diff --git a/Week3_HousePrices_Team1.ipynb b/Week3_HousePrices_Team1.ipynb
new file mode 100644
index 0000000..b4d8ab7
--- /dev/null
+++ b/Week3_HousePrices_Team1.ipynb
@@ -0,0 +1,3181 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "fa7a5b4a",
+   "metadata": {},
+   "source": [
+    "# **House Prices Advanced Regression Project Team 1**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "11605cc2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "try:\n",
+    "    import shap\n",
+    "    import numpy as np \n",
+    "    import pandas as pd\n",
+    "    import matplotlib.pyplot as plt\n",
+    "    import seaborn as sns\n",
+    "    import os\n",
+    "except ImportError:\n",
+    "    import subprocess\n",
+    "    import sys\n",
+    "    subprocess.check_call([sys.executable, \"-m\", \"pip\", \"install\", \"shap\"])\n",
+    "    subprocess.check_call([sys.executable, \"-m\", \"pip\", \"install\", \"numpy\"])\n",
+    "    subprocess.check_call([sys.executable, \"-m\", \"pip\", \"install\", \"pandas\"])\n",
+    "    subprocess.check_call([sys.executable, \"-m\", \"pip\", \"install\", \"matplotlib\"])\n",
+    "    subprocess.check_call([sys.executable, \"-m\", \"pip\", \"install\", \"seaborn\"])\n",
+    "    \n",
+    "    import shap\n",
+    "    import numpy as np\n",
+    "    import pandas as pd\n",
+    "    import matplotlib.pyplot as plt\n",
+    "    import seaborn as sns\n",
+    "\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "8bfea36d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split, cross_val_score\n",
+    "from sklearn.compose import ColumnTransformer\n",
+    "from sklearn.pipeline import Pipeline\n",
+    "from sklearn.impute import SimpleImputer\n",
+    "from sklearn.preprocessing import OneHotEncoder, StandardScaler\n",
+    "from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor\n",
+    "from sklearn.metrics import mean_squared_error, r2_score, mean_absolute_error"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "be73f318",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
+    "    for filename in filenames:\n",
+    "        print(os.path.join(dirname, filename))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4ad6dcb3",
+   "metadata": {},
+   "source": [
+    "# **A) Data Loading and Inspection**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "b400e76f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "try:\n",
+    "    train_df = pd.read_csv('/kaggle/input/house-prices-advanced-regression-techniques/train.csv')\n",
+    "    test_df = pd.read_csv('/kaggle/input/house-prices-advanced-regression-techniques/test.csv')\n",
+    "except FileNotFoundError:\n",
+    "    train_df = pd.read_csv('train.csv')\n",
+    "    test_df = pd.read_csv('test.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "4700a4a9",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train shape: (1460, 81)\n",
+      "Test shape: (1459, 80)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Train shape:\", train_df.shape)\n",
+    "print(\"Test shape:\", test_df.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "c70cfa91",
+   "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": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "train_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "fcd34ecd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Id</th>\n",
+       "      <th>MSSubClass</th>\n",
+       "      <th>MSZoning</th>\n",
+       "      <th>LotFrontage</th>\n",
+       "      <th>LotArea</th>\n",
+       "      <th>Street</th>\n",
+       "      <th>Alley</th>\n",
+       "      <th>LotShape</th>\n",
+       "      <th>LandContour</th>\n",
+       "      <th>Utilities</th>\n",
+       "      <th>...</th>\n",
+       "      <th>ScreenPorch</th>\n",
+       "      <th>PoolArea</th>\n",
+       "      <th>PoolQC</th>\n",
+       "      <th>Fence</th>\n",
+       "      <th>MiscFeature</th>\n",
+       "      <th>MiscVal</th>\n",
+       "      <th>MoSold</th>\n",
+       "      <th>YrSold</th>\n",
+       "      <th>SaleType</th>\n",
+       "      <th>SaleCondition</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1461</td>\n",
+       "      <td>20</td>\n",
+       "      <td>RH</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>11622</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Reg</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>120</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MnPrv</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1462</td>\n",
+       "      <td>20</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>81.0</td>\n",
+       "      <td>14267</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Gar2</td>\n",
+       "      <td>12500</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1463</td>\n",
+       "      <td>60</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>13830</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>MnPrv</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1464</td>\n",
+       "      <td>60</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>9978</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>Lvl</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1465</td>\n",
+       "      <td>120</td>\n",
+       "      <td>RL</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>5005</td>\n",
+       "      <td>Pave</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IR1</td>\n",
+       "      <td>HLS</td>\n",
+       "      <td>AllPub</td>\n",
+       "      <td>...</td>\n",
+       "      <td>144</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2010</td>\n",
