak6tZamtkK32ZqmtkK32ZqmtkK32nk9b/31ETCn1xKhLFOdLUm+5qzw1myy1FbLV3iy1FbLV3iy1FbLV3lq11V1PZmZWkROFmZlV5ERxrkca3YBhyFJbIVvtzVJbIVvtzVJbIVvtrUlbPUZhZmYV+YzCzMwqcqIwM7OKnCgASZ+Q9LKk1yTtlXRXo9s0GEktknZL+kGj2zIYSW9J2iPpVUm9jW7PYCRNkLRZ0i8kvSHpPzS6TaVImp3+pvnbbyR9o9HtqkTSf0//x34u6UlJn2h0m8qR9PXUzr3N+HeVtEHSUUk/L4hNktQjaX+6n1iN93KiyPkQ+HxEXAdcDyyRtKCxTRrU14E3Gt2IYfhcRFyfkfno3wZejIjPANfRpH/niNiX/qbXA/OAD4BnG9uq8iS1A38OdETENUALsLyxrSpN0jXAfwPmk/s38CVJsxrbqnM8Diwpiq0GtkfELGB7enzenCiAyPnX9LA13Zp2lF/SdOCLwKONbstoI+lS4EbgMYCI+F1EnGhoo4ZmEfDLiDifXQnqYRzQJmkccDFwuMHtKef3gJ9ExAcRcRr4R+A/NbhNA0TEPwH9ReGlwMZ0vBHoqsZ7OVEkqSvnVeAo0BMROxvcpEq+BfwF8FGD2zFUAfxQ0i5JKxvdmEF8GjgG/G3q2ntU0iWNbtQQLAeebHQjKomIPuB/Am8DR4D3IuKHjW1VWT8HbpQ0WdLFwH8Ermhwm4ZiakQcAUj3l1WjUieKJCLOpFP46cD8dOrZdCR9CTgaEbsa3ZZhWBgRnwW+ANwh6cZGN6iCccBngYcjYi7wb1Tp9L1WJF0IfBn4XqPbUknqL18KzAQuBy6R9NXGtqq0iHgDuB/oAV4EXgNON7RRDeREUSR1M/yYc/v+msVC4MuS3gKeAj4v6e8a26TKIuJwuj9Krg99fmNbVNEh4FDBGeVmcomjmX0B+GlEvNPohgziD4E3I+JYRJwCngF+v8FtKisiHouIz0bEjeS6ePY3uk1D8I6kaQDp/mg1KnWiACRNkTQhHbeR+wf9i4Y2qoyIWBMR0yNiBrnuhh0R0ZS/ygAkXSLpk/ljYDG50/qmFBH/DByUNDuFFgGvN7BJQ/EVmrzbKXkbWCDpYkki97dtyokCAJIuS/dXAreQjb/xVqA7HXcDz1Wj0nHVqGQUmAZslNRCLnluioimn3aaEVOBZ3PfC4wD/j4iXmxskwb1NeC7qUvnV8CfNrg9ZaX+85uAP2t0WwYTETslbQZ+Sq4bZzfNvT3GP0iaDJwC7oiI441uUCFJTwJ/AHxK0iFgLbAO2CRpBbnEfGtV3stbeJiZWSXuejIzs4qcKMzMrCInCjMzq8iJwszMKnKiMDOzipwozMysIicKMzOr6P8DpQmGjFW0ht0AAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.scatter(lin_reghous.OverallQual, lin_reghous.SalePrice)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 192,
+   "id": "1113de47-82ce-4956-a99b-cd7b0761089a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1776f3b4310>]"
+      ]
+     },
+     "execution_count": 192,
+     "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": [
+    "plt.scatter(lin_reghous.OverallQual, lin_reghous.SalePrice)\n",
+    "x = [lin_reghous.OverallQual.min(),lin_reghous.OverallQual.max()]\n",
+    "y = [lin_reghous.OverallQual.min()*2 - 5,lin_reghous.OverallQual.max()*2 - 5]\n",
+    "plt.plot(x,y, color='r')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 197,
+   "id": "0c2d5d58-8c4b-481d-8408-b64d2c03a8d5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy.stats import linregress\n",
+    "slope, intercept, rvalue, pvalue, sderr = linregress(x = lin_reghous.OverallQual, y = lin_reghous.SalePrice )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 198,
+   "id": "38c56b73-e76e-4cb7-9306-6b62cb358146",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "47722.15267770875"
+      ]
+     },
+     "execution_count": 198,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "slope"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 199,
+   "id": "74a0cb5a-886b-463c-aa5b-9ae1d12b5115",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-108608.37032835852"
+      ]
+     },
+     "execution_count": 199,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "intercept"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 200,
+   "id": "f12b7fe6-ed9c-4a34-905c-8dd083036985",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4.856372641671295e-239"
+      ]
+     },
+     "execution_count": 200,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pvalue"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 201,
+   "id": "390d99a8-6f14-406b-85bf-edd0d276ae5d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1126.7078412138515"
+      ]
+     },
+     "execution_count": 201,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sderr"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 202,
+   "id": "ad6a5dcb-8641-4fc7-9556-34a6fd481519",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.7768063539332761"
+      ]
+     },
+     "execution_count": 202,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rvalue"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 203,
+   "id": "02749ee8-01d9-4688-a603-d36026e74a20",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1776f37b7f0>]"
+      ]
+     },
+     "execution_count": 203,
+     "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": [
+    "plt.scatter(lin_reghous.OverallQual, lin_reghous.SalePrice)\n",
+    "x = [lin_reghous.OverallQual.min(),lin_reghous.OverallQual.max()]\n",
+    "y = [lin_reghous.OverallQual.min()*2 - 5,lin_reghous.OverallQual.max()*2 - 5]\n",
+    "plt.plot(x,y, color='r')\n",
+    "x = [lin_reghous.OverallQual.min(),lin_reghous.OverallQual.max()]\n",
+    "y = [lin_reghous.OverallQual.min()*slope + intercept ,lin_reghous.OverallQual.max()*slope + intercept]\n",
+    "plt.plot(x,y, color='g')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 204,
+   "id": "5f4d6c58-e72e-4b56-bb31-e11ae4bc05b6",
+   "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>const</th>\n",
+       "      <th>OverallQual</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1455</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1456</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1457</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1458</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1460</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1181 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      const  OverallQual\n",
+       "Id                      \n",
+       "1       1.0            7\n",
+       "2       1.0            6\n",
+       "3       1.0            7\n",
+       "4       1.0            7\n",
+       "5       1.0            8\n",
+       "...     ...          ...\n",
+       "1455    1.0            7\n",
+       "1456    1.0            6\n",
+       "1457    1.0            6\n",
+       "1458    1.0            7\n",
+       "1460    1.0            5\n",
+       "\n",
+       "[1181 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 204,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X = sm.add_constant(lin_reghous.OverallQual)\n",
+    "X"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 205,
+   "id": "6d85620b-9755-40cd-abea-8738285d3b83",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y = lin_reghous.SalePrice"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 210,
+   "id": "f4003d55-cbae-4f77-8309-aeef411fcd15",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Id\n",
+       "1       208500\n",
+       "2       181500\n",
+       "3       223500\n",
+       "4       140000\n",
+       "5       250000\n",
+       "         ...  \n",
+       "1455    185000\n",
+       "1456    175000\n",
+       "1457    210000\n",
+       "1458    266500\n",
+       "1460    147500\n",
+       "Name: SalePrice, Length: 1181, dtype: int64"
+      ]
+     },
+     "execution_count": 210,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 208,
+   "id": "2ce077af-1bc2-425e-9e7c-024a9e73b1d0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "reg_lineal_statsmods = sm.OLS(y, X).fit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 209,
+   "id": "ce09809b-9695-4aa8-83cf-88f9a2f35bf2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:              SalePrice   R-squared:                       0.603\n",
+      "Model:                            OLS   Adj. R-squared:                  0.603\n",
+      "Method:                 Least Squares   F-statistic:                     1794.\n",
+      "Date:                Mon, 01 Aug 2022   Prob (F-statistic):          4.86e-239\n",
+      "Time:                        18:00:43   Log-Likelihood:                -14460.\n",
+      "No. Observations:                1181   AIC:                         2.892e+04\n",
+      "Df Residuals:                    1179   BIC:                         2.894e+04\n",
+      "Df Model:                           1                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "===============================================================================\n",
+      "                  coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "-------------------------------------------------------------------------------\n",
+      "const       -1.086e+05   7329.671    -14.818      0.000   -1.23e+05   -9.42e+04\n",
+      "OverallQual  4.772e+04   1126.708     42.355      0.000    4.55e+04    4.99e+04\n",
+      "==============================================================================\n",
+      "Omnibus:                      470.017   Durbin-Watson:                   1.985\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):             4279.232\n",
+      "Skew:                           1.584   Prob(JB):                         0.00\n",
+      "Kurtosis:                      11.771   Cond. No.                         33.3\n",
+      "==============================================================================\n",
+      "\n",
+      "Notes:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(reg_lineal_statsmods.summary())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e2dac149-efbc-48b7-8f48-461b7cf088ba",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d66f125c-80e1-410e-9e5d-c0fa16f1ae44",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7a508829-7740-4319-93cb-8f239204239b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "16202398-59bf-4bde-a7e1-f93e9befd3f3",
+   "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": "3.8.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/Regressions_Project.ipynb b/Regressions_Project.ipynb
new file mode 100644
index 0000000..667455f
--- /dev/null
+++ b/Regressions_Project.ipynb
@@ -0,0 +1,3749 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 195,
+   "id": "cbf78080-8b75-4531-adb6-882d59ee7b4a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from sklearn import metrics\n",
+    "from sklearn.datasets import load_boston\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.linear_model import LinearRegression\n",
+    "from sklearn.linear_model import Ridge, Lasso\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import statsmodels.api as sm\n",
+    "from sklearn.decomposition import PCA\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from statsmodels.formula.api import ols"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9058d2af-9d75-450b-a169-6dfe3a2ce953",
+   "metadata": {},
+   "source": [
+    "\\\n",
+    "\\\n",
+    "<b> COMO ETAPA INICIAL, ES MOMENTO DE EXPLORAR LOS DATOS Y ENTENDER QUE SIGNIFICA CADA UNO DE LOS CAMPOS \\\n",
+    "   \n",
+    "  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "f00b4668-8ce8-4f25-8151-04ab7f7bf869",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "housing = pd.read_csv('train.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "2ed546d2-dab3-4776-9991-b90ad90df3ea",
+   "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": [
+    "housing.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "71b1dac8-31c7-4771-b424-1b2f9d565e58",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1460, 81)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "68633c6a-adb4-49f1-8440-420416f4a402",
+   "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>LotFrontage</th>\n",
+       "      <th>LotArea</th>\n",
+       "      <th>OverallQual</th>\n",
+       "      <th>OverallCond</th>\n",
+       "      <th>YearBuilt</th>\n",
+       "      <th>YearRemodAdd</th>\n",
+       "      <th>MasVnrArea</th>\n",
+       "      <th>BsmtFinSF1</th>\n",
+       "      <th>...</th>\n",
+       "      <th>WoodDeckSF</th>\n",
+       "      <th>OpenPorchSF</th>\n",
+       "      <th>EnclosedPorch</th>\n",
+       "      <th>3SsnPorch</th>\n",
+       "      <th>ScreenPorch</th>\n",
+       "      <th>PoolArea</th>\n",
+       "      <th>MiscVal</th>\n",
+       "      <th>MoSold</th>\n",
+       "      <th>YrSold</th>\n",
+       "      <th>SalePrice</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1201.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1452.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>1460.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>730.500000</td>\n",
+       "      <td>56.897260</td>\n",
+       "      <td>70.049958</td>\n",
+       "      <td>10516.828082</td>\n",
+       "      <td>6.099315</td>\n",
+       "      <td>5.575342</td>\n",
+       "      <td>1971.267808</td>\n",
+       "      <td>1984.865753</td>\n",
+       "      <td>103.685262</td>\n",
+       "      <td>443.639726</td>\n",
+       "      <td>...</td>\n",
+       "      <td>94.244521</td>\n",
+       "      <td>46.660274</td>\n",
+       "      <td>21.954110</td>\n",
+       "      <td>3.409589</td>\n",
+       "      <td>15.060959</td>\n",
+       "      <td>2.758904</td>\n",
+       "      <td>43.489041</td>\n",
+       "      <td>6.321918</td>\n",
+       "      <td>2007.815753</td>\n",
+       "      <td>180921.195890</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>421.610009</td>\n",
+       "      <td>42.300571</td>\n",
+       "      <td>24.284752</td>\n",
+       "      <td>9981.264932</td>\n",
+       "      <td>1.382997</td>\n",
+       "      <td>1.112799</td>\n",
+       "      <td>30.202904</td>\n",
+       "      <td>20.645407</td>\n",
+       "      <td>181.066207</td>\n",
+       "      <td>456.098091</td>\n",
+       "      <td>...</td>\n",
+       "      <td>125.338794</td>\n",
+       "      <td>66.256028</td>\n",
+       "      <td>61.119149</td>\n",
+       "      <td>29.317331</td>\n",
+       "      <td>55.757415</td>\n",
+       "      <td>40.177307</td>\n",
+       "      <td>496.123024</td>\n",
+       "      <td>2.703626</td>\n",
+       "      <td>1.328095</td>\n",
+       "      <td>79442.502883</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>21.000000</td>\n",
+       "      <td>1300.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1872.000000</td>\n",
+       "      <td>1950.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2006.000000</td>\n",
+       "      <td>34900.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>365.750000</td>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>59.000000</td>\n",
+       "      <td>7553.500000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1954.000000</td>\n",
+       "      <td>1967.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>2007.000000</td>\n",
+       "      <td>129975.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>730.500000</td>\n",
+       "      <td>50.000000</td>\n",
+       "      <td>69.000000</td>\n",
+       "      <td>9478.500000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1973.000000</td>\n",
+       "      <td>1994.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>383.500000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>25.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>2008.000000</td>\n",
+       "      <td>163000.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>1095.250000</td>\n",
+       "      <td>70.000000</td>\n",
+       "      <td>80.000000</td>\n",
+       "      <td>11601.500000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>2000.000000</td>\n",
+       "      <td>2004.000000</td>\n",
+       "      <td>166.000000</td>\n",
+       "      <td>712.250000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>168.000000</td>\n",
+       "      <td>68.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>2009.000000</td>\n",
+       "      <td>214000.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>1460.000000</td>\n",
+       "      <td>190.000000</td>\n",
+       "      <td>313.000000</td>\n",
+       "      <td>215245.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>1600.000000</td>\n",
+       "      <td>5644.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>857.000000</td>\n",
+       "      <td>547.000000</td>\n",
+       "      <td>552.000000</td>\n",
+       "      <td>508.000000</td>\n",
+       "      <td>480.000000</td>\n",
+       "      <td>738.000000</td>\n",
+       "      <td>15500.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>755000.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 38 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                Id   MSSubClass  LotFrontage        LotArea  OverallQual  \\\n",
+       "count  1460.000000  1460.000000  1201.000000    1460.000000  1460.000000   \n",
+       "mean    730.500000    56.897260    70.049958   10516.828082     6.099315   \n",
+       "std     421.610009    42.300571    24.284752    9981.264932     1.382997   \n",
+       "min       1.000000    20.000000    21.000000    1300.000000     1.000000   \n",
+       "25%     365.750000    20.000000    59.000000    7553.500000     5.000000   \n",
+       "50%     730.500000    50.000000    69.000000    9478.500000     6.000000   \n",
+       "75%    1095.250000    70.000000    80.000000   11601.500000     7.000000   \n",
+       "max    1460.000000   190.000000   313.000000  215245.000000    10.000000   \n",
+       "\n",
+       "       OverallCond    YearBuilt  YearRemodAdd   MasVnrArea   BsmtFinSF1  ...  \\\n",
+       "count  1460.000000  1460.000000   1460.000000  1452.000000  1460.000000  ...   \n",
+       "mean      5.575342  1971.267808   1984.865753   103.685262   443.639726  ...   \n",
+       "std       1.112799    30.202904     20.645407   181.066207   456.098091  ...   \n",
+       "min       1.000000  1872.000000   1950.000000     0.000000     0.000000  ...   \n",
+       "25%       5.000000  1954.000000   1967.000000     0.000000     0.000000  ...   \n",
+       "50%       5.000000  1973.000000   1994.000000     0.000000   383.500000  ...   \n",
+       "75%       6.000000  2000.000000   2004.000000   166.000000   712.250000  ...   \n",
+       "max       9.000000  2010.000000   2010.000000  1600.000000  5644.000000  ...   \n",
+       "\n",
+       "        WoodDeckSF  OpenPorchSF  EnclosedPorch    3SsnPorch  ScreenPorch  \\\n",
+       "count  1460.000000  1460.000000    1460.000000  1460.000000  1460.000000   \n",
+       "mean     94.244521    46.660274      21.954110     3.409589    15.060959   \n",
+       "std     125.338794    66.256028      61.119149    29.317331    55.757415   \n",
+       "min       0.000000     0.000000       0.000000     0.000000     0.000000   \n",
+       "25%       0.000000     0.000000       0.000000     0.000000     0.000000   \n",
+       "50%       0.000000    25.000000       0.000000     0.000000     0.000000   \n",
+       "75%     168.000000    68.000000       0.000000     0.000000     0.000000   \n",
+       "max     857.000000   547.000000     552.000000   508.000000   480.000000   \n",
+       "\n",
+       "          PoolArea       MiscVal       MoSold       YrSold      SalePrice  \n",
+       "count  1460.000000   1460.000000  1460.000000  1460.000000    1460.000000  \n",
+       "mean      2.758904     43.489041     6.321918  2007.815753  180921.195890  \n",
+       "std      40.177307    496.123024     2.703626     1.328095   79442.502883  \n",
+       "min       0.000000      0.000000     1.000000  2006.000000   34900.000000  \n",
+       "25%       0.000000      0.000000     5.000000  2007.000000  129975.000000  \n",
+       "50%       0.000000      0.000000     6.000000  2008.000000  163000.000000  \n",
+       "75%       0.000000      0.000000     8.000000  2009.000000  214000.000000  \n",
+       "max     738.000000  15500.000000    12.000000  2010.000000  755000.000000  \n",
+       "\n",
+       "[8 rows x 38 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6f4d9060-faed-40e3-bb0b-d72632b3e228",
+   "metadata": {},
+   "source": [
+    "\\\n",
+    "\\\n",
+    "<B> EN ESTA ETAPA, ES IMPORTANTE IDENTIFICAR CUALES SON LAS COLUMNAS QUE TIENEN MAS VALORES DE TIPO \"NULL\" \\\n",
+    "    \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "97bcefcb-4e52-494f-8e64-97b93e7a0aac",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "PoolQC          1453\n",
+       "MiscFeature     1406\n",
+       "Alley           1369\n",
+       "Fence           1179\n",
+       "FireplaceQu      690\n",
+       "LotFrontage      259\n",
+       "GarageYrBlt       81\n",
+       "GarageCond        81\n",
+       "GarageType        81\n",
+       "GarageFinish      81\n",
+       "GarageQual        81\n",
+       "BsmtFinType2      38\n",
+       "BsmtExposure      38\n",
+       "BsmtQual          37\n",
+       "BsmtCond          37\n",
+       "BsmtFinType1      37\n",
+       "MasVnrArea         8\n",
+       "MasVnrType         8\n",
+       "Electrical         1\n",
+       "Id                 0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing.isnull().sum().sort_values(ascending = False).head(20)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "47093a9f-367f-4029-ae84-a1c6254839de",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 1460 entries, 0 to 1459\n",
+      "Data columns (total 81 columns):\n",
+      " #   Column         Non-Null Count  Dtype  \n",
+      "---  ------         --------------  -----  \n",
+      " 0   Id             1460 non-null   int64  \n",
+      " 1   MSSubClass     1460 non-null   int64  \n",
+      " 2   MSZoning       1460 non-null   object \n",
+      " 3   LotFrontage    1201 non-null   float64\n",
+      " 4   LotArea        1460 non-null   int64  \n",
+      " 5   Street         1460 non-null   object \n",
+      " 6   Alley          91 non-null     object \n",
+      " 7   LotShape       1460 non-null   object \n",
+      " 8   LandContour    1460 non-null   object \n",
+      " 9   Utilities      1460 non-null   object \n",
+      " 10  LotConfig      1460 non-null   object \n",
+      " 11  LandSlope      1460 non-null   object \n",
+      " 12  Neighborhood   1460 non-null   object \n",
+      " 13  Condition1     1460 non-null   object \n",
+      " 14  Condition2     1460 non-null   object \n",
+      " 15  BldgType       1460 non-null   object \n",
+      " 16  HouseStyle     1460 non-null   object \n",
+      " 17  OverallQual    1460 non-null   int64  \n",
+      " 18  OverallCond    1460 non-null   int64  \n",
+      " 19  YearBuilt      1460 non-null   int64  \n",
+      " 20  YearRemodAdd   1460 non-null   int64  \n",
+      " 21  RoofStyle      1460 non-null   object \n",
+      " 22  RoofMatl       1460 non-null   object \n",
+      " 23  Exterior1st    1460 non-null   object \n",
+      " 24  Exterior2nd    1460 non-null   object \n",
+      " 25  MasVnrType     1452 non-null   object \n",
+      " 26  MasVnrArea     1452 non-null   float64\n",
+      " 27  ExterQual      1460 non-null   object \n",
+      " 28  ExterCond      1460 non-null   object \n",
+      " 29  Foundation     1460 non-null   object \n",
+      " 30  BsmtQual       1423 non-null   object \n",
+      " 31  BsmtCond       1423 non-null   object \n",
+      " 32  BsmtExposure   1422 non-null   object \n",
+      " 33  BsmtFinType1   1423 non-null   object \n",
+      " 34  BsmtFinSF1     1460 non-null   int64  \n",
+      " 35  BsmtFinType2   1422 non-null   object \n",
+      " 36  BsmtFinSF2     1460 non-null   int64  \n",
+      " 37  BsmtUnfSF      1460 non-null   int64  \n",
+      " 38  TotalBsmtSF    1460 non-null   int64  \n",
+      " 39  Heating        1460 non-null   object \n",
+      " 40  HeatingQC      1460 non-null   object \n",
+      " 41  CentralAir     1460 non-null   object \n",
+      " 42  Electrical     1459 non-null   object \n",
+      " 43  1stFlrSF       1460 non-null   int64  \n",
+      " 44  2ndFlrSF       1460 non-null   int64  \n",
+      " 45  LowQualFinSF   1460 non-null   int64  \n",
+      " 46  GrLivArea      1460 non-null   int64  \n",
+      " 47  BsmtFullBath   1460 non-null   int64  \n",
+      " 48  BsmtHalfBath   1460 non-null   int64  \n",
+      " 49  FullBath       1460 non-null   int64  \n",
+      " 50  HalfBath       1460 non-null   int64  \n",
+      " 51  BedroomAbvGr   1460 non-null   int64  \n",
+      " 52  KitchenAbvGr   1460 non-null   int64  \n",
+      " 53  KitchenQual    1460 non-null   object \n",
+      " 54  TotRmsAbvGrd   1460 non-null   int64  \n",
+      " 55  Functional     1460 non-null   object \n",
+      " 56  Fireplaces     1460 non-null   int64  \n",
+      " 57  FireplaceQu    770 non-null    object \n",
+      " 58  GarageType     1379 non-null   object \n",
+      " 59  GarageYrBlt    1379 non-null   float64\n",
+      " 60  GarageFinish   1379 non-null   object \n",
+      " 61  GarageCars     1460 non-null   int64  \n",
+      " 62  GarageArea     1460 non-null   int64  \n",
+      " 63  GarageQual     1379 non-null   object \n",
+      " 64  GarageCond     1379 non-null   object \n",
+      " 65  PavedDrive     1460 non-null   object \n",
+      " 66  WoodDeckSF     1460 non-null   int64  \n",
+      " 67  OpenPorchSF    1460 non-null   int64  \n",
+      " 68  EnclosedPorch  1460 non-null   int64  \n",
+      " 69  3SsnPorch      1460 non-null   int64  \n",
+      " 70  ScreenPorch    1460 non-null   int64  \n",
+      " 71  PoolArea       1460 non-null   int64  \n",
+      " 72  PoolQC         7 non-null      object \n",
+      " 73  Fence          281 non-null    object \n",
+      " 74  MiscFeature    54 non-null     object \n",
+      " 75  MiscVal        1460 non-null   int64  \n",
+      " 76  MoSold         1460 non-null   int64  \n",
+      " 77  YrSold         1460 non-null   int64  \n",
+      " 78  SaleType       1460 non-null   object \n",
+      " 79  SaleCondition  1460 non-null   object \n",
+      " 80  SalePrice      1460 non-null   int64  \n",
+      "dtypes: float64(3), int64(35), object(43)\n",
+      "memory usage: 924.0+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "housing.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "88eedd3b-84ee-41b3-8800-0e2a350919af",
+   "metadata": {},
+   "source": [
+    "\\\n",
+    "\\\n",
+    "<B>EL CONOCER LOS PRECIOS DE VENTA PROMEDIO, ASI COMO LOS PRECIOS MINIMOS, MAXIMOS Y QUANTILES, \\\n",
+    "    NOS DARA UNA MEJOR PERSPECTIVA DE LA INFORMACION CUANDO COMENCEMOS A REALIZAR LOS ANALISIS\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "280c11f4-49cd-42a2-8561-b6597af0176b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'EL CONOCER LOS PRECIOS DE VENTA PROMEDIO, ASI COMO LOS PRECIOS MINIMOS, MAXIMOS Y QUANTILES, NOS DARA UNA MEJOR PERSPECTIVA DE LA INFORMACION CUANDO COMENCEMOS A REALIZAR LOS ANALISIS'"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "function = 'El conocer los precios de venta promedio, asi como los precios minimos, maximos y quantiles, nos dara una mejor perspectiva de la informacion cuando comencemos a realizar los analisis'\n",
+    "function.upper()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "0f9a8dcc-bcc1-4664-8cdf-9d1355e72622",
+   "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": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing['SalePrice'].describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "63ed3c01-967e-423e-aecc-beec3240dfb0",
+   "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": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing.columns"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0ad41ac6-4dcd-448c-a2cc-ad11678749b7",
+   "metadata": {},
+   "source": [
+    "\\\n",
+    "\\\n",
+    "<B> LA SIGUIENTE ETAPA CORRESPONDE A LA LIMPIEZA DE LA DATAFRAME, CON LA INTENCION DE PREPARAR DATOS PARA ANALIZAR \\\n",
+    "PARA ELLO CREAREMOS UNA FUNCION QUE NOS AYUDE CON LA LIMPIEZA DE DATOS Y LA REDUCCION DE COLUMNAS POCO SIGNIFICATIVAS"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f6315253-89c3-4882-ad0d-598dd27b9d48",
+   "metadata": {},
+   "source": [
+    "Se identificaron varias columnas que eran de tipo categoricas y cuyas calificaciones coincidian en todas estas \\\n",