+       "      <td>WD</td>\n",
+       "      <td>Normal</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 80 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
+       "0  1461          20       RH         80.0    11622   Pave   NaN      Reg   \n",
+       "1  1462          20       RL         81.0    14267   Pave   NaN      IR1   \n",
+       "2  1463          60       RL         74.0    13830   Pave   NaN      IR1   \n",
+       "3  1464          60       RL         78.0     9978   Pave   NaN      IR1   \n",
+       "4  1465         120       RL         43.0     5005   Pave   NaN      IR1   \n",
+       "\n",
+       "  LandContour Utilities  ... ScreenPorch PoolArea PoolQC  Fence MiscFeature  \\\n",
+       "0         Lvl    AllPub  ...         120        0    NaN  MnPrv         NaN   \n",
+       "1         Lvl    AllPub  ...           0        0    NaN    NaN        Gar2   \n",
+       "2         Lvl    AllPub  ...           0        0    NaN  MnPrv         NaN   \n",
+       "3         Lvl    AllPub  ...           0        0    NaN    NaN         NaN   \n",
+       "4         HLS    AllPub  ...         144        0    NaN    NaN         NaN   \n",
+       "\n",
+       "  MiscVal MoSold  YrSold  SaleType  SaleCondition  \n",
+       "0       0      6    2010        WD         Normal  \n",
+       "1   12500      6    2010        WD         Normal  \n",
+       "2       0      3    2010        WD         Normal  \n",
+       "3       0      6    2010        WD         Normal  \n",
+       "4       0      1    2010        WD         Normal  \n",
+       "\n",
+       "[5 rows x 80 columns]"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "test_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "id": "cad79581",
+   "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     588 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": [
+    "train_df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "id": "f8a4261e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 1459 entries, 0 to 1458\n",
+      "Data columns (total 80 columns):\n",
+      " #   Column         Non-Null Count  Dtype  \n",
+      "---  ------         --------------  -----  \n",
+      " 0   Id             1459 non-null   int64  \n",
+      " 1   MSSubClass     1459 non-null   int64  \n",
+      " 2   MSZoning       1455 non-null   object \n",
+      " 3   LotFrontage    1232 non-null   float64\n",
+      " 4   LotArea        1459 non-null   int64  \n",
+      " 5   Street         1459 non-null   object \n",
+      " 6   Alley          107 non-null    object \n",
+      " 7   LotShape       1459 non-null   object \n",
+      " 8   LandContour    1459 non-null   object \n",
+      " 9   Utilities      1457 non-null   object \n",
+      " 10  LotConfig      1459 non-null   object \n",
+      " 11  LandSlope      1459 non-null   object \n",
+      " 12  Neighborhood   1459 non-null   object \n",
+      " 13  Condition1     1459 non-null   object \n",
+      " 14  Condition2     1459 non-null   object \n",
+      " 15  BldgType       1459 non-null   object \n",
+      " 16  HouseStyle     1459 non-null   object \n",
+      " 17  OverallQual    1459 non-null   int64  \n",
+      " 18  OverallCond    1459 non-null   int64  \n",
+      " 19  YearBuilt      1459 non-null   int64  \n",
+      " 20  YearRemodAdd   1459 non-null   int64  \n",
+      " 21  RoofStyle      1459 non-null   object \n",
+      " 22  RoofMatl       1459 non-null   object \n",
+      " 23  Exterior1st    1458 non-null   object \n",
+      " 24  Exterior2nd    1458 non-null   object \n",
+      " 25  MasVnrType     565 non-null    object \n",
+      " 26  MasVnrArea     1444 non-null   float64\n",
+      " 27  ExterQual      1459 non-null   object \n",
+      " 28  ExterCond      1459 non-null   object \n",
+      " 29  Foundation     1459 non-null   object \n",
+      " 30  BsmtQual       1415 non-null   object \n",
+      " 31  BsmtCond       1414 non-null   object \n",
+      " 32  BsmtExposure   1415 non-null   object \n",
+      " 33  BsmtFinType1   1417 non-null   object \n",
+      " 34  BsmtFinSF1     1458 non-null   float64\n",
+      " 35  BsmtFinType2   1417 non-null   object \n",
+      " 36  BsmtFinSF2     1458 non-null   float64\n",
+      " 37  BsmtUnfSF      1458 non-null   float64\n",
+      " 38  TotalBsmtSF    1458 non-null   float64\n",
+      " 39  Heating        1459 non-null   object \n",
+      " 40  HeatingQC      1459 non-null   object \n",
+      " 41  CentralAir     1459 non-null   object \n",
+      " 42  Electrical     1459 non-null   object \n",
+      " 43  1stFlrSF       1459 non-null   int64  \n",
+      " 44  2ndFlrSF       1459 non-null   int64  \n",
+      " 45  LowQualFinSF   1459 non-null   int64  \n",
+      " 46  GrLivArea      1459 non-null   int64  \n",
+      " 47  BsmtFullBath   1457 non-null   float64\n",
+      " 48  BsmtHalfBath   1457 non-null   float64\n",
+      " 49  FullBath       1459 non-null   int64  \n",
+      " 50  HalfBath       1459 non-null   int64  \n",
+      " 51  BedroomAbvGr   1459 non-null   int64  \n",
+      " 52  KitchenAbvGr   1459 non-null   int64  \n",
+      " 53  KitchenQual    1458 non-null   object \n",
+      " 54  TotRmsAbvGrd   1459 non-null   int64  \n",
+      " 55  Functional     1457 non-null   object \n",
+      " 56  Fireplaces     1459 non-null   int64  \n",
+      " 57  FireplaceQu    729 non-null    object \n",
+      " 58  GarageType     1383 non-null   object \n",
+      " 59  GarageYrBlt    1381 non-null   float64\n",
+      " 60  GarageFinish   1381 non-null   object \n",