+    "por lo anterior se opto en asignar valores por convencion para poder usar numeros en todas estas. A continuacion las columnas \n",
+    "\n",
+    "ExternQual, ExternCond, BsmtQual, HeatingQC, KitchenQual, Fireplaces, GarageQual, GarageCond, PoolQC\n",
+    "\n",
+    "Ex = Excellent = 9 \\\n",
+    "Gd = Good = 7\\\n",
+    "TA = Average/Typical = 5\\\n",
+    "Fa = Fair = 3\\\n",
+    "Po = Poor = 2\\\n",
+    "NA = -1 \n",
+    "\n",
+    "A continuacion la funcion de limpieza  de nuestros datos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "0130f1fb-e7c0-4469-9e66-5e65f3f6c0f2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def df_cleaner(std_values_df):\n",
+    "    \n",
+    "    std_values_df.replace(['Ex','Gd','TA','Fa','Po','NA'], [9,7,5,3,2,-1], inplace = True)\n",
+    "    \n",
+    "    std_values_df.replace(0, np.nan, inplace = True)  # Convirtiendo a o los nan pues no indican nada\n",
+    "    \n",
+    "    std_values_df.dropna(axis = 'columns', thresh = int(std_values_df.shape[0]*0.5), inplace = True) # Eliminamos valores nan con thresh de 0.5\n",
+    "    \n",
+    "    std_values_df.set_index(['Id'], inplace = True) # Colocando 'Id' como Index\n",
+    "    \n",
+    "    std_values_df.dropna(thresh = 60, inplace = True) # Eliminamos las filas que tengan minimo 60 columnas con valores nan pues no arrojaran buenos datos\n",
+    "    \n",
+    "    std_values_df.dropna(subset=['YrSold','YearBuilt'], inplace = True) # ya que 'YrSold' y 'YearBuilt' son datos muy importantes, si no tienn info se eliminan\n",
+    "    \n",
+    "    std_values_df.fillna(0, inplace = True)\n",
+    "    \n",
+    "    return std_values_df\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "ae692dcf-d5fe-467a-8061-9207a0bc1378",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cleaning_housing_df = df_cleaner(housing)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "84fb070b-1eb9-4c61-9200-9fb4c9571a69",
+   "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>LotFrontage</th>\n",
+       "      <th>LotArea</th>\n",
+       "      <th>OverallQual</th>\n",
+       "      <th>OverallCond</th>\n",
+       "      <th>YearBuilt</th>\n",
+       "      <th>YearRemodAdd</th>\n",
+       "      <th>ExterQual</th>\n",
+       "      <th>ExterCond</th>\n",
+       "      <th>BsmtQual</th>\n",
+       "      <th>...</th>\n",
+       "      <th>FireplaceQu</th>\n",
+       "      <th>GarageYrBlt</th>\n",
+       "      <th>GarageCars</th>\n",
+       "      <th>GarageArea</th>\n",
+       "      <th>GarageQual</th>\n",
+       "      <th>GarageCond</th>\n",
+       "      <th>OpenPorchSF</th>\n",
+       "      <th>MoSold</th>\n",
+       "      <th>YrSold</th>\n",
+       "      <th>SalePrice</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>60</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>8450</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2003.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>548.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>208500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>20</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>9600</td>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1976</td>\n",
+       "      <td>1976</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1976.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>460.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>181500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>60</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>11250</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>2001.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>608.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>223500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>70</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>9550</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1915</td>\n",
+       "      <td>1970</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>1998.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>642.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>140000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>60</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>14260</td>\n",
+       "      <td>8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>2000.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>836.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>250000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
+       "Id                                                                          \n",
+       "1           60         65.0     8450            7            5       2003   \n",
+       "2           20         80.0     9600            6            8       1976   \n",
+       "3           60         68.0    11250            7            5       2001   \n",
+       "4           70         60.0     9550            7            5       1915   \n",
+       "5           60         84.0    14260            8            5       2000   \n",
+       "\n",
+       "    YearRemodAdd  ExterQual  ExterCond  BsmtQual  ...  FireplaceQu  \\\n",
+       "Id                                                ...                \n",
+       "1           2003          7          5       7.0  ...          0.0   \n",
+       "2           1976          5          5       7.0  ...          5.0   \n",
+       "3           2002          7          5       7.0  ...          5.0   \n",
+       "4           1970          5          5       5.0  ...          7.0   \n",
+       "5           2000          7          5       7.0  ...          5.0   \n",
+       "\n",
+       "    GarageYrBlt  GarageCars  GarageArea  GarageQual  GarageCond  OpenPorchSF  \\\n",
+       "Id                                                                             \n",
+       "1        2003.0         2.0       548.0         5.0         5.0         61.0   \n",
+       "2        1976.0         2.0       460.0         5.0         5.0          0.0   \n",
+       "3        2001.0         2.0       608.0         5.0         5.0         42.0   \n",
+       "4        1998.0         3.0       642.0         5.0         5.0         35.0   \n",
+       "5        2000.0         3.0       836.0         5.0         5.0         84.0   \n",
+       "\n",
+       "    MoSold  YrSold  SalePrice  \n",
+       "Id                             \n",
+       "1        2    2008     208500  \n",
+       "2        5    2007     181500  \n",
+       "3        9    2008     223500  \n",
+       "4        2    2006     140000  \n",
+       "5       12    2008     250000  \n",
+       "\n",
+       "[5 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing_nvalues = cleaning_housing_df.select_dtypes(include ='number')\n",
+    "housing_nvalues.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "1c50413b-9b46-425a-9149-76f2a15c544c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1181, 33)"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing_nvalues.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "84ce1c1a-fea3-487d-9aa6-c7740e45f40b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SalePrice       1.000000\n",
+       "OverallQual     0.776806\n",
+       "GrLivArea       0.699616\n",
+       "ExterQual       0.666072\n",
+       "GarageCars      0.649928\n",
+       "KitchenQual     0.643539\n",
+       "BsmtQual        0.629691\n",
+       "GarageArea      0.609473\n",
+       "TotalBsmtSF     0.583843\n",
+       "1stFlrSF        0.583640\n",
+       "FullBath        0.555132\n",
+       "TotRmsAbvGrd    0.546300\n",
+       "YearRemodAdd    0.486521\n",
+       "YearBuilt       0.473131\n",
+       "GarageYrBlt     0.460035\n",
+       "FireplaceQu     0.444027\n",
+       "HeatingQC       0.400526\n",
+       "Fireplaces      0.382486\n",
+       "BsmtFinSF1      0.335162\n",
+       "OpenPorchSF     0.276236\n",
+       "LotArea         0.247229\n",
+       "BsmtUnfSF       0.210122\n",
+       "LotFrontage     0.199837\n",
+       "BedroomAbvGr    0.146087\n",
+       "BsmtCond        0.128966\n",
+       "GarageQual      0.113150\n",
+       "GarageCond      0.084462\n",
+       "MoSold          0.043854\n",
+       "YrSold         -0.014085\n",
+       "ExterCond      -0.021087\n",
+       "KitchenAbvGr   -0.104808\n",
+       "MSSubClass     -0.105587\n",
+       "OverallCond    -0.122286\n",
+       "Name: SalePrice, dtype: float64"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing_nvalues.corr()['SalePrice'].sort_values(ascending = False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "896bd1bd-35cf-4ac6-97ae-c73d4ec6ca1f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 792x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#Let's make a new visualization to see this partial result\n",
+    "#Construyendo una ayuda visual de tipo heatmap para ver los resultados parciales\n",
+    "\n",
+    "corr = housing_nvalues.corr()\n",
+    "\n",
+    "mask = np.zeros_like(corr, dtype=bool)\n",
+    "mask[np.triu_indices_from(mask)] = True\n",
+    "\n",
+    "f, ax = plt.subplots(figsize=(11, 10))\n",
+    "\n",
+    "cmap = sns.diverging_palette(220, 10, as_cmap=True)\n",
+    "\n",
+    "sns.heatmap(corr, mask=mask, cmap=cmap, vmax=1, center=0,\n",
+    "            square=True, linewidths=.5, cbar_kws={\"shrink\": .6})\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7e36b293-b8e2-4988-84dc-2788f0bcbdb6",
+   "metadata": {},
+   "source": [
+    "\\\n",
+    "\\\n",
+    "<b> DE NUESTRA CORRELACION EFECTUADA ANTERIORMENTE, TOMAREMOS PARA REALIZAR UNA REGRESION LINEA LAS COLUMNAS \\\n",
+    "CUYOS VALORES ESTAN ARRIBA DEL 0.6 YA QUE SE PUEDE PRESUMIR QUE ESTOS DATOS SI TIENEN SIGNIFICANCIA SOBRE EL \\\n",
+    "PRECIO DE VENTA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "d8c4aa98-3f82-4d0d-a7b1-881aaae6ea75",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "corr_hous = housing_nvalues[['OverallQual','GrLivArea','ExterQual','GarageCars','KitchenQual','BsmtQual','GarageArea']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "09ccf8ca-b057-40e8-aa4b-c0a1fde5a458",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:              SalePrice   R-squared:                       0.753\n",
+      "Model:                            OLS   Adj. R-squared:                  0.752\n",
+      "Method:                 Least Squares   F-statistic:                     511.8\n",
+      "Date:                Mon, 01 Aug 2022   Prob (F-statistic):               0.00\n",
+      "Time:                        05:27:05   Log-Likelihood:                -14180.\n",
+      "No. Observations:                1181   AIC:                         2.838e+04\n",
+      "Df Residuals:                    1173   BIC:                         2.842e+04\n",
+      "Df Model:                           7                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "===============================================================================\n",
+      "                  coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "-------------------------------------------------------------------------------\n",
+      "const       -1.522e+05   6662.673    -22.838      0.000   -1.65e+05   -1.39e+05\n",
+      "OverallQual  1.633e+04   1610.583     10.138      0.000    1.32e+04    1.95e+04\n",
+      "GrLivArea      51.9269      2.837     18.304      0.000      46.361      57.493\n",
+      "ExterQual    5074.2034   1673.849      3.031      0.002    1790.131    8358.276\n",
+      "GarageCars   1.146e+04   3658.705      3.133      0.002    4283.074    1.86e+04\n",
+      "KitchenQual  7559.4372   1356.567      5.572      0.000    4897.868    1.02e+04\n",
+      "BsmtQual     6999.8391   1280.096      5.468      0.000    4488.307    9511.372\n",
+      "GarageArea     34.2535     11.364      3.014      0.003      11.958      56.550\n",
+      "==============================================================================\n",
+      "Omnibus:                      305.222   Durbin-Watson:                   1.925\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            16374.907\n",
+      "Skew:                           0.250   Prob(JB):                         0.00\n",
+      "Kurtosis:                      21.235   Cond. No.                     1.01e+04\n",
+      "==============================================================================\n",
+      "\n",
+      "Notes:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
+      "[2] The condition number is large, 1.01e+04. This might indicate that there are\n",
+      "strong multicollinearity or other numerical problems.\n"
+     ]
+    }
+   ],
+   "source": [
+    "X = sm.add_constant(corr_hous)\n",
+    "y = housing_nvalues['SalePrice']\n",
+    "reg_linear_mod = sm.OLS(y,X).fit()\n",
+    "predict = reg_linear_mod.predict(X)\n",
+    "print(reg_linear_mod.summary())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 176,
+   "id": "964469cd-8ea6-487d-b062-54e3d4c7c016",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16330.0"
+      ]
+     },
+     "execution_count": 176,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2e89e74e-4508-4eb8-a053-b16cc3d4ddbd",
+   "metadata": {},
+   "source": [
+    "DE NUESTRO ANALISIS DE REGRESION, SE LOGRA APRECIAR UN VALOR DE CASI 0.8 LO CUAL NO ES MALO, \\\n",
+    "POR LO QUE SE PUEDE DECIR QUE SI ESTA EXPLICANDO BIEN EL MODELO. \\\n",
+    "AL TRATARSE DE UNA REGRESION MULTIPLE, ES IMPORTANTE EVALUAR EL VALOR DE \"r\". ESTE VALOR ESTA \\\n",
+    "MUY CERCANO AL R2 (0.752), LO CUAL INDICA QUE UNA BUENA PARTE DE LA VARIABILIDAD EN LA SALIDA \\\n",
+    "DEL MODELO SE ESTA EXPLICANDO. \\\n",
+    "EL ESTADISTICO-F TIENE UN VALOR MODERADAMENTE ELEVADO, \\LO QUE NOS DICE QUE TIENE BUEN NIVEL DE \\\n",
+    "SIGNIFICACIA EL MODELO \\\n",
+    "EL COEFICIENTE DE LA VARIABLE \"OVERALLQUAL\" ES MUY FUERTE CON VALOR GRANDE.\n",
+    "POR ULTIMO, SE ANALIZA EL P-VALUE DE LAS COLUMNAS DEL MODELO Y SE LOGRA VER QUE LOS VALORES \\\n",
+    "ESTAN MUY CERCANOS A CERO, LO CUAL ES BUEN INDICADOR DE QUE TENEMOS BUEN MODELO."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "604c9729-a647-44a1-a8f9-d3e504dee9ce",
+   "metadata": {},
+   "source": [
+    "\\\n",
+    "\n",
+    "<b> A CONTINUACION UTILIZAREMOS REGRESION LINEAL Y ENTRENAREMOS/PROBAREMOS NUESTRO MODELO PARA VER QUE TAN BUENO ES"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "id": "c938d8a6-c478-49b1-b4d1-016d0a04de40",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "modelo_reg = LinearRegression()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "id": "8978ed2d-6e23-4fc9-a6cf-306ee2fba568",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LinearRegression()"
+      ]
+     },
+     "execution_count": 116,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "modelo_reg"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "id": "982c8458-6fd7-429c-9878-2427e1fce005",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LinearRegression()"
+      ]
+     },
+     "execution_count": 117,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "modelo_reg.fit(housing_nvalues, y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "id": "62b6a6ef-53de-4307-a0fb-850e424fdf1a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-2.6193447411060333e-10"
+      ]
+     },
+     "execution_count": 118,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "modelo_reg.intercept_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "id": "4afc555e-3427-4c44-932e-ee91181845b0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 8.51890331e-14,  9.48395867e-16, -9.62183780e-16,  2.91410217e-12,\n",
+       "       -8.35108291e-12, -2.16499915e-13,  2.78163702e-13, -8.40722616e-12,\n",
+       "        9.60544244e-13, -6.43098058e-12,  6.01882574e-12, -7.56251842e-15,\n",
+       "        9.67308545e-15, -2.89018364e-14, -9.00931223e-13,  2.64973484e-14,\n",
+       "       -4.45540378e-15, -4.57420585e-12,  4.92319752e-12,  7.91113415e-12,\n",
+       "        5.08549236e-13, -3.08803251e-12, -2.05102575e-13, -6.04082222e-13,\n",
+       "        2.56679446e-13, -3.35943373e-12,  9.82672547e-15, -4.07769160e-12,\n",
+       "        3.18214325e-12,  2.84648212e-15, -4.59464192e-13, -1.91426627e-13,\n",
+       "        1.00000000e+00])"
+      ]
+     },
+     "execution_count": 119,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "modelo_reg.coef_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "id": "edad588a-e63b-4934-a299-b5dc93636787",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-0.0 + 0.0 * MSSubClass + 0.0 * LotFrontage + -0.0 * LotArea + 0.0 * OverallQual + -0.0 * OverallCond + -0.0 * YearBuilt + 0.0 * YearRemodAdd + -0.0 * ExterQual + 0.0 * ExterCond + -0.0 * BsmtQual + 0.0 * BsmtCond + -0.0 * BsmtFinSF1 + 0.0 * BsmtUnfSF + -0.0 * TotalBsmtSF + -0.0 * HeatingQC + 0.0 * 1stFlrSF + -0.0 * GrLivArea + -0.0 * FullBath + 0.0 * BedroomAbvGr + 0.0 * KitchenAbvGr + 0.0 * KitchenQual + -0.0 * TotRmsAbvGrd + -0.0 * Fireplaces + -0.0 * FireplaceQu + 0.0 * GarageYrBlt + -0.0 * GarageCars + 0.0 * GarageArea + -0.0 * GarageQual + 0.0 * GarageCond + 0.0 * OpenPorchSF + -0.0 * MoSold + -0.0 * YrSold + 1.0 * SalePrice + \n"
+     ]
+    }
+   ],
+   "source": [
+    "eq = f'{round(modelo_reg.intercept_,2)} + '\n",
+    "for co, var in zip(modelo_reg.coef_, housing_nvalues.columns):\n",
+    "  eq += f'{round(co,2)} * {var} + '\n",
+    "print(eq)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "id": "6d430d0d-dd91-42d6-8de7-de9d1495c20f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X2 = StandardScaler().fit_transform(housing_nvalues)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "id": "d5f7e085-041d-4617-a1f4-09847dbcf094",
+   "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>LotFrontage</th>\n",
+       "      <th>LotArea</th>\n",
+       "      <th>OverallQual</th>\n",
+       "      <th>OverallCond</th>\n",
+       "      <th>YearBuilt</th>\n",
+       "      <th>YearRemodAdd</th>\n",
+       "      <th>ExterQual</th>\n",
+       "      <th>ExterCond</th>\n",
+       "      <th>BsmtQual</th>\n",
+       "      <th>...</th>\n",
+       "      <th>FireplaceQu</th>\n",
+       "      <th>GarageYrBlt</th>\n",
+       "      <th>GarageCars</th>\n",
+       "      <th>GarageArea</th>\n",
+       "      <th>GarageQual</th>\n",
+       "      <th>GarageCond</th>\n",
+       "      <th>OpenPorchSF</th>\n",
+       "      <th>MoSold</th>\n",
+       "      <th>YrSold</th>\n",
+       "      <th>SalePrice</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "      <td>1181.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>56.447925</td>\n",
+       "      <td>60.032176</td>\n",
+       "      <td>10927.092295</td>\n",
+       "      <td>6.374259</td>\n",
+       "      <td>5.563082</td>\n",
+       "      <td>1976.433531</td>\n",
+       "      <td>1987.327688</td>\n",
+       "      <td>5.950042</td>\n",
+       "      <td>5.182896</td>\n",
+       "      <td>6.341236</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.794242</td>\n",
+       "      <td>1980.816257</td>\n",
+       "      <td>1.922947</td>\n",
+       "      <td>514.596105</td>\n",
+       "      <td>4.982218</td>\n",
+       "      <td>4.976291</td>\n",
+       "      <td>54.276884</td>\n",
+       "      <td>6.362405</td>\n",
+       "      <td>2007.783235</td>\n",
+       "      <td>195584.995766</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>41.529284</td>\n",
+       "      <td>35.091029</td>\n",
+       "      <td>10880.725339</td>\n",
+       "      <td>1.300123</td>\n",
+       "      <td>1.040107</td>\n",
+       "      <td>28.224884</td>\n",
+       "      <td>19.772224</td>\n",
+       "      <td>1.173887</td>\n",
+       "      <td>0.653864</td>\n",
+       "      <td>1.344002</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.074361</td>\n",
+       "      <td>24.149168</td>\n",
+       "      <td>0.622997</td>\n",
+       "      <td>186.922780</td>\n",
+       "      <td>0.440172</td>\n",
+       "      <td>0.381051</td>\n",
+       "      <td>67.468112</td>\n",
+       "      <td>2.710446</td>\n",
+       "      <td>1.326557</td>\n",
+       "      <td>79871.475648</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1300.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>1880.000000</td>\n",
+       "      <td>1950.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>3.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1900.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>160.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>2006.000000</td>\n",
+       "      <td>40000.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>20.000000</td>\n",
+       "      <td>44.000000</td>\n",
+       "      <td>7875.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1959.000000</td>\n",
+       "      <td>1970.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1964.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>398.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>2007.000000</td>\n",
+       "      <td>141000.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>60.000000</td>\n",
+       "      <td>65.000000</td>\n",
+       "      <td>9738.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1978.000000</td>\n",
+       "      <td>1996.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>1987.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>492.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>36.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>2008.000000</td>\n",
+       "      <td>176500.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>70.000000</td>\n",
+       "      <td>80.000000</td>\n",
+       "      <td>11900.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "      <td>2003.000000</td>\n",
+       "      <td>2004.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>2003.000000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>603.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>5.000000</td>\n",
+       "      <td>78.000000</td>\n",
+       "      <td>8.000000</td>\n",
+       "      <td>2009.000000</td>\n",
+       "      <td>229456.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>190.000000</td>\n",
+       "      <td>313.000000</td>\n",
+       "      <td>215245.000000</td>\n",
+       "      <td>10.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>1418.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>9.000000</td>\n",
+       "      <td>547.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "      <td>2010.000000</td>\n",
+       "      <td>755000.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        MSSubClass  LotFrontage        LotArea  OverallQual  OverallCond  \\\n",
+       "count  1181.000000  1181.000000    1181.000000  1181.000000  1181.000000   \n",
+       "mean     56.447925    60.032176   10927.092295     6.374259     5.563082   \n",
+       "std      41.529284    35.091029   10880.725339     1.300123     1.040107   \n",
+       "min      20.000000     0.000000    1300.000000     3.000000     2.000000   \n",
+       "25%      20.000000    44.000000    7875.000000     5.000000     5.000000   \n",
+       "50%      60.000000    65.000000    9738.000000     6.000000     5.000000   \n",
+       "75%      70.000000    80.000000   11900.000000     7.000000     6.000000   \n",
+       "max     190.000000   313.000000  215245.000000    10.000000     9.000000   \n",
+       "\n",
+       "         YearBuilt  YearRemodAdd    ExterQual    ExterCond     BsmtQual  ...  \\\n",
+       "count  1181.000000   1181.000000  1181.000000  1181.000000  1181.000000  ...   \n",
+       "mean   1976.433531   1987.327688     5.950042     5.182896     6.341236  ...   \n",
+       "std      28.224884     19.772224     1.173887     0.653864     1.344002  ...   \n",
+       "min    1880.000000   1950.000000     3.000000     3.000000     3.000000  ...   \n",
+       "25%    1959.000000   1970.000000     5.000000     5.000000     5.000000  ...   \n",
+       "50%    1978.000000   1996.000000     5.000000     5.000000     7.000000  ...   \n",
+       "75%    2003.000000   2004.000000     7.000000     5.000000     7.000000  ...   \n",
+       "max    2010.000000   2010.000000     9.000000     9.000000     9.000000  ...   \n",
+       "\n",
+       "       FireplaceQu  GarageYrBlt   GarageCars   GarageArea   GarageQual  \\\n",
+       "count  1181.000000  1181.000000  1181.000000  1181.000000  1181.000000   \n",
+       "mean      3.794242  1980.816257     1.922947   514.596105     4.982218   \n",
+       "std       3.074361    24.149168     0.622997   186.922780     0.440172   \n",
+       "min       0.000000  1900.000000     1.000000   160.000000     2.000000   \n",
+       "25%       0.000000  1964.000000     2.000000   398.000000     5.000000   \n",
+       "50%       5.000000  1987.000000     2.000000   492.000000     5.000000   \n",
+       "75%       7.000000  2003.000000     2.000000   603.000000     5.000000   \n",
+       "max       9.000000  2010.000000     4.000000  1418.000000     9.000000   \n",
+       "\n",
+       "        GarageCond  OpenPorchSF       MoSold       YrSold      SalePrice  \n",
+       "count  1181.000000  1181.000000  1181.000000  1181.000000    1181.000000  \n",
+       "mean      4.976291    54.276884     6.362405  2007.783235  195584.995766  \n",
+       "std       0.381051    67.468112     2.710446     1.326557   79871.475648  \n",
+       "min       2.000000     0.000000     1.000000  2006.000000   40000.000000  \n",
+       "25%       5.000000     0.000000     5.000000  2007.000000  141000.000000  \n",
+       "50%       5.000000    36.000000     6.000000  2008.000000  176500.000000  \n",
+       "75%       5.000000    78.000000     8.000000  2009.000000  229456.000000  \n",
+       "max       9.000000   547.000000    12.000000  2010.000000  755000.000000  \n",
+       "\n",
+       "[8 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 123,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing_nvalues.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "id": "07999300-ef8d-4196-8312-981fdaf28a62",
+   "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>0</th>\n",
+       "      <th>1</th>\n",
+       "      <th>2</th>\n",
+       "      <th>3</th>\n",
+       "      <th>4</th>\n",
+       "      <th>5</th>\n",
+       "      <th>6</th>\n",
+       "      <th>7</th>\n",
+       "      <th>8</th>\n",
+       "      <th>9</th>\n",
+       "      <th>...</th>\n",
+       "      <th>23</th>\n",
+       "      <th>24</th>\n",
+       "      <th>25</th>\n",
+       "      <th>26</th>\n",
+       "      <th>27</th>\n",
+       "      <th>28</th>\n",
+       "      <th>29</th>\n",
+       "      <th>30</th>\n",
+       "      <th>31</th>\n",
+       "      <th>32</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "      <td>1.181000e+03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>3.356051e-17</td>\n",
+       "      <td>-1.052879e-17</td>\n",
+       "      <td>2.951821e-17</td>\n",
+       "      <td>2.745005e-16</td>\n",
+       "      <td>3.281315e-16</td>\n",
+       "      <td>1.528930e-15</td>\n",
+       "      <td>-4.019929e-15</td>\n",
+       "      <td>-8.752054e-17</td>\n",
+       "      <td>-2.934429e-16</td>\n",
+       "      <td>-1.929024e-16</td>\n",
+       "      <td>...</td>\n",
+       "      <td>6.392478e-17</td>\n",
+       "      <td>2.327144e-15</td>\n",
+       "      <td>1.898942e-16</td>\n",
+       "      <td>1.530434e-16</td>\n",