+      " 61  GarageCars     1458 non-null   float64\n",
+      " 62  GarageArea     1458 non-null   float64\n",
+      " 63  GarageQual     1381 non-null   object \n",
+      " 64  GarageCond     1381 non-null   object \n",
+      " 65  PavedDrive     1459 non-null   object \n",
+      " 66  WoodDeckSF     1459 non-null   int64  \n",
+      " 67  OpenPorchSF    1459 non-null   int64  \n",
+      " 68  EnclosedPorch  1459 non-null   int64  \n",
+      " 69  3SsnPorch      1459 non-null   int64  \n",
+      " 70  ScreenPorch    1459 non-null   int64  \n",
+      " 71  PoolArea       1459 non-null   int64  \n",
+      " 72  PoolQC         3 non-null      object \n",
+      " 73  Fence          290 non-null    object \n",
+      " 74  MiscFeature    51 non-null     object \n",
+      " 75  MiscVal        1459 non-null   int64  \n",
+      " 76  MoSold         1459 non-null   int64  \n",
+      " 77  YrSold         1459 non-null   int64  \n",
+      " 78  SaleType       1458 non-null   object \n",
+      " 79  SaleCondition  1459 non-null   object \n",
+      "dtypes: float64(11), int64(26), object(43)\n",
+      "memory usage: 912.0+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "test_df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "id": "bf3fd307",
+   "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>Dataset</th>\n",
+       "      <th>Rows</th>\n",
+       "      <th>Columns</th>\n",
+       "      <th>Missing Values</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Train</td>\n",
+       "      <td>1460</td>\n",
+       "      <td>81</td>\n",
+       "      <td>7829</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Test</td>\n",
+       "      <td>1459</td>\n",
+       "      <td>80</td>\n",
+       "      <td>7878</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  Dataset  Rows  Columns  Missing Values\n",
+       "0   Train  1460       81            7829\n",
+       "1    Test  1459       80            7878"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "summary = pd.DataFrame({\n",
+    "    \"Dataset\": [\"Train\", \"Test\"],\n",
+    "    \"Rows\": [train_df.shape[0], test_df.shape[0]],\n",
+    "    \"Columns\": [train_df.shape[1], test_df.shape[1]],\n",
+    "    \"Missing Values\": [train_df.isnull().sum().sum(), test_df.isnull().sum().sum()]\n",
+    "})\n",
+    "\n",
+    "display(summary)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "84c6b63b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Duplicated records in train set: 0\n",
+      "Duplicated records in test set: 0\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Duplicated records in train set:\", train_df.duplicated().sum())\n",
+    "print(\"Duplicated records in test set:\", test_df.duplicated().sum())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "62eddb66",
+   "metadata": {},
+   "source": [
+    "# **B) EDA (Exploratory Data Analysis)**"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "da0391c1",
+   "metadata": {},
+   "source": [
+    "**1. Target Analysis (SalePrice)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "id": "267e19e3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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JCXrppZcIUQCASosrUgAAAABgEdOfAwAAAIBFBCkAAAAAsIggBQAAAAAWMdmEpKKiIu3fv1/BwcHON8wDAAAAuPIYY5Sbm6uoqKgLvlieICVp//79qlevXnmXAQAAAMBL7NmzR3Xr1j3vdoKUpODgYEm/f1nVq1cv52oAAAAAlJecnBzVq1fPmRHOhyAlOW/nq169OkEKAAAAwEUf+WGyCQAAAACwiCAFAAAAABYRpAAAAADAIoIUAAAAAFhEkAIAAAAAiwhSAAAAAGARQQoAAAAALCJIAQAAAIBFBCkAAAAAsIggBQAAAAAWEaQAAAAAwCKCFAAAAABYRJACAAAAAIsIUgAAAABgkW95FwB4i/T0dGVnZ3us/7CwMEVHR3usfwAAAJQdghSg30NUg4YNlXfypMeOERAYqB9TUwlTAAAAlQBBCpCUnZ2tvJMn1XP8TIXHxrm9/6y0XVr896eUnZ1NkAIAAKgECFLAH4THxqlOwyblXQYAAAC8HJNNAAAAAIBFBCkAAAAAsIggBQAAAAAWEaQAAAAAwCKCFAAAAABYRJACAAAAAIsIUgAAAABgEUEKAAAAACwiSAEAAACARQQpAAAAALCIIAUAAAAAFhGkAAAAAMAighQAAAAAWESQAgAAAACLCFIAAAAAYBFBCgAAAAAsIkgBAAAAgEUEKQAAAACwiCAFAAAAABYRpAAAAADAIoIUAAAAAFhEkAIAAAAAiwhSAAAAAGARQQoAAAAALCrXIJWUlKSbb75ZwcHBCg8PV7du3bRz506XNn379pXNZnP5tGzZ0qVNfn6+hgwZorCwMAUFBenee+/V3r17y/JUAAAAAFxByjVIrV69WoMGDdL69euVkpKi06dPq0OHDjpx4oRLu7vvvlsZGRnOzyeffOKyfdiwYVq6dKkWLlyoNWvW6Pjx4+rSpYvOnDlTlqcDAAAA4ArhW54H/+yzz1yWk5OTFR4ero0bN+qOO+5wrrfb7XI4HCX2cezYMc2ePVvvvPOO7rrrLknS/PnzVa9ePa1cuVIdO3b03AkAAAAAuCJ51TNSx44dkySFhoa6rP/yyy8VHh6ua6+9Vn/+85+VlZXl3LZx40YVFhaqQ4cOznVRUVGKj4/X2rVrSzxOfn6+cnJyXD4AAAAAcKm8JkgZYzR8+HDddtttio+Pd67v1KmT/vWvf+mLL77Qq6++qu+++0533nmn8vPzJUmZmZny9/dXzZo1XfqLiIhQZmZmicdKSkpSSEiI81OvXj3PnRgAAACASqdcb+37o8GDB2vbtm1as2aNy/pevXo5/zs+Pl7NmzdXTEyMPv74Y/Xo0eO8/RljZLPZStw2atQoDR8+3Lmck5NDmAIAAABwybziitSQIUO0bNkyrVq1SnXr1r1g28jISMXExGjXrl2SJIfDoYKCAh05csSlXVZWliIiIkrsw263q3r16i4fAAAAALhU5RqkjDEaPHiwlixZoi+++EKxsbEX3efQoUPas2ePIiMjJUnNmjWTn5+fUlJSnG0yMjK0Y8cOtW7d2mO1AwAAALhyleutfYMGDdK7776rDz/8UMHBwc5nmkJCQhQQEKDjx48rMTFR999/vyIjI/Xbb7/pueeeU1hYmLp37+5s269fP40YMUK1atVSaGioRo4cqcaNGztn8QMAAAAAdyrXIDVz5kxJUkJCgsv65ORk9e3bV1WqVNH27ds1b948HT16VJGRkWrbtq0WLVqk4OBgZ/spU6bI19dXPXv2VF5entq1a6c5c+aoSpUqZXk6AAAAAK4Q5RqkjDEX3B4QEKDly5dftJ+qVatq2rRpmjZtmrtKAwAAAIDz8orJJgAAAACgIiFIAQAAAIBFBCkAAAAAsIggBQAAAAAWEaQAAAAAwCKCFAAAAABYRJACAAAAAIsIUgAAAABgEUEKAAAAACwiSAEAAACARQQpAAAAALCIIAUAAAAAFhGkAAAAAMAighQAAAAAWESQAgAAAACLCFIAAAAAYJFveRcAWJGenq7s7Gy395uamur2PgEAAFB5EaRQYaSnp6tBw4bKO3myvEsBAADAFY4ghQojOztbeSdPquf4mQqPjXNr3zu//lwpM5Lc2icAAAAqL4IUKpzw2DjVadjErX1mpe1ya38AAACo3JhsAgAAAAAsIkgBAAAAgEUEKQAAAACwiCAFAAAAABYRpAAAAADAIoIUAAAAAFhEkAIAAAAAiwhSAAAAAGARQQoAAAAALCJIAQAAAIBFBCkAAAAAsIggBQAAAAAWEaQAAAAAwCKCFAAAAABYRJACAAAAAIt8y7sA4EqSmprqkX7DwsIUHR3tkb4BAABQHEEKKAO52Qdk8/FR7969PdJ/QGCgfkxNJUwBAACUEYIUUAbycnNkiorUc/xMhcfGubXvrLRdWvz3p5SdnU2QAgAAKCMEKaAMhcfGqU7DJuVdBgAAAC4Tk00AAAAAgEUEKQAAAACwiCAFAAAAABYRpAAAAADAIoIUAAAAAFhEkAIAAAAAiwhSAAAAAGARQQoAAAAALCJIAQAAAIBFBCkAAAAAsIggBQAAAAAWEaQAAAAAwCKCFAAAAABYRJACAAAAAIsIUgAAAABgEUEKAAAAACwiSAEAAACAReUapJKSknTzzTcrODhY4eHh6tatm3bu3OnSxhijxMRERUVFKSAgQAkJCfr+++9d2uTn52vIkCEKCwtTUFCQ7r33Xu3du7csTwUAAADAFaRcg9Tq1as1aNAgrV+/XikpKTp9+rQ6dOigEydOONtMnDhRkydP1vTp0/Xdd9/J4XCoffv2ys3NdbYZNmyYli5dqoULF2rNmjU6fvy4unTpojNnzpTHaQEAAACo5HzL8+CfffaZy3JycrLCw8O1ceNG3XHHHTLGaOrUqRo9erR69OghSZo7d64iIiL07rvv6sknn9SxY8c0e/ZsvfPOO7rrrrskSfPnz1e9evW0cuVKdezYsczPCwAAAEDl5lXPSB07dkySFBoaKklKS0tTZmamOnTo4Gxjt9vVpk0brV27VpK0ceNGFRYWurSJiopSfHy8s8258vPzlZOT4/IBAAAAgEvlNUHKGKPhw4frtttuU3x8vCQpMzNTkhQREeHSNiIiwrktMzNT/v7+qlmz5nnbnCspKUkhISHOT7169dx9OgAAAAAqMa8JUoMHD9a2bdu0YMGCYttsNpvLsjGm2LpzXajNqFGjdOzYMednz549pS8cAAAAwBXHK4LUkCFDtGzZMq1atUp169Z1rnc4HJJU7MpSVlaW8yqVw+FQQUGBjhw5ct4257Lb7apevbrLBwAAAAAuVbkGKWOMBg8erCVLluiLL75QbGysy/bY2Fg5HA6lpKQ41xUUFGj16tVq3bq1JKlZs2by8/NzaZORkaEdO3Y42wAAAACAO5XrrH2DBg3Su+++qw8//FDBwcHOK08hISEKCAiQzWbTsGHDNGHCBMXFxSkuLk4TJkxQYGCgHn74YWfbfv36acSIEapVq5ZCQ0M1cuRINW7c2DmLHwAAAAC4U7kGqZkzZ0qSEhISXNYnJyerb9++kqSnn35aeXl5GjhwoI4cOaIWLVpoxYoVCg4OdrafMmWKfH191bNnT+Xl5aldu3aaM2eOqlSpUlanAgAAAOAKUq5Byhhz0TY2m02JiYlKTEw8b5uqVatq2rRpmjZtmhurAwAAAICSecVkEwAAAABQkRCkAAAAAMAighQAAAAAWESQAgAAAACLCFIAAAAAYBFBCgAAAAAsIkgBAAAAgEUEKQAAAACwiCAFAAAAABYRpAAAAADAIoIUAAAAAFhEkAIAAAAAiwhSAAAAAGARQQoAAAAALCJIAQAAAIBFBCkAAAAAsIggBQAAAAAWEaQAAAAAwCKCFAAAAABYRJACAAAAAIsIUgAAAABgEUEKAAAAACwiSAEAAACARQQpAAAAALDIt7wLAOAeqampHus7LCxM0dHRHusfAACgoiFIARVcbvYB2Xx81Lt3b48dIyAwUD+mphKmAAAA/hdBCqjg8nJzZIqK1HP8TIXHxrm9/6y0XVr896eUnZ1NkAIAAPhfBCmgkgiPjVOdhk3KuwwAAIArApNNAAAAAIBFBCkAAAAAsIggBQAAAAAWEaQAAAAAwCKCFAAAAABYRJACAAAAAIsIUgAAAABgEUEKAAAAACwiSAEAAACARaUKUmlpae6uAwAAAAAqjFIFqWuuuUZt27bV/PnzderUKXfXBAAAAABerVRBauvWrbrppps0YsQIORwOPfnkk/r222/dXRsAAAAAeKVSBan4+HhNnjxZ+/btU3JysjIzM3Xbbbfp+uuv1+TJk3Xw4EF31wkAAAAAXuOyJpvw9fVV9+7dtXjxYr3yyiv65ZdfNHLkSNWtW1ePPfaYMjIy3FUnAAAAAHiNywpSGzZs0MCBAxUZGanJkydr5MiR+uWXX/TFF19o3759uu+++9xVJwAAAAB4Dd/S7DR58mQlJydr586d6ty5s+bNm6fOnTvLx+f3XBYbG6s333xTDRo0cGuxAAAAAOANShWkZs6cqSeeeEKPP/64HA5HiW2io6M1e/bsyyoOAAAAALxRqYLUrl27LtrG399fffr0KU33AAAAAODVSvWMVHJysv79738XW//vf/9bc+fOveyiAAAAAMCblSpIvfzyywoLCyu2Pjw8XBMmTLjsogAAAADAm5UqSO3evVuxsbHF1sfExCg9Pf2yiwIAAAAAb1aqIBUeHq5t27YVW79161bVqlXrsosCAAAAAG9WqiD14IMP6q9//atWrVqlM2fO6MyZM/riiy80dOhQPfjgg+6uEQAAAAC8Sqlm7Rs/frx2796tdu3aydf39y6Kior02GOP8YwUAAAAgEqvVEHK399fixYt0osvvqitW7cqICBAjRs3VkxMjLvrAwAAAACvU6ogdda1116ra6+91l21AAAAAECFUKogdebMGc2ZM0eff/65srKyVFRU5LL9iy++cEtxAAAAAOCNShWkhg4dqjlz5uiee+5RfHy8bDabu+sCAAAAAK9VqiC1cOFCLV68WJ07d76sg3/11VeaNGmSNm7cqIyMDC1dulTdunVzbu/bt6/mzp3rsk+LFi20fv1653J+fr5GjhypBQsWKC8vT+3atdOMGTNUt27dy6oNAAAAAM6nVNOf+/v765prrrnsg584cUJNmjTR9OnTz9vm7rvvVkZGhvPzySefuGwfNmyYli5dqoULF2rNmjU6fvy4unTpojNnzlx2fQAAAABQklJdkRoxYoRee+01TZ8+/bJu6+vUqZM6dep0wTZ2u10Oh6PEbceOHdPs2bP1zjvv6K677pIkzZ8/X/Xq1dPKlSvVsWPHUtcGAAAAAOdTqiC1Zs0arVq1Sp9++qmuv/56+fn5uWxfsmSJW4qTpC+//FLh4eGqUaOG2rRpo5deeknh4eGSpI0bN6qwsFAdOnRwto+KilJ8fLzWrl173iCVn5+v/Px853JOTo7b6gUAAABQ+ZUqSNWoUUPdu3d3dy3FdOrUSQ888IBiYmKUlpamMWPG6M4779TGjRtlt9uVmZkpf39/1axZ02W/iIgIZWZmnrffpKQkjRs3ztPlAwAAAKikShWkkpOT3V1HiXr16uX87/j4eDVv3lwxMTH6+OOP1aNHj/PuZ4y54C2Ho0aN0vDhw53LOTk5qlevnnuKBgAAAFDplWqyCUk6ffq0Vq5cqTfffFO5ubmSpP379+v48eNuK+5ckZGRiomJ0a5duyRJDodDBQUFOnLkiEu7rKwsRUREnLcfu92u6tWru3wAAAAA4FKVKkjt3r1bjRs31n333adBgwbp4MGDkqSJEydq5MiRbi3wjw4dOqQ9e/YoMjJSktSsWTP5+fkpJSXF2SYjI0M7duxQ69atPVYHAAAAgCtbqV/I27x5c23dulW1atVyru/evbv69+9/yf0cP35cP//8s3M5LS1NW7ZsUWhoqEJDQ5WYmKj7779fkZGR+u233/Tcc88pLCzM+XxWSEiI+vXrpxEjRqhWrVoKDQ3VyJEj1bhxY+csfgAAAADgbqWete/rr7+Wv7+/y/qYmBjt27fvkvvZsGGD2rZt61w++9xSnz59NHPmTG3fvl3z5s3T0aNHFRkZqbZt22rRokUKDg527jNlyhT5+vqqZ8+ezhfyzpkzR1WqVCnNqQEAAADARZUqSBUVFZX4wtu9e/e6hJyLSUhIkDHmvNuXL19+0T6qVq2qadOmadq0aZd8XAAAAAC4HKV6Rqp9+/aaOnWqc9lms+n48eMaO3asOnfu7K7aAAAAAMArleqK1JQpU9S2bVs1atRIp06d0sMPP6xdu3YpLCxMCxYscHeNAAAAAOBVShWkoqKitGXLFi1YsECbNm1SUVGR+vXrp0ceeUQBAQHurhEAAAAAvEqpgpQkBQQE6IknntATTzzhznoAAAAAwOuVKkjNmzfvgtsfe+yxUhUDAAAAABVBqd8j9UeFhYU6efKk/P39FRgYSJACAAAAUKmVata+I0eOuHyOHz+unTt36rbbbmOyCQAAAACVXqmCVEni4uL08ssvF7taBQAAAACVjduClCRVqVJF+/fvd2eXAAAAAOB1SvWM1LJly1yWjTHKyMjQ9OnTdeutt7qlMAAAAADwVqUKUt26dXNZttlsql27tu688069+uqr7qgLAAAAALxWqYJUUVGRu+sAAAAAgArDrc9IAQAAAMCVoFRXpIYPH37JbSdPnlyaQwAAAACA1ypVkNq8ebM2bdqk06dP67rrrpMk/fTTT6pSpYqaNm3qbGez2dxTJQAAAAB4kVIFqa5duyo4OFhz585VzZo1Jf3+kt7HH39ct99+u0aMGOHWIgEAAADAm5TqGalXX31VSUlJzhAlSTVr1tT48eOZtQ8AAABApVeqIJWTk6MDBw4UW5+VlaXc3NzLLgoAAAAAvFmpglT37t31+OOP67333tPevXu1d+9evffee+rXr5969Ojh7hoBAAAAwKuU6hmpWbNmaeTIkerdu7cKCwt/78jXV/369dOkSZPcWiAAAAAAeJtSBanAwEDNmDFDkyZN0i+//CJjjK655hoFBQW5uz4AAAAA8DqX9ULejIwMZWRk6Nprr1VQUJCMMe6qCwAAAAC8VqmC1KFDh9SuXTtde+216ty5szIyMiRJ/fv3Z+pzAAAAAJVeqYLU3/72N/n5+Sk9PV2BgYHO9b169dJnn33mtuIAAAAAwBuV6hmpFStWaPny5apbt67L+ri4OO3evdsthQEAAACAtyrVFakTJ064XIk6Kzs7W3a7/bKLAgAAAABvVqogdccdd2jevHnOZZvNpqKiIk2aNElt27Z1W3EAAAAA4I1KdWvfpEmTlJCQoA0bNqigoEBPP/20vv/+ex0+fFhff/21u2sEAAAAAK9SqitSjRo10rZt23TLLbeoffv2OnHihHr06KHNmzfr6quvdneNAAAAAOBVLF+RKiwsVIcOHfTmm29q3LhxnqgJAAAAALya5StSfn5+2rFjh2w2myfqAQAAAACvV6pb+x577DHNnj3b3bUAAAAAQIVQqskmCgoK9PbbbyslJUXNmzdXUFCQy/bJkye7pTgAAAAA8EaWgtSvv/6q+vXra8eOHWratKkk6aeffnJpwy1/AAAAACo7S0EqLi5OGRkZWrVqlSSpV69eev311xUREeGR4gAAAADAG1l6RsoY47L86aef6sSJE24tCAAAAAC8Xakmmzjr3GAFAAAAAFcCS0HKZrMVewaKZ6IAAAAAXGksPSNljFHfvn1lt9slSadOndKAAQOKzdq3ZMkS91UIAAAAAF7GUpDq06ePy3Lv3r3dWgwAAAAAVASWglRycrKn6gAAAACACuOyJpsAAAAAgCsRQQoAAAAALCJIAQAAAIBFBCkAAAAAsIggBQAAAAAWEaQAAAAAwCKCFAAAAABYRJACAAAAAIsIUgAAAABgEUEKAAAAACwiSAEAAACARQQpAAAAALCIIAUAAAAAFvmWdwEAKobU1FSP9BsWFqbo6GiP9A0AAOApBCkAF5SbfUA2Hx/17t3bI/0HBAbqx9RUwhQAAKhQCFIALigvN0emqEg9x89UeGycW/vOStulxX9/StnZ2QQpAABQoZRrkPrqq680adIkbdy4URkZGVq6dKm6devm3G6M0bhx4/SPf/xDR44cUYsWLfTGG2/o+uuvd7bJz8/XyJEjtWDBAuXl5aldu3aaMWOG6tatWw5nBFRe4bFxqtOwSXmXAQAA4BXKdbKJEydOqEmTJpo+fXqJ2ydOnKjJkydr+vTp+u677+RwONS+fXvl5uY62wwbNkxLly7VwoULtWbNGh0/flxdunTRmTNnyuo0AAAAAFxhyvWKVKdOndSpU6cStxljNHXqVI0ePVo9evSQJM2dO1cRERF699139eSTT+rYsWOaPXu23nnnHd11112SpPnz56tevXpauXKlOnbsWGLf+fn5ys/Pdy7n5OS4+cwAAAAAVGZeO/15WlqaMjMz1aFDB+c6u92uNm3aaO3atZKkjRs3qrCw0KVNVFSU4uPjnW1KkpSUpJCQEOenXr16njsRAAAAAJWO1042kZmZKUmKiIhwWR8REaHdu3c72/j7+6tmzZrF2pzdvySjRo3S8OHDncs5OTmEKTdJT09Xdna2R/r21PTbAAAAgFVeG6TOstlsLsvGmGLrznWxNna7XXa73S314f+kp6erQcOGyjt5srxLAQAAADzKa4OUw+GQ9PtVp8jISOf6rKws51Uqh8OhgoICHTlyxOWqVFZWllq3bl22BUPZ2dnKO3nSI9NkS9LOrz9Xyowkt/cLAAAAWOW1QSo2NlYOh0MpKSm66aabJEkFBQVavXq1XnnlFUlSs2bN5Ofnp5SUFPXs2VOSlJGRoR07dmjixInlVvuVzlPTZGel7XJ7nwAAAEBplGuQOn78uH7++WfnclpamrZs2aLQ0FBFR0dr2LBhmjBhguLi4hQXF6cJEyYoMDBQDz/8sCQpJCRE/fr104gRI1SrVi2FhoZq5MiRaty4sXMWPwAAAABwt3INUhs2bFDbtm2dy2cngOjTp4/mzJmjp59+Wnl5eRo4cKDzhbwrVqxQcHCwc58pU6bI19dXPXv2dL6Qd86cOapSpUqZnw8AAACAK0O5BqmEhAQZY8673WazKTExUYmJiedtU7VqVU2bNk3Tpk3zQIUAAAAAUJzXvkcKAAAAALyV1042AeDK4al3hIWFhSk6OtojfQMAgCsbQQpAucnNPiCbj4969+7tkf4DAgP1Y2oqYQoAALgdQQpAucnLzZEpKvLIu8ey0nZp8d+fUnZ2NkEKAAC4HUEKQLnz1LvHAAAAPIXJJgAAAADAIoIUAAAAAFhEkAIAAAAAiwhSAAAAAGARQQoAAAAALCJIAQAAAIBFBCkAAAAAsIggBQAAAAAWEaQAAAAAwCKCFAAAAABYRJACAAAAAIsIUgAAAABgEUEKAAAAACwiSAEAAACARQQpAAAAALCIIAUAAAAAFhGkAAAAAMAighQAAAAAWESQAgAAAACLCFIAAAAAYBFBCgAAAAAsIkgBAAAAgEUEKQAAAACwiCAFAAAAABYRpAAAAADAIoIUAAAAAFhEkAIAAAAAiwhSAAAAAGARQQoAAAAALCJIAQAAAIBFBCkAAAAAsIggBQAAAAAWEaQAAAAAwCKCFAAAAABYRJACAAAAAIsIUgAAAABgEUEKAAAAACwiSAEAAACARQQpAAAAALCIIAUAAAAAFhGkAAAAAMAighQAAAAAWESQAgAAAACLfMu7AADwpNTUVI/1HRYWpujoaI/1DwAAvBdBCkCllJt9QDYfH/Xu3dtjxwgIDNSPqamEKQAArkAEKQCVUl5ujkxRkXqOn6nw2Di395+VtkuL//6UsrOzCVIAAFyBCFIAKrXw2DjVadikvMsAAACVDJNNAAAAAIBFBCkAAAAAsIggBQAAAAAWEaQAAAAAwCKvDlKJiYmy2WwuH4fD4dxujFFiYqKioqIUEBCghIQEff/99+VYMQAAAIArgVcHKUm6/vrrlZGR4fxs377duW3ixImaPHmypk+fru+++04Oh0Pt27dXbm5uOVYMAAAAoLLz+iDl6+srh8Ph/NSuXVvS71ejpk6dqtGjR6tHjx6Kj4/X3LlzdfLkSb377rvlXDUAAACAyszrg9SuXbsUFRWl2NhYPfjgg/r1118lSWlpacrMzFSHDh2cbe12u9q0aaO1a9desM/8/Hzl5OS4fAAAAADgUnl1kGrRooXmzZun5cuX66233lJmZqZat26tQ4cOKTMzU5IUERHhsk9ERIRz2/kkJSUpJCTE+alXr57HzgEAAABA5ePVQapTp066//771bhxY9111136+OOPJUlz5851trHZbC77GGOKrTvXqFGjdOzYMednz5497i8eAAAAQKXl1UHqXEFBQWrcuLF27drlnL3v3KtPWVlZxa5Snctut6t69eouHwAAAAC4VBUqSOXn5ys1NVWRkZGKjY2Vw+FQSkqKc3tBQYFWr16t1q1bl2OVAAAAACo73/Iu4EJGjhyprl27Kjo6WllZWRo/frxycnLUp08f2Ww2DRs2TBMmTFBcXJzi4uI0YcIEBQYG6uGHHy7v0gEAAABUYl4dpPbu3auHHnpI2dnZql27tlq2bKn169crJiZGkvT0008rLy9PAwcO1JEjR9SiRQutWLFCwcHB5Vw5AAAAgMrMq4PUwoULL7jdZrMpMTFRiYmJZVMQAAAAAKiCPSMFAAAAAN6AIAUAAAAAFnn1rX0A4O1SU1M90m9YWJiio6M90jcAALh8BCkAKIXc7AOy+fiod+/eHuk/IDBQP6amEqYAAPBSBCkAKIW83ByZoiL1HD9T4bFxbu07K22XFv/9KWVnZxOkAADwUgQpALgM4bFxqtOwSXmXAQAAyhiTTQAAAACARQQpAAAAALCIW/uuQOnp6crOznZ7v56avQwAAADwNgSpK0x6eroaNGyovJMny7sUAAAAoMIiSF1hsrOzlXfypEdmGtv59edKmZHk1j4BAAAAb0SQukJ5YqaxrLRdbu0PAAAA8FYEKQDwUp587jAsLIx3VAEAcBkIUgDgZXKzD8jm46PevXt77BgBgYH6MTWVMAUAQCkRpADAy+Tl5sgUFXnkWUbp99twF//9KWVnZxOkAAAoJYIUAHgpTzzLCAAA3IMX8gIAAACARQQpAAAAALCIIAUAAAAAFhGkAAAAAMAighQAAAAAWESQAgAAAACLCFIAAAAAYBFBCgAAAAAsIkgBAAAAgEUEKQAAAACwyLe8CwAAlI/U1FSP9BsWFqbo6GiP9A0AgLcgSAHAFSY3+4BsPj7q3bu3R/oPCAzUj6mphCkAQKVGkAKAK0xebo5MUZF6jp+p8Ng4t/adlbZLi//+lLKzswlSAIBKjSAFAFeo8Ng41WnYpLzLAACgQmKyCQAAAACwiCAFAAAAABYRpAAAAADAIoIUAAAAAFhEkAIAAAAAiwhSAAAAAGAR058DACqU9PR0ZWdne6TvsLAw3n8FALgkBCkAQIWRnp6uBg0bKu/kSY/0HxAYqB9TUwlTAICLIkgBACqM7Oxs5Z08qZ7jZyo8Ns6tfWel7dLivz+l7OxsghQA4KIIUgCACic8Nk51GjYp7zIAAFcwJpsAAAAAAIsIUgAAAABgEUEKAAAAACwiSAEAAACARUw24YU8+Y6U1NRUj/QLAAAAXEkIUl7G0+9IAYCy4Klf2vDLIACAtyBIeRlPviNFknZ+/blSZiS5vV8AkKTc7AOy+fiod+/e5V0KAAAeRZDyUp56R0pW2i639wkAZ+Xl5sgUFfHLIABApUeQAgC4XUX+ZZAnbx8MCwtTdHS0x/oHAJQdghQAACqb2xLtVavq/ffeU2RkpNv7JqQBQNkiSAEAIM/flpi2+Rt9MnmMunTp4va+JSkgMFA/pqYSpgCgjBCkAAD4A0/eluipoJaVtkuL//6UsrOzCVIAUEYIUgAAlCFPBTUAQNkiSAEAUEkwUQYAlB2CFAAAFVxZTJTBM1gA4IogBQBABefpiTJ4BgsAiqs0QWrGjBmaNGmSMjIydP3112vq1Km6/fbby7ssAADKjKefv/LUrYMV+bbB9PR0ZWdne6x/vpuSVeTvpSLj591VpQhSixYt0rBhwzRjxgzdeuutevPNN9WpUyf98MMPFWowAADwRp6+ddCT79eSpPz8fNntdrf3m5GRoT898IBO5eW5ve+zKuq7x9LT09WgYUPlnTzpkf651bTseXpMpYo3rpUiSE2ePFn9+vVT//79JUlTp07V8uXLNXPmTCUlJZVzdQAAVGyevHXQ0+/XkiSbj49MUZHH+ufdY8VlZ2cr7+RJpvuvRDw5plLFHNcKH6QKCgq0ceNGPfvssy7rO3TooLVr15a4T35+vvLz853Lx44dkyTl5OR4rtBLdPz4cUnSvtRtKjh5wu39H/xtl8f692Tfnu6f2sun/4rat6f7p/by6Z/aL95/4ak8t/d/8ughmaIi3f7YINVw1HFr35K09/st2vzxYo/0f7ZvT3wvkme/m6OZ+/TfeW9o+fLluu6669zatyTt3LlTkmd+ZgpP/X4FcOPGjc5/N7mbj4+PijwUvj3Ztyf79+SYnu1X+v3fwuX9b/KzxzfGXLCdzVyshZfbv3+/6tSpo6+//lqtW7d2rp8wYYLmzp3rHPQ/SkxM1Lhx48qyTAAAAAAVyJ49e1S3bt3zbq/wV6TOstlsLsvGmGLrzho1apSGDx/uXC4qKtLu3bt14403as+ePapevbpHa8X55eTkqF69eoxDOWMcvAPjUP4YA+/AOHgHxsE7MA6eZ4xRbm6uoqKiLtiuwgepsLAwValSRZmZmS7rs7KyFBERUeI+dru92EOnPj4+kqTq1avzQ+kFGAfvwDh4B8ah/DEG3oFx8A6Mg3dgHDwrJCTkom18yqAOj/L391ezZs2UkpLisj4lJcXlVj8AAAAAcJcKf0VKkoYPH65HH31UzZs3V6tWrfSPf/xD6enpGjBgQHmXBgAAAKASqhRBqlevXjp06JBeeOEFZWRkKD4+Xp988oliYmIuuQ+73a6xY8d65D0TuHSMg3dgHLwD41D+GAPvwDh4B8bBOzAO3qPCz9oHAAAAAGWtwj8jBQAAAABljSAFAAAAABYRpAAAAADAIoIUAAAAAFhEkJI0Y8YMxcbGqmrVqmrWrJn++9//lndJXuurr75S165dFRUVJZvNpg8++MBluzFGiYmJioqKUkBAgBISEvT999+7tMnPz9eQIUMUFhamoKAg3Xvvvdq7d69LmyNHjujRRx9VSEiIQkJC9Oijj+ro0aMubdLT09W1a1cFBQUpLCxMf/3rX1VQUODSZvv27WrTpo0CAgJUp04dvfDCC6ro86skJSXp5ptvVnBwsMLDw9WtWzft3LnTpQ3j4HkzZ87UDTfc4HwhYqtWrfTpp586tzMGZS8pKUk2m03Dhg1zrmMcykZiYqJsNpvLx+FwOLczDmVj37596t27t2rVqqXAwEDdeOON2rhxo3M74+B59evXL/ZnwWazadCgQZIYg0rHXOEWLlxo/Pz8zFtvvWV++OEHM3ToUBMUFGR2795d3qV5pU8++cSMHj3avP/++0aSWbp0qcv2l19+2QQHB5v333/fbN++3fTq1ctERkaanJwcZ5sBAwaYOnXqmJSUFLNp0ybTtm1b06RJE3P69Glnm7vvvtvEx8ebtWvXmrVr15r4+HjTpUsX5/bTp0+b+Ph407ZtW7Np0yaTkpJioqKizODBg51tjh07ZiIiIsyDDz5otm/fbt5//30THBxs/t//+3+e+4LKQMeOHU1ycrLZsWOH2bJli7nnnntMdHS0OX78uLMN4+B5y5YtMx9//LHZuXOn2blzp3nuueeMn5+f2bFjhzGGMShr3377ralfv7654YYbzNChQ53rGYeyMXbsWHP99debjIwM5ycrK8u5nXHwvMOHD5uYmBjTt29f880335i0tDSzcuVK8/PPPzvbMA6el5WV5fLnICUlxUgyq1atMsYwBpXNFR+kbrnlFjNgwACXdQ0aNDDPPvtsOVVUcZwbpIqKiozD4TAvv/yyc92pU6dMSEiImTVrljHGmKNHjxo/Pz+zcOFCZ5t9+/YZHx8f89lnnxljjPnhhx+MJLN+/Xpnm3Xr1hlJ5scffzTG/B7ofHx8zL59+5xtFixYYOx2uzl27JgxxpgZM2aYkJAQc+rUKWebpKQkExUVZYqKitz4TZSvrKwsI8msXr3aGMM4lKeaNWuat99+mzEoY7m5uSYuLs6kpKSYNm3aOIMU41B2xo4da5o0aVLiNsahbDzzzDPmtttuO+92xqF8DB061Fx99dWmqKiIMaiEruhb+woKCrRx40Z16NDBZX2HDh20du3acqqq4kpLS1NmZqbL92m329WmTRvn97lx40YVFha6tImKilJ8fLyzzbp16xQSEqIWLVo427Rs2VIhISEubeLj4xUVFeVs07FjR+Xn5ztvY1i3bp3atGnj8sK6jh07av/+/frtt9/c/wWUk2PHjkmSQkNDJTEO5eHMmTNauHChTpw4oVatWjEGZWzQoEG65557dNddd7msZxzK1q5duxQVFaXY2Fg9+OCD+vXXXyUxDmVl2bJlat68uR544AGFh4frpptu0ltvveXczjiUvYKCAs2fP19PPPGEbDYbY1AJXdFBKjs7W2fOnFFERITL+oiICGVmZpZTVRXX2e/sQt9nZmam/P39VbNmzQu2CQ8PL9Z/eHi4S5tzj1OzZk35+/tfsM3Z5coyvsYYDR8+XLfddpvi4+MlMQ5lafv27apWrZrsdrsGDBigpUuXqlGjRoxBGVq4cKE2bdqkpKSkYtsYh7LTokULzZs3T8uXL9dbb72lzMxMtW7dWocOHWIcysivv/6qmTNnKi4uTsuXL9eAAQP017/+VfPmzZPEn4fy8MEHH+jo0aPq27evJMagMvIt7wK8gc1mc1k2xhRbh0tXmu/z3DYltXdHG/O/D1BWlvEdPHiwtm3bpjVr1hTbxjh43nXXXactW7bo6NGjev/999WnTx+tXr3auZ0x8Kw9e/Zo6NChWrFihapWrXredoyD53Xq1Mn5340bN1arVq109dVXa+7cuWrZsqUkxsHTioqK1Lx5c02YMEGSdNNNN+n777/XzJkz9dhjjznbMQ5lZ/bs2erUqZPLVSGJMahMrugrUmFhYapSpUqx1J2VlVUsoePizs7QdKHv0+FwqKCgQEeOHLlgmwMHDhTr/+DBgy5tzj3OkSNHVFhYeME2WVlZkor/NqgiGjJkiJYtW6ZVq1apbt26zvWMQ9nx9/fXNddco+bNmyspKUlNmjTRa6+9xhiUkY0bNyorK0vNmjWTr6+vfH19tXr1ar3++uvy9fU9729WGQfPCwoKUuPGjbVr1y7+PJSRyMhINWrUyGVdw4YNlZ6eLom/G8ra7t27tXLlSvXv39+5jjGofK7oIOXv769mzZopJSXFZX1KSopat25dTlVVXLGxsXI4HC7fZ0FBgVavXu38Pps1ayY/Pz+XNhkZGdqxY4ezTatWrXTs2DF9++23zjbffPONjh075tJmx44dysjIcLZZsWKF7Ha7mjVr5mzz1VdfuUz1uWLFCkVFRal+/fru/wLKiDFGgwcP1pIlS/TFF18oNjbWZTvjUH6MMcrPz2cMyki7du20fft2bdmyxflp3ry5HnnkEW3ZskVXXXUV41BO8vPzlZqaqsjISP48lJFbb7212KswfvrpJ8XExEji74aylpycrPDwcN1zzz3OdYxBJeTBiSwqhLPTn8+ePdv88MMPZtiwYSYoKMj89ttv5V2aV8rNzTWbN282mzdvNpLM5MmTzebNm53Txb/88ssmJCTELFmyxGzfvt089NBDJU7rWbduXbNy5UqzadMmc+edd5Y4recNN9xg1q1bZ9atW2caN25c4rSe7dq1M5s2bTIrV640devWdZnW8+jRoyYiIsI89NBDZvv27WbJkiWmevXqFX5az6eeesqEhISYL7/80mWK1ZMnTzrbMA6eN2rUKPPVV1+ZtLQ0s23bNvPcc88ZHx8fs2LFCmMMY1Be/jhrnzGMQ1kZMWKE+fLLL82vv/5q1q9fb7p06WKCg4Odf5cyDp737bffGl9fX/PSSy+ZXbt2mX/9618mMDDQzJ8/39mGcSgbZ86cMdHR0eaZZ54pto0xqFyu+CBljDFvvPGGiYmJMf7+/qZp06bOaaRR3KpVq4ykYp8+ffoYY36fXnXs2LHG4XAYu91u7rjjDrN9+3aXPvLy8szgwYNNaGioCQgIMF26dDHp6ekubQ4dOmQeeeQRExwcbIKDg80jjzxijhw54tJm9+7d5p577jEBAQEmNDTUDB482GUKT2OM2bZtm7n99tuN3W43DofDJCYmVvgpPUv6/iWZ5ORkZxvGwfOeeOIJ5/83ateubdq1a+cMUcYwBuXl3CDFOJSNs+/C8fPzM1FRUaZHjx7m+++/d25nHMrGRx99ZOLj443dbjcNGjQw//jHP1y2Mw5lY/ny5UaS2blzZ7FtjEHlYjOG1xcDAAAAgBVX9DNSAAAAAFAaBCkAAAAAsIggBQAAAAAWEaQAAAAAwCKCFAAAAABYRJACAAAAAIsIUgAAAABgEUEKAAAAACwiSAEAKp05c+aoRo0aZXIsm82mDz74oEyOBQDwHgQpAIDXycrK0pNPPqno6GjZ7XY5HA517NhR69at89gx69evL5vNJpvNpsDAQMXHx+vNN9+86H4ZGRnq1KmTx+oCAHgn3/IuAACAc91///0qLCzU3LlzddVVV+nAgQP6/PPPdfjwYY8e94UXXtCf//xnHT9+XHPmzNGAAQNUo0YN9erVq1jbgoIC+fv7y+FweLQmAIB34ooUAMCrHD16VGvWrNErr7yitm3bKiYmRrfccotGjRqle+65R5I0efJkNW7cWEFBQapXr54GDhyo48ePX7Dfjz76SM2aNVPVqlV11VVXady4cTp9+rRLm+DgYDkcDl1zzTUaP3684uLinLftJSQkaPDgwRo+fLjCwsLUvn17ScVv7du7d68efPBBhYaGKigoSM2bN9c333xjqQ4AgPfjihQAwKtUq1ZN1apV0wcffKCWLVvKbrcXa+Pj46PXX39d9evXV1pamgYOHKinn35aM2bMKLHP5cuXq3fv3nr99dd1++2365dfftFf/vIXSdLYsWPPW0vVqlVVWFjoXJ47d66eeuopff311zLGFGt//PhxtWnTRnXq1NGyZcvkcDi0adMmFRUVXVYdAAAvZAAA8DLvvfeeqVmzpqlatapp3bq1GTVqlNm6det52y9evNjUqlXLuZycnGxCQkKcy7fffruZMGGCyz7vvPOOiYyMdC7HxMSYKVOmGGOMKSwsNMnJyUaSmTFjhjHGmDZt2pgbb7yx2LElmaVLlxpjjHnzzTdNcHCwOXToUIl1XkodAICKwWZMCb9SAwCgnJ06dUr//e9/tW7dOn322Wf69ttv9fbbb6tv375atWqVJkyYoB9++EE5OTk6ffq0Tp06pePHjysoKEhz5szRsGHDdPToUUlSUFCQioqKVKVKFWf/Z86c0alTp3TixAkFBgaqfv36ysjIkJ+fn/Lz8+Xv769Bgwbp5Zdflo+PjxISEhQXF6e33nrLpU6bzaalS5eqW7duGjhwoL7//nutXr26xHO6lDoAABUDt/YBALxS1apV1b59e7Vv317PP/+8+vfvr7Fjx6pt27bq3LmzBgwYoBdffFGhoaFas2aN+vXr53Ib3h8VFRVp3Lhx6tGjR4nHOet//ud/1LdvXwUGBioyMlI2m82lbVBQ0AVrDggIuOD2S60DAOD9CFIAgAqhUaNG+uCDD7RhwwadPn1ar776qnx8fp8zafHixRfct2nTptq5c6euueaaC7YLCwu7aJsLueGGG/T222/r8OHDCg0NLXUdAADvR5ACAHiVQ4cO6YEHHtATTzyhG264QcHBwdqwYYMmTpyo++67T1dffbVOnz6tadOmqWvXrvr66681a9asC/b5/PPPq0uXLqpXr54eeOAB+fj4aNu2bdq+fbvGjx/vttofeughTZgwQd26dVNSUpIiIyO1efNmRUVFqVWrVmVWBwDA85j+HADgVapVq6YWLVpoypQpuuOOOxQfH68xY8boz3/+s6ZPn64bb7xRkydP1iuvvKL4+Hj961//UlJS0gX77Nixo/7zn/8oJSVFN998s1q2bKnJkycrJibGrbX7+/trxYoVCg8PV+fOndW4cWO9/PLLzmeiyqoOAIDnMdkEAAAAAFjEFSkAAAAAsIggBQAAAAAWEaQAAAAAwCKCFAAAAABYRJACAAAAAIsIUgAAAABgEUEKAAAAACwiSAEAAACARQQpAAAAALCIIAUAAAAAFhGkAAAAAMCi/w8wcJcTJesvywAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# a. Histogram of SalePrice\n",
+    "plt.figure(figsize=(10,5))\n",
+    "plt.hist(train_df['SalePrice'], bins=30, color='skyblue', edgecolor='black')\n",
+    "plt.title('Histogram of SalePrice')\n",
+    "plt.xlabel('SalePrice')\n",
+    "plt.ylabel('Frequency')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "id": "b5554df7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# b. Histogram of log1p(SalePrice)\n",
+    "plt.figure(figsize=(10,5))\n",
+    "plt.hist(np.log1p(train_df['SalePrice']), bins=30, color='salmon', edgecolor='black')\n",
+    "plt.title('Histogram of log1p(SalePrice)')\n",
+    "plt.xlabel('log1p(SalePrice)')\n",
+    "plt.ylabel('Frequency')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "id": "4d8590e8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SalePrice Skewness: 1.8828757597682129\n",