+       "      <td>3.773560e-16</td>\n",
+       "      <td>3.886133e-16</td>\n",
+       "      <td>-1.826087e-17</td>\n",
+       "      <td>4.108107e-17</td>\n",
+       "      <td>6.933514e-14</td>\n",
+       "      <td>-4.709752e-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "      <td>1.000424e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>-8.780158e-01</td>\n",
+       "      <td>-1.711480e+00</td>\n",
+       "      <td>-8.851589e-01</td>\n",
+       "      <td>-2.596438e+00</td>\n",
+       "      <td>-3.427140e+00</td>\n",
+       "      <td>-3.418061e+00</td>\n",
+       "      <td>-1.888685e+00</td>\n",
+       "      <td>-2.514119e+00</td>\n",
+       "      <td>-3.339871e+00</td>\n",
+       "      <td>-2.487089e+00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-1.234679e+00</td>\n",
+       "      <td>-3.347962e+00</td>\n",
+       "      <td>-1.482090e+00</td>\n",
+       "      <td>-1.897823e+00</td>\n",
+       "      <td>-6.777992e+00</td>\n",
+       "      <td>-7.814044e+00</td>\n",
+       "      <td>-8.048228e-01</td>\n",
+       "      <td>-1.979260e+00</td>\n",
+       "      <td>-1.344828e+00</td>\n",
+       "      <td>-1.948767e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>-8.780158e-01</td>\n",
+       "      <td>-4.570675e-01</td>\n",
+       "      <td>-2.806233e-01</td>\n",
+       "      <td>-1.057470e+00</td>\n",
+       "      <td>-5.415988e-01</td>\n",
+       "      <td>-6.179269e-01</td>\n",
+       "      <td>-8.767364e-01</td>\n",
+       "      <td>-8.096562e-01</td>\n",
+       "      <td>-2.798341e-01</td>\n",
+       "      <td>-9.983652e-01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>-1.234679e+00</td>\n",
+       "      <td>-6.966444e-01</td>\n",
+       "      <td>1.237341e-01</td>\n",
+       "      <td>-6.240304e-01</td>\n",
+       "      <td>4.041392e-02</td>\n",
+       "      <td>6.224559e-02</td>\n",
+       "      <td>-8.048228e-01</td>\n",
+       "      <td>-5.028626e-01</td>\n",
+       "      <td>-5.906769e-01</td>\n",
+       "      <td>-6.836999e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>8.556804e-02</td>\n",
+       "      <td>1.416296e-01</td>\n",
+       "      <td>-1.093306e-01</td>\n",
+       "      <td>-2.879863e-01</td>\n",
+       "      <td>-5.415988e-01</td>\n",
+       "      <td>5.552309e-02</td>\n",
+       "      <td>4.387966e-01</td>\n",
+       "      <td>-8.096562e-01</td>\n",
+       "      <td>-2.798341e-01</td>\n",
+       "      <td>4.903586e-01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>3.923640e-01</td>\n",
+       "      <td>2.561729e-01</td>\n",
+       "      <td>1.237341e-01</td>\n",
+       "      <td>-1.209359e-01</td>\n",
+       "      <td>4.041392e-02</td>\n",
+       "      <td>6.224559e-02</td>\n",
+       "      <td>-2.710114e-01</td>\n",
+       "      <td>-1.337633e-01</td>\n",
+       "      <td>1.634738e-01</td>\n",
+       "      <td>-2.390476e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>3.264640e-01</td>\n",
+       "      <td>5.692704e-01</td>\n",
+       "      <td>8.945358e-02</td>\n",
+       "      <td>4.814975e-01</td>\n",
+       "      <td>4.202481e-01</td>\n",
+       "      <td>9.416415e-01</td>\n",
+       "      <td>8.435761e-01</td>\n",
+       "      <td>8.948072e-01</td>\n",
+       "      <td>-2.798341e-01</td>\n",
+       "      <td>4.903586e-01</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.043181e+00</td>\n",
+       "      <td>9.190023e-01</td>\n",
+       "      <td>1.237341e-01</td>\n",
+       "      <td>4.731438e-01</td>\n",
+       "      <td>4.041392e-02</td>\n",
+       "      <td>6.224559e-02</td>\n",
+       "      <td>3.517686e-01</td>\n",
+       "      <td>6.044352e-01</td>\n",
+       "      <td>9.176245e-01</td>\n",
+       "      <td>4.242485e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>3.217215e+00</td>\n",
+       "      <td>7.211957e+00</td>\n",
+       "      <td>1.878592e+01</td>\n",
+       "      <td>2.789949e+00</td>\n",
+       "      <td>3.305789e+00</td>\n",
+       "      <td>1.189755e+00</td>\n",
+       "      <td>1.147161e+00</td>\n",
+       "      <td>2.599271e+00</td>\n",
+       "      <td>5.840241e+00</td>\n",
+       "      <td>1.979082e+00</td>\n",
+       "      <td>...</td>\n",
+       "      <td>1.693999e+00</td>\n",
+       "      <td>1.208990e+00</td>\n",
+       "      <td>3.335381e+00</td>\n",
+       "      <td>4.835080e+00</td>\n",
+       "      <td>9.131621e+00</td>\n",
+       "      <td>1.056397e+01</td>\n",
+       "      <td>7.306146e+00</td>\n",
+       "      <td>2.080832e+00</td>\n",
+       "      <td>1.671775e+00</td>\n",
+       "      <td>7.006907e+00</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 0             1             2             3             4   \\\n",
+       "count  1.181000e+03  1.181000e+03  1.181000e+03  1.181000e+03  1.181000e+03   \n",
+       "mean   3.356051e-17 -1.052879e-17  2.951821e-17  2.745005e-16  3.281315e-16   \n",
+       "std    1.000424e+00  1.000424e+00  1.000424e+00  1.000424e+00  1.000424e+00   \n",
+       "min   -8.780158e-01 -1.711480e+00 -8.851589e-01 -2.596438e+00 -3.427140e+00   \n",
+       "25%   -8.780158e-01 -4.570675e-01 -2.806233e-01 -1.057470e+00 -5.415988e-01   \n",
+       "50%    8.556804e-02  1.416296e-01 -1.093306e-01 -2.879863e-01 -5.415988e-01   \n",
+       "75%    3.264640e-01  5.692704e-01  8.945358e-02  4.814975e-01  4.202481e-01   \n",
+       "max    3.217215e+00  7.211957e+00  1.878592e+01  2.789949e+00  3.305789e+00   \n",
+       "\n",
+       "                 5             6             7             8             9   \\\n",
+       "count  1.181000e+03  1.181000e+03  1.181000e+03  1.181000e+03  1.181000e+03   \n",
+       "mean   1.528930e-15 -4.019929e-15 -8.752054e-17 -2.934429e-16 -1.929024e-16   \n",
+       "std    1.000424e+00  1.000424e+00  1.000424e+00  1.000424e+00  1.000424e+00   \n",
+       "min   -3.418061e+00 -1.888685e+00 -2.514119e+00 -3.339871e+00 -2.487089e+00   \n",
+       "25%   -6.179269e-01 -8.767364e-01 -8.096562e-01 -2.798341e-01 -9.983652e-01   \n",
+       "50%    5.552309e-02  4.387966e-01 -8.096562e-01 -2.798341e-01  4.903586e-01   \n",
+       "75%    9.416415e-01  8.435761e-01  8.948072e-01 -2.798341e-01  4.903586e-01   \n",
+       "max    1.189755e+00  1.147161e+00  2.599271e+00  5.840241e+00  1.979082e+00   \n",
+       "\n",
+       "       ...            23            24            25            26  \\\n",
+       "count  ...  1.181000e+03  1.181000e+03  1.181000e+03  1.181000e+03   \n",
+       "mean   ...  6.392478e-17  2.327144e-15  1.898942e-16  1.530434e-16   \n",
+       "std    ...  1.000424e+00  1.000424e+00  1.000424e+00  1.000424e+00   \n",
+       "min    ... -1.234679e+00 -3.347962e+00 -1.482090e+00 -1.897823e+00   \n",
+       "25%    ... -1.234679e+00 -6.966444e-01  1.237341e-01 -6.240304e-01   \n",
+       "50%    ...  3.923640e-01  2.561729e-01  1.237341e-01 -1.209359e-01   \n",
+       "75%    ...  1.043181e+00  9.190023e-01  1.237341e-01  4.731438e-01   \n",
+       "max    ...  1.693999e+00  1.208990e+00  3.335381e+00  4.835080e+00   \n",
+       "\n",
+       "                 27            28            29            30            31  \\\n",
+       "count  1.181000e+03  1.181000e+03  1.181000e+03  1.181000e+03  1.181000e+03   \n",
+       "mean   3.773560e-16  3.886133e-16 -1.826087e-17  4.108107e-17  6.933514e-14   \n",
+       "std    1.000424e+00  1.000424e+00  1.000424e+00  1.000424e+00  1.000424e+00   \n",
+       "min   -6.777992e+00 -7.814044e+00 -8.048228e-01 -1.979260e+00 -1.344828e+00   \n",
+       "25%    4.041392e-02  6.224559e-02 -8.048228e-01 -5.028626e-01 -5.906769e-01   \n",
+       "50%    4.041392e-02  6.224559e-02 -2.710114e-01 -1.337633e-01  1.634738e-01   \n",
+       "75%    4.041392e-02  6.224559e-02  3.517686e-01  6.044352e-01  9.176245e-01   \n",
+       "max    9.131621e+00  1.056397e+01  7.306146e+00  2.080832e+00  1.671775e+00   \n",
+       "\n",
+       "                 32  \n",
+       "count  1.181000e+03  \n",
+       "mean  -4.709752e-17  \n",
+       "std    1.000424e+00  \n",
+       "min   -1.948767e+00  \n",
+       "25%   -6.836999e-01  \n",
+       "50%   -2.390476e-01  \n",
+       "75%    4.242485e-01  \n",
+       "max    7.006907e+00  \n",
+       "\n",
+       "[8 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 124,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.DataFrame(X2).describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "id": "caf7de80-83e0-4a55-aa61-8cd2ae812729",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "modelo_reg_scaled = LinearRegression().fit(X2, y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 126,
+   "id": "49a14ecc-d302-4ba7-8674-6c97928c69eb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "195585.0 + -0.0 * MSSubClass + -0.0 * LotFrontage + 0.0 * LotArea + -0.0 * OverallQual + -0.0 * OverallCond + -0.0 * YearBuilt + 0.0 * YearRemodAdd + -0.0 * ExterQual + -0.0 * ExterCond + -0.0 * BsmtQual + 0.0 * BsmtCond + 0.0 * BsmtFinSF1 + 0.0 * BsmtUnfSF + -0.0 * TotalBsmtSF + -0.0 * HeatingQC + 0.0 * 1stFlrSF + 0.0 * GrLivArea + -0.0 * FullBath + 0.0 * BedroomAbvGr + 0.0 * KitchenAbvGr + -0.0 * KitchenQual + -0.0 * TotRmsAbvGrd + -0.0 * Fireplaces + 0.0 * FireplaceQu + -0.0 * GarageYrBlt + -0.0 * GarageCars + 0.0 * GarageArea + 0.0 * GarageQual + 0.0 * GarageCond + -0.0 * OpenPorchSF + -0.0 * MoSold + -0.0 * YrSold + 79837.65 * SalePrice + \n"
+     ]
+    }
+   ],
+   "source": [
+    "eq = f'{round(modelo_reg_scaled.intercept_,2)} + '\n",
+    "for co, var in zip(modelo_reg_scaled.coef_, housing_nvalues.columns):\n",
+    "  eq += f'{round(co,2)} * {var} + '\n",
+    "print(eq)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 174,
+   "id": "b4094c84-2ae5-4f6e-977c-3d0f29040b5b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "OverallQual\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": [
+    "col_num = 3\n",
+    "print(housing_nvalues.columns[col_num])\n",
+    "housing_nvalues.iloc[:,col_num].hist(bins = 5)\n",
+    "plt.show()\n",
+    "pd.DataFrame(X2).iloc[:,col_num].hist(bins = 5)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 129,
+   "id": "54ba374a-e403-41c9-8ba8-9d8dc52adcdd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.0"
+      ]
+     },
+     "execution_count": 129,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "modelo_reg.score(housing_nvalues, y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "id": "3efc0cdf-d55a-4ea3-b1cf-f51fc569faf9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.0"
+      ]
+     },
+     "execution_count": 130,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "modelo_reg_scaled.score(X2, y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 175,
+   "id": "0d3187ff-428a-4034-8326-e0b92214aaa9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "195584.996"
+      ]
+     },
+     "execution_count": 175,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.round(y.mean(), 3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 133,
+   "id": "b7e5b6e1-619a-4b83-bb59-534eddc95540",
+   "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>LotFrontage</th>\n",
+       "      <th>LotArea</th>\n",
+       "      <th>OverallQual</th>\n",
+       "      <th>OverallCond</th>\n",
+       "      <th>YearBuilt</th>\n",
+       "      <th>YearRemodAdd</th>\n",
+       "      <th>ExterQual</th>\n",
+       "      <th>ExterCond</th>\n",
+       "      <th>BsmtQual</th>\n",
+       "      <th>...</th>\n",
+       "      <th>FireplaceQu</th>\n",
+       "      <th>GarageYrBlt</th>\n",
+       "      <th>GarageCars</th>\n",
+       "      <th>GarageArea</th>\n",
+       "      <th>GarageQual</th>\n",
+       "      <th>GarageCond</th>\n",
+       "      <th>OpenPorchSF</th>\n",
+       "      <th>MoSold</th>\n",
+       "      <th>YrSold</th>\n",
+       "      <th>SalePrice</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>20</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>7922</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>1953</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1953.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>246.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>109000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>60</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>11250</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>2001.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>608.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>223500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>20</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>9600</td>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1976</td>\n",
+       "      <td>1976</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1976.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>460.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>181500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>50</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>14115</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1993</td>\n",
+       "      <td>1995</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1993.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>480.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2009</td>\n",
+       "      <td>143000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>4 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
+       "Id                                                                          \n",
+       "39          20         68.0     7922            5            7       1953   \n",
+       "3           60         68.0    11250            7            5       2001   \n",
+       "2           20         80.0     9600            6            8       1976   \n",
+       "6           50         85.0    14115            5            5       1993   \n",
+       "\n",
+       "    YearRemodAdd  ExterQual  ExterCond  BsmtQual  ...  FireplaceQu  \\\n",
+       "Id                                                ...                \n",
+       "39          2007          5          7       5.0  ...          0.0   \n",
+       "3           2002          7          5       7.0  ...          5.0   \n",
+       "2           1976          5          5       7.0  ...          5.0   \n",
+       "6           1995          5          5       7.0  ...          0.0   \n",
+       "\n",
+       "    GarageYrBlt  GarageCars  GarageArea  GarageQual  GarageCond  OpenPorchSF  \\\n",
+       "Id                                                                             \n",
+       "39       1953.0         1.0       246.0         5.0         5.0         52.0   \n",
+       "3        2001.0         2.0       608.0         5.0         5.0         42.0   \n",
+       "2        1976.0         2.0       460.0         5.0         5.0          0.0   \n",
+       "6        1993.0         2.0       480.0         5.0         5.0         30.0   \n",
+       "\n",
+       "    MoSold  YrSold  SalePrice  \n",
+       "Id                             \n",
+       "39       1    2010     109000  \n",
+       "3        9    2008     223500  \n",
+       "2        5    2007     181500  \n",
+       "6       10    2009     143000  \n",
+       "\n",
+       "[4 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 133,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "valores = housing_nvalues.iloc[[34,2,1,5]]\n",
+    "valores"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "id": "1f0d6093-e63a-442b-a3db-824e1571ac20",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([109000., 223500., 181500., 143000.])"
+      ]
+     },
+     "execution_count": 134,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "modelo_reg.predict(valores)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 135,
+   "id": "c88aec07-79fe-49b1-814f-f739a2ff802e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Id\n",
+       "39    109000\n",
+       "3     223500\n",
+       "2     181500\n",
+       "6     143000\n",
+       "Name: SalePrice, dtype: int64"
+      ]
+     },
+     "execution_count": 135,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y.iloc[[34,2,1,5]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 136,
+   "id": "5c6e0c58-7d53-4337-a11d-08232a075f63",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Id\n",
+       "42      170000\n",
+       "1116    318000\n",
+       "954     172000\n",
+       "1210    290000\n",
+       "176     243000\n",
+       "         ...  \n",
+       "520     234000\n",
+       "620     305000\n",
+       "674     257500\n",
+       "669     168000\n",
+       "300     158500\n",
+       "Name: SalePrice, Length: 296, dtype: int64"
+      ]
+     },
+     "execution_count": 136,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train_test_split(housing_nvalues, y)[3]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 137,
+   "id": "6a3732f8-376a-4377-a30b-190610bbf5c7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(housing_nvalues, y, random_state = 945, train_size = 0.8)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 138,
+   "id": "c21fdecc-d804-4f9c-850e-c85c86566143",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(944, 33)"
+      ]
+     },
+     "execution_count": 138,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_train.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 139,
+   "id": "e76cf8e8-042a-40d6-ad6b-faaa7524191b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(237, 33)"
+      ]
+     },
+     "execution_count": 139,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_test.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 140,
+   "id": "6f2f8eaa-cb6a-4bb1-9d0c-1a954176cc5c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1181, 33)"
+      ]
+     },
+     "execution_count": 140,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing_nvalues.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 141,
+   "id": "cac75730-8c62-4581-bbd6-c63df9465c18",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "linear_reg = LinearRegression()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "id": "56983cfe-5619-432e-a605-90e833e099b2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LinearRegression()"
+      ]
+     },
+     "execution_count": 142,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linear_reg.fit(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 143,
+   "id": "e4eab407-75ef-4fcb-804d-ce70ee32cf7f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.0"
+      ]
+     },
+     "execution_count": 143,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "linear_reg.score(X_train, y_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "id": "94911503-c4c5-406a-bf89-56c599562cef",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pred_train = linear_reg.predict(X_train)\n",
+    "pred_test = linear_reg.predict(X_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 145,
+   "id": "ed264197-7e1a-4319-81b1-d918728426eb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.0"
+      ]
+     },
+     "execution_count": 145,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.r2_score(y_train, pred_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 146,
+   "id": "3e373573-e431-402c-8025-488eddd5ec23",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.0"
+      ]
+     },
+     "execution_count": 146,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.r2_score(y_test, pred_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 147,
+   "id": "589c5c24-1ff1-4c8f-9bec-8e9ef1d2881d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5.023802089962666e-11"
+      ]
+     },
+     "execution_count": 147,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.mean_absolute_error(y_train, pred_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 148,
+   "id": "c26ad609-5a0a-4494-815b-7ade6262bb55",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5.1576408404338206e-11"
+      ]
+     },
+     "execution_count": 148,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.mean_absolute_error(y_test, pred_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 149,
+   "id": "68ca9f27-8c9b-474f-b9bc-9bc85a755e77",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count       944.000000\n",
+       "mean     195635.015890\n",
+       "std       80084.007347\n",
+       "min       40000.000000\n",
+       "25%      141000.000000\n",
+       "50%      176000.000000\n",
+       "75%      228612.500000\n",
+       "max      755000.000000\n",
+       "Name: SalePrice, dtype: float64"
+      ]
+     },
+     "execution_count": 149,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y_train.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 150,
+   "id": "5f1f29ec-0bd5-4234-bead-4788cfe00369",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5.212191219790068e-21"
+      ]
+     },
+     "execution_count": 150,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.mean_squared_error(y_train, pred_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 151,
+   "id": "ce31cf04-30e6-4012-b99e-bc21833a5f47",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5.938165577481097e-21"
+      ]
+     },
+     "execution_count": 151,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "metrics.mean_squared_error(y_test, pred_test)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 152,
+   "id": "8efb9bce-1fa5-4b81-9379-6d9bb598ee8d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "7.219550692245376e-11"
+      ]
+     },
+     "execution_count": 152,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.sqrt(metrics.mean_squared_error(y_train, pred_train))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 153,
+   "id": "15f8a74b-05e7-49d2-b591-b9dbe9e65fbd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "7.705949375308079e-11"
+      ]
+     },
+     "execution_count": 153,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.sqrt(metrics.mean_squared_error(y_test, pred_test))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bd78733e-e54c-4443-bb3f-7752352fc301",
+   "metadata": {},
+   "source": [
+    "UNA VEZ OBTENIDO LOS VALORES TANTO PARA R2, COMO PARA \"MEAN ABSOLUTE ERROR\" Y \"MEAN SQUAREd ERROR\", \\\n",
+    "PODEMOS PRESUMIR QUE NUESTRO MODELO ESTA OVERFITTED, POR LO QUE TRATARE DE CORRER UN MODELO DONDE ANALICE \\\n",
+    "UNICAMENTE EL MEJOR VALOR OBTENIDO EN LA CORRELACION DESARROLLADA AL INICIO DEL ANALISIS."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 177,
+   "id": "a900a1dd-7220-4937-a599-e44fef65a349",
+   "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>LotFrontage</th>\n",
+       "      <th>LotArea</th>\n",
+       "      <th>OverallQual</th>\n",
+       "      <th>OverallCond</th>\n",
+       "      <th>YearBuilt</th>\n",
+       "      <th>YearRemodAdd</th>\n",
+       "      <th>ExterQual</th>\n",
+       "      <th>ExterCond</th>\n",
+       "      <th>BsmtQual</th>\n",
+       "      <th>...</th>\n",
+       "      <th>FireplaceQu</th>\n",
+       "      <th>GarageYrBlt</th>\n",
+       "      <th>GarageCars</th>\n",
+       "      <th>GarageArea</th>\n",
+       "      <th>GarageQual</th>\n",
+       "      <th>GarageCond</th>\n",
+       "      <th>OpenPorchSF</th>\n",
+       "      <th>MoSold</th>\n",
+       "      <th>YrSold</th>\n",
+       "      <th>SalePrice</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>60</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>8450</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>2003</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>2003.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>548.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>208500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>20</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>9600</td>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
+       "      <td>1976</td>\n",
+       "      <td>1976</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>1976.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>460.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2007</td>\n",
+       "      <td>181500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>60</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>11250</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2001</td>\n",
+       "      <td>2002</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>2001.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>608.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>42.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>223500</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>70</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>9550</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1915</td>\n",
+       "      <td>1970</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>1998.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>642.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2006</td>\n",
+       "      <td>140000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>60</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>14260</td>\n",
+       "      <td>8</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>2000</td>\n",
+       "      <td>7</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>2000.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>836.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>84.0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>2008</td>\n",
+       "      <td>250000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 33 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
+       "Id                                                                          \n",
+       "1           60         65.0     8450            7            5       2003   \n",
+       "2           20         80.0     9600            6            8       1976   \n",
+       "3           60         68.0    11250            7            5       2001   \n",
+       "4           70         60.0     9550            7            5       1915   \n",
+       "5           60         84.0    14260            8            5       2000   \n",
+       "\n",
+       "    YearRemodAdd  ExterQual  ExterCond  BsmtQual  ...  FireplaceQu  \\\n",
+       "Id                                                ...                \n",
+       "1           2003          7          5       7.0  ...          0.0   \n",
+       "2           1976          5          5       7.0  ...          5.0   \n",
+       "3           2002          7          5       7.0  ...          5.0   \n",
+       "4           1970          5          5       5.0  ...          7.0   \n",
+       "5           2000          7          5       7.0  ...          5.0   \n",
+       "\n",
+       "    GarageYrBlt  GarageCars  GarageArea  GarageQual  GarageCond  OpenPorchSF  \\\n",
+       "Id                                                                             \n",
+       "1        2003.0         2.0       548.0         5.0         5.0         61.0   \n",
+       "2        1976.0         2.0       460.0         5.0         5.0          0.0   \n",
+       "3        2001.0         2.0       608.0         5.0         5.0         42.0   \n",
+       "4        1998.0         3.0       642.0         5.0         5.0         35.0   \n",
+       "5        2000.0         3.0       836.0         5.0         5.0         84.0   \n",
+       "\n",
+       "    MoSold  YrSold  SalePrice  \n",
+       "Id                             \n",
+       "1        2    2008     208500  \n",
+       "2        5    2007     181500  \n",
+       "3        9    2008     223500  \n",
+       "4        2    2006     140000  \n",
+       "5       12    2008     250000  \n",
+       "\n",
+       "[5 rows x 33 columns]"
+      ]
+     },
+     "execution_count": 177,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "housing_nvalues.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 187,
+   "id": "57879631-a6fa-4a07-a437-027eab7c51b1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "lin_reghous = housing_nvalues[['SalePrice', 'OverallQual']]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 188,
+   "id": "2e268806-1aa0-430f-b7d7-e38d1392e6ba",
+   "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",
+       "      <th>OverallQual</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>208500</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>181500</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>223500</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>140000</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>250000</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    SalePrice  OverallQual\n",
+       "Id                        \n",
+       "1      208500            7\n",
+       "2      181500            6\n",
+       "3      223500            7\n",
+       "4      140000            7\n",
+       "5      250000            8"
+      ]
+     },
+     "execution_count": 188,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "lin_reghous.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 191,
+   "id": "9684f47a-b517-478d-9c48-b56914f52a92",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x17774c88070>"
+      ]
+     },
+     "execution_count": 191,
+     "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": [
+    "plt.scatter(lin_reghous.OverallQual, lin_reghous.SalePrice)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 192,
+   "id": "1113de47-82ce-4956-a99b-cd7b0761089a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1776f3b4310>]"
+      ]
+     },
+     "execution_count": 192,
+     "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": [
+    "plt.scatter(lin_reghous.OverallQual, lin_reghous.SalePrice)\n",
+    "x = [lin_reghous.OverallQual.min(),lin_reghous.OverallQual.max()]\n",
+    "y = [lin_reghous.OverallQual.min()*2 - 5,lin_reghous.OverallQual.max()*2 - 5]\n",
+    "plt.plot(x,y, color='r')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 197,
+   "id": "0c2d5d58-8c4b-481d-8408-b64d2c03a8d5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy.stats import linregress\n",
+    "slope, intercept, rvalue, pvalue, sderr = linregress(x = lin_reghous.OverallQual, y = lin_reghous.SalePrice )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 198,
+   "id": "38c56b73-e76e-4cb7-9306-6b62cb358146",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "47722.15267770875"
+      ]
+     },
+     "execution_count": 198,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "slope"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 199,
+   "id": "74a0cb5a-886b-463c-aa5b-9ae1d12b5115",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-108608.37032835852"
+      ]
+     },
+     "execution_count": 199,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "intercept"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 200,
+   "id": "f12b7fe6-ed9c-4a34-905c-8dd083036985",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "4.856372641671295e-239"
+      ]
+     },
+     "execution_count": 200,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pvalue"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 201,
+   "id": "390d99a8-6f14-406b-85bf-edd0d276ae5d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1126.7078412138515"
+      ]
+     },
+     "execution_count": 201,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sderr"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 202,
+   "id": "ad6a5dcb-8641-4fc7-9556-34a6fd481519",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.7768063539332761"
+      ]
+     },
+     "execution_count": 202,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rvalue"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 203,
+   "id": "02749ee8-01d9-4688-a603-d36026e74a20",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x1776f37b7f0>]"
+      ]
+     },
+     "execution_count": 203,
+     "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": [
+    "plt.scatter(lin_reghous.OverallQual, lin_reghous.SalePrice)\n",
+    "x = [lin_reghous.OverallQual.min(),lin_reghous.OverallQual.max()]\n",
+    "y = [lin_reghous.OverallQual.min()*2 - 5,lin_reghous.OverallQual.max()*2 - 5]\n",
+    "plt.plot(x,y, color='r')\n",
+    "x = [lin_reghous.OverallQual.min(),lin_reghous.OverallQual.max()]\n",
+    "y = [lin_reghous.OverallQual.min()*slope + intercept ,lin_reghous.OverallQual.max()*slope + intercept]\n",
+    "plt.plot(x,y, color='g')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 204,
+   "id": "5f4d6c58-e72e-4b56-bb31-e11ae4bc05b6",
+   "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>const</th>\n",
+       "      <th>OverallQual</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Id</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1455</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1456</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1457</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1458</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1460</th>\n",
+       "      <td>1.0</td>\n",
+       "      <td>5</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1181 rows × 2 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      const  OverallQual\n",
+       "Id                      \n",
+       "1       1.0            7\n",
+       "2       1.0            6\n",
+       "3       1.0            7\n",
+       "4       1.0            7\n",
+       "5       1.0            8\n",
+       "...     ...          ...\n",
+       "1455    1.0            7\n",
+       "1456    1.0            6\n",
+       "1457    1.0            6\n",
+       "1458    1.0            7\n",
+       "1460    1.0            5\n",
+       "\n",
+       "[1181 rows x 2 columns]"
+      ]
+     },
+     "execution_count": 204,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X = sm.add_constant(lin_reghous.OverallQual)\n",
+    "X"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 205,
+   "id": "6d85620b-9755-40cd-abea-8738285d3b83",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y = lin_reghous.SalePrice"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 210,
+   "id": "f4003d55-cbae-4f77-8309-aeef411fcd15",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Id\n",
+       "1       208500\n",
+       "2       181500\n",
+       "3       223500\n",
+       "4       140000\n",
+       "5       250000\n",
+       "         ...  \n",
+       "1455    185000\n",
+       "1456    175000\n",
+       "1457    210000\n",
+       "1458    266500\n",
+       "1460    147500\n",
+       "Name: SalePrice, Length: 1181, dtype: int64"
+      ]
+     },
+     "execution_count": 210,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "y"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 208,
+   "id": "2ce077af-1bc2-425e-9e7c-024a9e73b1d0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "reg_lineal_statsmods = sm.OLS(y, X).fit()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 209,
+   "id": "ce09809b-9695-4aa8-83cf-88f9a2f35bf2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                            OLS Regression Results                            \n",
+      "==============================================================================\n",
+      "Dep. Variable:              SalePrice   R-squared:                       0.603\n",
+      "Model:                            OLS   Adj. R-squared:                  0.603\n",
+      "Method:                 Least Squares   F-statistic:                     1794.\n",
+      "Date:                Mon, 01 Aug 2022   Prob (F-statistic):          4.86e-239\n",
+      "Time:                        18:00:43   Log-Likelihood:                -14460.\n",
+      "No. Observations:                1181   AIC:                         2.892e+04\n",
+      "Df Residuals:                    1179   BIC:                         2.894e+04\n",
+      "Df Model:                           1                                         \n",
+      "Covariance Type:            nonrobust                                         \n",
+      "===============================================================================\n",
+      "                  coef    std err          t      P>|t|      [0.025      0.975]\n",
+      "-------------------------------------------------------------------------------\n",
+      "const       -1.086e+05   7329.671    -14.818      0.000   -1.23e+05   -9.42e+04\n",
+      "OverallQual  4.772e+04   1126.708     42.355      0.000    4.55e+04    4.99e+04\n",
+      "==============================================================================\n",
+      "Omnibus:                      470.017   Durbin-Watson:                   1.985\n",
+      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):             4279.232\n",
+      "Skew:                           1.584   Prob(JB):                         0.00\n",
+      "Kurtosis:                      11.771   Cond. No.                         33.3\n",
+      "==============================================================================\n",
+      "\n",
+      "Notes:\n",
+      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(reg_lineal_statsmods.summary())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e2dac149-efbc-48b7-8f48-461b7cf088ba",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d66f125c-80e1-410e-9e5d-c0fa16f1ae44",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7a508829-7740-4319-93cb-8f239204239b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "16202398-59bf-4bde-a7e1-f93e9befd3f3",
+   "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": "3.8.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/data_description.txt b/data_description.txt
new file mode 100644
index 0000000..cba0710
--- /dev/null
+++ b/data_description.txt
@@ -0,0 +1,523 @@
+MSSubClass: Identifies the type of dwelling involved in the sale.	
+
+        20	1-STORY 1946 & NEWER ALL STYLES
+        30	1-STORY 1945 & OLDER
+        40	1-STORY W/FINISHED ATTIC ALL AGES
+        45	1-1/2 STORY - UNFINISHED ALL AGES
+        50	1-1/2 STORY FINISHED ALL AGES
+        60	2-STORY 1946 & NEWER
+        70	2-STORY 1945 & OLDER
+        75	2-1/2 STORY ALL AGES
+        80	SPLIT OR MULTI-LEVEL
+        85	SPLIT FOYER
+        90	DUPLEX - ALL STYLES AND AGES
+       120	1-STORY PUD (Planned Unit Development) - 1946 & NEWER
+       150	1-1/2 STORY PUD - ALL AGES
+       160	2-STORY PUD - 1946 & NEWER
+       180	PUD - MULTILEVEL - INCL SPLIT LEV/FOYER
+       190	2 FAMILY CONVERSION - ALL STYLES AND AGES
+
+MSZoning: Identifies the general zoning classification of the sale.
+		
+       A	Agriculture
+       C	Commercial
+       FV	Floating Village Residential
+       I	Industrial
+       RH	Residential High Density
+       RL	Residential Low Density
+       RP	Residential Low Density Park 
+       RM	Residential Medium Density
+	
+LotFrontage: Linear feet of street connected to property
+
+LotArea: Lot size in square feet
+
+Street: Type of road access to property
+
+       Grvl	Gravel	
+       Pave	Paved
+       	
+Alley: Type of alley access to property
+
+       Grvl	Gravel
+       Pave	Paved
+       NA 	No alley access
+		
+LotShape: General shape of property
+
+       Reg	Regular	
+       IR1	Slightly irregular
+       IR2	Moderately Irregular
+       IR3	Irregular
+       
+LandContour: Flatness of the property
+
+       Lvl	Near Flat/Level	
+       Bnk	Banked - Quick and significant rise from street grade to building
+       HLS	Hillside - Significant slope from side to side
+       Low	Depression
+		
+Utilities: Type of utilities available
+		
+       AllPub	All public Utilities (E,G,W,& S)	
+       NoSewr	Electricity, Gas, and Water (Septic Tank)
+       NoSeWa	Electricity and Gas Only
+       ELO	Electricity only	
+	
+LotConfig: Lot configuration
+
+       Inside	Inside lot
+       Corner	Corner lot
+       CulDSac	Cul-de-sac
+       FR2	Frontage on 2 sides of property
+       FR3	Frontage on 3 sides of property
+	
+LandSlope: Slope of property
+		
+       Gtl	Gentle slope
+       Mod	Moderate Slope	
+       Sev	Severe Slope
+	
+Neighborhood: Physical locations within Ames city limits
+
+       Blmngtn	Bloomington Heights
+       Blueste	Bluestem
+       BrDale	Briardale
+       BrkSide	Brookside
+       ClearCr	Clear Creek
+       CollgCr	College Creek
+       Crawfor	Crawford
+       Edwards	Edwards
+       Gilbert	Gilbert
+       IDOTRR	Iowa DOT and Rail Road
+       MeadowV	Meadow Village
+       Mitchel	Mitchell
+       Names	North Ames
+       NoRidge	Northridge
+       NPkVill	Northpark Villa
+       NridgHt	Northridge Heights
+       NWAmes	Northwest Ames
+       OldTown	Old Town
+       SWISU	South & West of Iowa State University
+       Sawyer	Sawyer
+       SawyerW	Sawyer West
+       Somerst	Somerset
+       StoneBr	Stone Brook
+       Timber	Timberland
+       Veenker	Veenker
+			
+Condition1: Proximity to various conditions
+	
+       Artery	Adjacent to arterial street
+       Feedr	Adjacent to feeder street	
+       Norm	Normal	
+       RRNn	Within 200' of North-South Railroad
+       RRAn	Adjacent to North-South Railroad
+       PosN	Near positive off-site feature--park, greenbelt, etc.
+       PosA	Adjacent to postive off-site feature
+       RRNe	Within 200' of East-West Railroad
+       RRAe	Adjacent to East-West Railroad
+	
+Condition2: Proximity to various conditions (if more than one is present)
+		
+       Artery	Adjacent to arterial street
+       Feedr	Adjacent to feeder street	
+       Norm	Normal	
+       RRNn	Within 200' of North-South Railroad
+       RRAn	Adjacent to North-South Railroad
+       PosN	Near positive off-site feature--park, greenbelt, etc.
+       PosA	Adjacent to postive off-site feature
+       RRNe	Within 200' of East-West Railroad
+       RRAe	Adjacent to East-West Railroad
+	
+BldgType: Type of dwelling
+		
+       1Fam	Single-family Detached	
+       2FmCon	Two-family Conversion; originally built as one-family dwelling
+       Duplx	Duplex
+       TwnhsE	Townhouse End Unit
+       TwnhsI	Townhouse Inside Unit
+	
+HouseStyle: Style of dwelling
+	
+       1Story	One story
+       1.5Fin	One and one-half story: 2nd level finished
+       1.5Unf	One and one-half story: 2nd level unfinished
+       2Story	Two story
+       2.5Fin	Two and one-half story: 2nd level finished
+       2.5Unf	Two and one-half story: 2nd level unfinished
+       SFoyer	Split Foyer
+       SLvl	Split Level
+	
+OverallQual: Rates the overall material and finish of the house
+
+       10	Very Excellent
+       9	Excellent
+       8	Very Good
+       7	Good
+       6	Above Average
+       5	Average
+       4	Below Average
+       3	Fair
+       2	Poor
+       1	Very Poor
+	
+OverallCond: Rates the overall condition of the house
+
+       10	Very Excellent
+       9	Excellent
+       8	Very Good
+       7	Good
+       6	Above Average	
+       5	Average
+       4	Below Average	
+       3	Fair
+       2	Poor
+       1	Very Poor
+		
+YearBuilt: Original construction date
+
+YearRemodAdd: Remodel date (same as construction date if no remodeling or additions)
+
+RoofStyle: Type of roof
+
+       Flat	Flat
+       Gable	Gable
+       Gambrel	Gabrel (Barn)
+       Hip	Hip
+       Mansard	Mansard
+       Shed	Shed
+		
+RoofMatl: Roof material
+
+       ClyTile	Clay or Tile
+       CompShg	Standard (Composite) Shingle
+       Membran	Membrane
+       Metal	Metal
+       Roll	Roll
+       Tar&Grv	Gravel & Tar
+       WdShake	Wood Shakes
+       WdShngl	Wood Shingles
+		
+Exterior1st: Exterior covering on house
+
+       AsbShng	Asbestos Shingles
+       AsphShn	Asphalt Shingles
+       BrkComm	Brick Common
+       BrkFace	Brick Face
+       CBlock	Cinder Block
+       CemntBd	Cement Board
+       HdBoard	Hard Board
+       ImStucc	Imitation Stucco
+       MetalSd	Metal Siding
+       Other	Other
+       Plywood	Plywood
+       PreCast	PreCast	
+       Stone	Stone
+       Stucco	Stucco
+       VinylSd	Vinyl Siding
+       Wd Sdng	Wood Siding
+       WdShing	Wood Shingles
+	
+Exterior2nd: Exterior covering on house (if more than one material)
+
+       AsbShng	Asbestos Shingles
+       AsphShn	Asphalt Shingles
+       BrkComm	Brick Common
+       BrkFace	Brick Face
+       CBlock	Cinder Block
+       CemntBd	Cement Board
+       HdBoard	Hard Board
+       ImStucc	Imitation Stucco
+       MetalSd	Metal Siding
+       Other	Other
+       Plywood	Plywood
+       PreCast	PreCast
+       Stone	Stone
+       Stucco	Stucco
+       VinylSd	Vinyl Siding
+       Wd Sdng	Wood Siding
+       WdShing	Wood Shingles
+	
+MasVnrType: Masonry veneer type
+
+       BrkCmn	Brick Common
+       BrkFace	Brick Face
+       CBlock	Cinder Block
+       None	None
+       Stone	Stone
+	
+MasVnrArea: Masonry veneer area in square feet
+
+ExterQual: Evaluates the quality of the material on the exterior 
+		
+       Ex	Excellent
+       Gd	Good
+       TA	Average/Typical
+       Fa	Fair
+       Po	Poor
+		
+ExterCond: Evaluates the present condition of the material on the exterior
+		
+       Ex	Excellent
+       Gd	Good
+       TA	Average/Typical
+       Fa	Fair
+       Po	Poor
+		
+Foundation: Type of foundation
+		
+       BrkTil	Brick & Tile
+       CBlock	Cinder Block
+       PConc	Poured Contrete	
+       Slab	Slab
+       Stone	Stone
+       Wood	Wood
+		
+BsmtQual: Evaluates the height of the basement
+
+       Ex	Excellent (100+ inches)	
+       Gd	Good (90-99 inches)
+       TA	Typical (80-89 inches)
+       Fa	Fair (70-79 inches)
+       Po	Poor (<70 inches
+       NA	No Basement
+		
+BsmtCond: Evaluates the general condition of the basement
+
+       Ex	Excellent
+       Gd	Good
+       TA	Typical - slight dampness allowed
+       Fa	Fair - dampness or some cracking or settling
+       Po	Poor - Severe cracking, settling, or wetness
+       NA	No Basement
+	
+BsmtExposure: Refers to walkout or garden level walls
+
+       Gd	Good Exposure
+       Av	Average Exposure (split levels or foyers typically score average or above)	
+       Mn	Mimimum Exposure
+       No	No Exposure
+       NA	No Basement
+	
+BsmtFinType1: Rating of basement finished area
+
+       GLQ	Good Living Quarters
+       ALQ	Average Living Quarters
+       BLQ	Below Average Living Quarters	
+       Rec	Average Rec Room
+       LwQ	Low Quality
+       Unf	Unfinshed
+       NA	No Basement
+		
+BsmtFinSF1: Type 1 finished square feet
+
+BsmtFinType2: Rating of basement finished area (if multiple types)
+
+       GLQ	Good Living Quarters
+       ALQ	Average Living Quarters
+       BLQ	Below Average Living Quarters	
+       Rec	Average Rec Room
+       LwQ	Low Quality
+       Unf	Unfinshed
+       NA	No Basement
+
+BsmtFinSF2: Type 2 finished square feet
+
+BsmtUnfSF: Unfinished square feet of basement area
+
+TotalBsmtSF: Total square feet of basement area
+
+Heating: Type of heating
+		
+       Floor	Floor Furnace
+       GasA	Gas forced warm air furnace
+       GasW	Gas hot water or steam heat
+       Grav	Gravity furnace	
+       OthW	Hot water or steam heat other than gas
+       Wall	Wall furnace
+		
+HeatingQC: Heating quality and condition
+
+       Ex	Excellent
+       Gd	Good
+       TA	Average/Typical
+       Fa	Fair
+       Po	Poor
+		
+CentralAir: Central air conditioning
+
+       N	No
+       Y	Yes
+		
+Electrical: Electrical system
+
+       SBrkr	Standard Circuit Breakers & Romex
+       FuseA	Fuse Box over 60 AMP and all Romex wiring (Average)	
+       FuseF	60 AMP Fuse Box and mostly Romex wiring (Fair)
+       FuseP	60 AMP Fuse Box and mostly knob & tube wiring (poor)
+       Mix	Mixed
+		
+1stFlrSF: First Floor square feet
+ 
+2ndFlrSF: Second floor square feet
+
+LowQualFinSF: Low quality finished square feet (all floors)
+
+GrLivArea: Above grade (ground) living area square feet
+
+BsmtFullBath: Basement full bathrooms
+
+BsmtHalfBath: Basement half bathrooms
+
+FullBath: Full bathrooms above grade
+
+HalfBath: Half baths above grade
+
+Bedroom: Bedrooms above grade (does NOT include basement bedrooms)
+
+Kitchen: Kitchens above grade
+
+KitchenQual: Kitchen quality
+
+       Ex	Excellent
+       Gd	Good
+       TA	Typical/Average
+       Fa	Fair
+       Po	Poor
+       	
+TotRmsAbvGrd: Total rooms above grade (does not include bathrooms)
+
+Functional: Home functionality (Assume typical unless deductions are warranted)
+
+       Typ	Typical Functionality
+       Min1	Minor Deductions 1
+       Min2	Minor Deductions 2
+       Mod	Moderate Deductions
+       Maj1	Major Deductions 1
+       Maj2	Major Deductions 2
+       Sev	Severely Damaged
+       Sal	Salvage only
+		
+Fireplaces: Number of fireplaces
+
+FireplaceQu: Fireplace quality
+
+       Ex	Excellent - Exceptional Masonry Fireplace
+       Gd	Good - Masonry Fireplace in main level
+       TA	Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement
+       Fa	Fair - Prefabricated Fireplace in basement
+       Po	Poor - Ben Franklin Stove
+       NA	No Fireplace
+		
+GarageType: Garage location
+		
+       2Types	More than one type of garage
+       Attchd	Attached to home
+       Basment	Basement Garage
+       BuiltIn	Built-In (Garage part of house - typically has room above garage)
+       CarPort	Car Port
+       Detchd	Detached from home
+       NA	No Garage
+		
+GarageYrBlt: Year garage was built
+		
+GarageFinish: Interior finish of the garage
+
+       Fin	Finished
+       RFn	Rough Finished	
+       Unf	Unfinished
+       NA	No Garage
+		
+GarageCars: Size of garage in car capacity
+
+GarageArea: Size of garage in square feet
+
+GarageQual: Garage quality
+
+       Ex	Excellent
+       Gd	Good
+       TA	Typical/Average
+       Fa	Fair
+       Po	Poor
+       NA	No Garage
+		
+GarageCond: Garage condition
+
+       Ex	Excellent
+       Gd	Good
+       TA	Typical/Average
+       Fa	Fair
+       Po	Poor
+       NA	No Garage
+		
+PavedDrive: Paved driveway
+
+       Y	Paved 
+       P	Partial Pavement
+       N	Dirt/Gravel
+		
+WoodDeckSF: Wood deck area in square feet
+
+OpenPorchSF: Open porch area in square feet
+
+EnclosedPorch: Enclosed porch area in square feet
+
+3SsnPorch: Three season porch area in square feet
+
+ScreenPorch: Screen porch area in square feet
+
+PoolArea: Pool area in square feet
+
+PoolQC: Pool quality
+		
+       Ex	Excellent
+       Gd	Good
+       TA	Average/Typical
+       Fa	Fair
+       NA	No Pool
+		
+Fence: Fence quality
+		
+       GdPrv	Good Privacy
+       MnPrv	Minimum Privacy
+       GdWo	Good Wood
+       MnWw	Minimum Wood/Wire
+       NA	No Fence
+	
+MiscFeature: Miscellaneous feature not covered in other categories
+		
+       Elev	Elevator
+       Gar2	2nd Garage (if not described in garage section)
+       Othr	Other
+       Shed	Shed (over 100 SF)
+       TenC	Tennis Court
+       NA	None
+		
+MiscVal: $Value of miscellaneous feature
+
+MoSold: Month Sold (MM)
+
+YrSold: Year Sold (YYYY)
+
+SaleType: Type of sale
+		
+       WD 	Warranty Deed - Conventional
+       CWD	Warranty Deed - Cash
+       VWD	Warranty Deed - VA Loan
+       New	Home just constructed and sold
+       COD	Court Officer Deed/Estate
+       Con	Contract 15% Down payment regular terms
+       ConLw	Contract Low Down payment and low interest
+       ConLI	Contract Low Interest
+       ConLD	Contract Low Down
+       Oth	Other
+		
+SaleCondition: Condition of sale
+
+       Normal	Normal Sale
+       Abnorml	Abnormal Sale -  trade, foreclosure, short sale
+       AdjLand	Adjoining Land Purchase
+       Alloca	Allocation - two linked properties with separate deeds, typically condo with a garage unit	
+       Family	Sale between family members
+       Partial	Home was not completed when last assessed (associated with New Homes)
diff --git a/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