+      "log1p(SalePrice) Skewness: 0.12134661989685333\n"
+     ]
+    }
+   ],
+   "source": [
+    "# c. Skewness Check\n",
+    "print(\"SalePrice Skewness:\", train_df['SalePrice'].skew())\n",
+    "print(\"log1p(SalePrice) Skewness:\", np.log1p(train_df['SalePrice']).skew())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "779cc6e6",
+   "metadata": {},
+   "source": [
+    "**2. Missing Value Analysis**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "e5629384",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              MissingCount  MissingPercent\n",
+      "PoolQC                1453       99.520548\n",
+      "MiscFeature           1406       96.301370\n",
+      "Alley                 1369       93.767123\n",
+      "Fence                 1179       80.753425\n",
+      "MasVnrType             872       59.726027\n",
+      "FireplaceQu            690       47.260274\n",
+      "LotFrontage            259       17.739726\n",
+      "GarageType              81        5.547945\n",
+      "GarageYrBlt             81        5.547945\n",
+      "GarageFinish            81        5.547945\n",
+      "GarageQual              81        5.547945\n",
+      "GarageCond              81        5.547945\n",
+      "BsmtFinType2            38        2.602740\n",
+      "BsmtExposure            38        2.602740\n",
+      "BsmtFinType1            37        2.534247\n",
+      "BsmtCond                37        2.534247\n",
+      "BsmtQual                37        2.534247\n",
+      "MasVnrArea               8        0.547945\n",
+      "Electrical               1        0.068493\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# 1. Her sütundaki eksik değer sayısını bul\n",
+    "missing_counts = train_df.isnull().sum()\n",
+    "\n",
+    "# 2. Eksik değeri olan sütunları ve oranlarını bul, en çok eksik olan ilk 20 sütunu seç\n",
+    "missing_percent = (missing_counts / len(train_df)) * 100\n",
+    "missing_df = pd.DataFrame({\n",
+    "    'MissingCount': missing_counts,\n",
+    "    'MissingPercent': missing_percent\n",
+    "})\n",
+    "missing_df = missing_df[missing_df['MissingCount'] > 0]\n",
+    "missing_df = missing_df.sort_values(by='MissingCount', ascending=False).head(20)\n",
+    "\n",
+    "# 3. Sonuçları yazdır\n",
+    "print(missing_df)\n",
+    "\n",
+    "# 4. Bar plot ile görselleştir\n",
+    "plt.figure(figsize=(12,6))\n",
+    "plt.bar(missing_df.index, missing_df['MissingCount'], color='orange')\n",
+    "plt.xticks(rotation=75)\n",
+    "plt.title('Top 20 Columns with Most Missing Values')\n",
+    "plt.ylabel('Number of Missing Values')\n",
+    "plt.xlabel('Column Name')\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "22aeb194",
+   "metadata": {},
+   "source": [
+    "**3. Correlation Analysis (Numerical)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "2294df97",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x800 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "\n",
+    "# Sadece sayısal sütunları seç\n",
+    "numeric_cols = train_df.select_dtypes(include=['number'])\n",
+    "\n",
+    "# Korelasyon matrisini hesapla\n",
+    "corr_matrix = numeric_cols.corr()\n",
+    "\n",
+    "# SalePrice ile en yüksek korelasyona sahip 10 özelliği bul\n",
+    "top_corr_features = corr_matrix['SalePrice'].abs().sort_values(ascending=False).head(11).index  # 11 çünkü SalePrice kendisi de dahil\n",
+    "\n",
+    "# Bu özelliklerin korelasyon matrisini al\n",
+    "top_corr_matrix = corr_matrix.loc[top_corr_features, top_corr_features]\n",
+    "\n",
+    "# Isı haritası çiz\n",
+    "plt.figure(figsize=(10,8))\n",
+    "sns.heatmap(top_corr_matrix, annot=True, cmap='coolwarm', fmt=\".2f\")\n",
+    "plt.title('Top 10 Features Most Correlated with SalePrice')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c1a94d40",
+   "metadata": {},
+   "source": [
+    "**4. Feature vs. SalePrice Visualizations**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "b2f4bf92",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Yorum: Genel malzeme ve işçilik kalitesi (OverallQual) arttıkça, evin satış fiyatı da belirgin şekilde artıyor.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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RNRoWhUREtdDr9Rg3bhzS09OxZ88eDBkyxNwpERE1ChaFRERERMR1ComIiIiIRSERERERgUUhEREREYFFIRERERGBi1c/cgaDAVevXoWTk1OdtmIiIiIiaighBG7cuAEPD49qGwnci0XhI3b16lV06NDB3GkQERHRY+TSpUsP3GmIReEj5uTkBODOl9OqVSszZ0NERETNWWlpKTp06CDVH7VhUfiIVd0ybtWqFYtCIiIieiTqMmSNE02IiIiIiEUhEREREbEoJCIiIiKwKCQiIiIisCgkIiIiIrAoJCIiIiKwKCQiIiIisCgkIiIiIrAoJCIiIiJwRxMiIiKiR0av1yMrKwtFRUVwdXWFv78/rK2tzZ0WABaFRERERI9ERkYGEhISoNFopGMqlQoREREIDg42Y2Z38PYxERERUSPLyMhATEwMfHx8sG7dOuzduxfr1q2Dj48PYmJikJGRYe4UIRNCCHMn8TgpLS2FQqGAVqtFq1atzJ0OERERNTK9Xo+wsDD4+PggLi4OVlb/65MzGAxYuHAh8vLykJycbPJbyfWpO9hTSERERNSIsrKyoNFoEBYWZlQQAoCVlRXCwsJQUFCArKwsM2V4B8cUEhERETWioqIiAIC3t3eNE028vb2N4syFRSERERFRI3J1dQUA7Nq1C3v27Kk20WTMmDFGcebCopCIiIioEfn7+8PZ2RkbN25EYGAgoqOj4e3tLY0j3LhxI5ydneHv72/WPDmmkIiIiMjMZDKZuVNgTyERERFRY8rKykJJSQmmTZuGPXv2IDIyUmpzd3fH66+/jk8++QRZWVno1auX2fJkUUhERETUiKomkLzwwgt46aWXqk000el0+OSTTzjRhIiIiKg5q5pAkpeXB19f32q9gXl5eUZx5sIxhURERESNyN/fHyqVCikpKTAYDEZtBoMBKSkpcHd350QTIiIioubM2toaERERUKvVWLhwIXJycnDr1i3k5ORg4cKFUKvVmDFjhsl3M6kvbnP3iHGbOyIiosdTRkYGEhISjNYpdHd3x4wZMxAcHNwo71mfuoNF4SPGopCIiOjxVdOOJo3ZQ1ifuoMTTYiIiIgeEWtra7MuO1MbjikkIiIiIhaFRERERMSikIiIiIjAopCIiIiIwKKQiIiIiMCikIiIiIjAopCIiIiIwKKQiIiIiMCikIiIiIjAopCIiIiIwKKQiIiIiGDmorBjx46QyWTVHpGRkQAAIQQWL14MDw8P2NvbY8CAAcjJyTE6h06nw1tvvYU2bdrA0dERY8eOxeXLl41iiouLER4eDoVCAYVCgfDwcJSUlBjF5OfnY8yYMXB0dESbNm0wa9YsVFRUGMVkZ2cjJCQE9vb2aNeuHZYsWQIhhOk/GCIiIqJHzKxF4bFjx1BQUCA90tPTAQAvvvgiAGDFihVYvXo11q5di2PHjkGlUmHIkCG4ceOGdI45c+Zg165d2LFjBw4ePIjff/8do0ePhl6vl2JCQ0Nx8uRJpKamIjU1FSdPnkR4eLjUrtfrMWrUKNy8eRMHDx7Ejh078OWXX2Lu3LlSTGlpKYYMGQIPDw8cO3YMa9aswcqVK7F69erG/piIiIiIGp9oQmbPni2eeOIJYTAYhMFgECqVSixfvlxqLy8vFwqFQmzYsEEIIURJSYmwsbERO3bskGKuXLkirKysRGpqqhBCiNOnTwsA4vDhw1KMWq0WAMTPP/8shBBi7969wsrKSly5ckWK2b59u5DL5UKr1QohhEhISBAKhUKUl5dLMcuWLRMeHh7CYDDU+Rq1Wq0AIJ2XiIiIqLHUp+5oMmMKKyoqkJycjKlTp0ImkyEvLw8ajQZDhw6VYuRyOUJCQnDo0CEAQGZmJiorK41iPDw84OfnJ8Wo1WooFAoEBARIMX379oVCoTCK8fPzg4eHhxQzbNgw6HQ6ZGZmSjEhISGQy+VGMVevXsWFCxfue106nQ6lpaVGDyIiIqKmpskUhV999RVKSkowZcoUAIBGowEAKJVKozilUim1aTQa2NrawsXFpdYYNze3au/n5uZmFHPv+7i4uMDW1rbWmKrnVTE1WbZsmTSWUaFQoEOHDvf/EIiIiIjMpMkUhZs2bcKIESOMeusAQCaTGT0XQlQ7dq97Y2qKN0WM+O8kk9rymT9/PrRarfS4dOlSrbkTERERmUOTKAovXryIffv24fXXX5eOqVQqANV74a5duyb10KlUKlRUVKC4uLjWmMLCwmrv+euvvxrF3Ps+xcXFqKysrDXm2rVrAKr3Zt5NLpejVatWRg8iIiKipqZJFIWbN2+Gm5sbRo0aJR3z9vaGSqWSZiQDd8YdHjhwAP369QMA9O7dGzY2NkYxBQUFOHXqlBQTGBgIrVaLo0ePSjFHjhyBVqs1ijl16hQKCgqkmLS0NMjlcvTu3VuKycjIMFqmJi0tDR4eHujYsaMJPw0iIiIiM2jcOS8Pptfrhaenp3jnnXeqtS1fvlwoFAqxc+dOkZ2dLSZNmiTc3d1FaWmpFPPmm2+K9u3bi3379onjx4+L5557TvTs2VPcvn1bihk+fLjw9/cXarVaqNVq0aNHDzF69Gip/fbt28LPz08MGjRIHD9+XOzbt0+0b99ezJw5U4opKSkRSqVSTJo0SWRnZ4udO3eKVq1aiZUrV9brejn7mIiIiB6V+tQdZi8Kv/vuOwFAnD17tlqbwWAQMTExQqVSCblcLoKDg0V2drZRTFlZmZg5c6ZwdXUV9vb2YvTo0SI/P98o5vr16yIsLEw4OTkJJycnERYWJoqLi41iLl68KEaNGiXs7e2Fq6urmDlzptHyM0IIkZWVJZ599lkhl8uFSqUSixcvrtdyNEKwKCQiIqJHpz51h0wIbsnxKJWWlkKhUECr1XJ8IRERETWq+tQdTWJMIRERERGZF4tCIiIiImJRSEREREQsComIiIgILAqJiIiICCwKiYiIiAgsComIiIgILAqJiIiICCwKiYiIiAgsComIiIgILAqJiIiICCwKiYiIiAgsComIiIgILAqJiIiICCwKiYiIiAgsComIiIgILAqJiIiICCwKiYiIiAgsComIiIgILAqJiIiICCwKiYiIiAgsComIiIgILAqJiIiICCwKiYiIiAgsComIiIgILAqJiIiICCwKiYiIiAgsComIiIgIQAtzJ0BERERk6crLy5Gfn99o5/f09ISdnV2jnR9gUUhERET00PLz8zF9+vRGO39iYiI6d+7caOcHWBQSERERPTRPT08kJibWKfbixYuIj4/HggUL4OXlVefzNzYWhURERNTk6PV6ZGVloaioCK6urvD394e1tbW507ovOzu7evfkeXl5NXrvX32wKCQiIqImJSMjAwkJCdBoNNIxlUqFiIgIBAcHmzGz5o2zj4mIiKjJyMjIQExMDHx8fLBu3Trs3bsX69atg4+PD2JiYpCRkWHuFJstFoVERETUJOj1eiQkJCAwMBBxcXHw9fWFg4MDfH19ERcXh8DAQKxfvx56vd7cqTZLLAqJiIioScjKyoJGo0FYWBisrIxLFCsrK4SFhaGgoABZWVlmyrB5Y1FIRERETUJRUREAwNvbu8b2quNVcWRaLAqJiIioSXB1dQUA5OXl1dhedbwqjkzL7EXhlStX8PLLL6N169ZwcHDAU089hczMTKldCIHFixfDw8MD9vb2GDBgAHJycozOodPp8NZbb6FNmzZwdHTE2LFjcfnyZaOY4uJihIeHQ6FQQKFQIDw8HCUlJUYx+fn5GDNmDBwdHdGmTRvMmjULFRUVRjHZ2dkICQmBvb092rVrhyVLlkAIYdoPhYiI6DHk7+8PlUqFlJQUGAwGozaDwYCUlBS4u7vD39/fTBk2b2YtCouLixEUFAQbGxv885//xOnTp7Fq1So4OztLMStWrMDq1auxdu1aHDt2DCqVCkOGDMGNGzekmDlz5mDXrl3YsWMHDh48iN9//x2jR482GogaGhqKkydPIjU1FampqTh58iTCw8Oldr1ej1GjRuHmzZs4ePAgduzYgS+//BJz586VYkpLSzFkyBB4eHjg2LFjWLNmDVauXInVq1c37gdFRET0GLC2tkZERATUajUWLlyInJwc3Lp1Czk5OVi4cCHUajVmzJjRpNcrtGjCjN555x3Rv3//+7YbDAahUqnE8uXLpWPl5eVCoVCIDRs2CCGEKCkpETY2NmLHjh1SzJUrV4SVlZVITU0VQghx+vRpAUAcPnxYilGr1QKA+Pnnn4UQQuzdu1dYWVmJK1euSDHbt28XcrlcaLVaIYQQCQkJQqFQiPLycilm2bJlwsPDQxgMhjpds1arFQCkcxIREZGxAwcOiIkTJ4qQkBDp8dJLL4kDBw6YOzWTOHv2rAgJCRFnz55t9PeqT91h1p7C3bt3o0+fPnjxxRfh5uaGXr16YePGjVJ7Xl4eNBoNhg4dKh2Ty+UICQnBoUOHAACZmZmorKw0ivHw8ICfn58Uo1aroVAoEBAQIMX07dsXCoXCKMbPzw8eHh5SzLBhw6DT6aTb2Wq1GiEhIZDL5UYxV69exYULF2q8Rp1Oh9LSUqMHERER3V9wcDBSUlLw4YcfIjo6Gh9++CGSk5O5cHUjM2tReP78eaxfvx6dOnXCd999hzfffBOzZs3C1q1bAUBayVypVBq9TqlUSm0ajQa2trZwcXGpNcbNza3a+7u5uRnF3Ps+Li4usLW1rTWm6vndq67fbdmyZdI4RoVCgQ4dOjzgUyEiIiJra2v06tULgwYNQq9evXjL+BEwa1FoMBjw9NNPY+nSpejVqxfeeOMNTJs2DevXrzeKk8lkRs+FENWO3evemJriTREj/jvJ5H75zJ8/H1qtVnpcunSp1ryJiIiIzMGsRaG7uzu6d+9udKxbt27Iz88HcGefQ6B6L9y1a9ekHjqVSoWKigoUFxfXGlNYWFjt/X/99VejmHvfp7i4GJWVlbXGXLt2DUD13swqcrkcrVq1MnoQERERNTVmLQqDgoJw9uxZo2O5ubnw8vICcGeRSpVKhfT0dKm9oqICBw4cQL9+/QAAvXv3ho2NjVFMQUEBTp06JcUEBgZCq9Xi6NGjUsyRI0eg1WqNYk6dOoWCggIpJi0tDXK5HL1795ZiMjIyjJapSUtLg4eHBzp27GiKj4SIiIhwZ1WQEydOYP/+/Thx4gS3tnsUGnfOS+2OHj0qWrRoIeLj48W5c+dESkqKcHBwEMnJyVLM8uXLhUKhEDt37hTZ2dli0qRJwt3dXZSWlkoxb775pmjfvr3Yt2+fOH78uHjuuedEz549xe3bt6WY4cOHC39/f6FWq4VarRY9evQQo0ePltpv374t/Pz8xKBBg8Tx48fFvn37RPv27cXMmTOlmJKSEqFUKsWkSZNEdna22Llzp2jVqpVYuXJlna+Zs4+JiIhqV9Ps44kTJ3L2cQPUp+4wa1EohBB79uwRfn5+Qi6Xi65du4rExESjdoPBIGJiYoRKpRJyuVwEBweL7Oxso5iysjIxc+ZM4erqKuzt7cXo0aNFfn6+Ucz169dFWFiYcHJyEk5OTiIsLEwUFxcbxVy8eFGMGjVK2NvbC1dXVzFz5kyj5WeEECIrK0s8++yzQi6XC5VKJRYvXlzn5WiEYFFIRERUmwMHDogBAwaI+fPni1OnTombN2+KU6dOifnz54sBAwY0i8KwqRaFMiG4HcejVFpaCoVCAa1Wy/GFREREd9Hr9QgLC4OPjw/i4uJgZfW/UW4GgwELFy5EXl4ekpOTLXo2cm5uLqZPn47ExER07ty5Ud+rPnWH2be5IyIiIgKArKwsaDQahIWFGRWEAGBlZYWwsDAUFBQgKyvLTBk2bywKiYiIqEkoKioCcGeiaU2qjlfFkWmxKCQiIqImwdXVFcCdHc1qUnW8Ko5Mi0UhERERNQn+/v5QqVRISUmBwWAwajMYDEhJSYG7uzv8/f3NlGHzxqKQiIiImgRra2tERERArVZj4cKFyMnJwa1bt5CTk4OFCxdCrVZjxowZFj3JpClrYe4EiIiIiKoEBwcjNjYWCQkJiIyMlI67u7sjNjYWwcHBZsyueWNRSERERE1KcHAwgoKCkJWVhaKiIri6usLf3589hI2MRSERERE1OdbW1ujVq5e503iscEwhEREREbGnkIiIiJoevV7P28ePGItCIiIialIyMjKQkJAAjUYjHVOpVIiIiOBEk0bE28dERETUZGRkZCAmJgY+Pj5Yt24d9u7di3Xr1sHHxwcxMTHIyMgwd4rNFotCIiIiahL0ej0SEhIQGBiIuLg4+Pr6wsHBAb6+voiLi0NgYCDWr18PvV5v7lSbJRaFRERE1CRkZWVBo9EgLCwMVlbGJYqVlRXCwsJQUFCArKwsM2XYvLEoJCIioiahqKgIAODt7V1je9XxqjgyLRaFRERE1CS4uroCAPLy8mpsrzpeFUemxaKQiIiImgR/f3+oVCqkpKTAYDAYtRkMBqSkpMDd3R3+/v5myrB5Y1FIRERETYK1tTUiIiKgVquxcOFC5OTk4NatW8jJycHChQuhVqsxY8YMrlfYSLhOIRERkYVqjgs8BwcHIzY2FgkJCYiMjJSOu7u7IzY2lusUNiIWhURERBaoOS/wHBwcjKCgoGZX8DZ1LAqJiIgsTNUCz4GBgYiOjoa3tzfy8vKQkpKCmJiYZtGjZm1tjV69epk7jccKxxQSERFZEC7wTI2FRSEREZEF4QLP1FhYFBIREVkQLvBMjYVFIRERkQXhAs/UWFgUEhERWRAu8EyNhUUhERGRBeECz9RYuCQNERGRheECz9QYWBQSERFZIC7wTKbGopCIiMhCcYFnMiWOKSQiIiIiFoVERERExKKQiIiIiMCikIiIiIjAopCIiIiIwNnHRERE1ATp9Xout/OIsSgkIiKiJiUjIwMJCQnQaDTSMZVKhYiICC7M3YjMevt48eLFkMlkRg+VSiW1CyGwePFieHh4wN7eHgMGDEBOTo7ROXQ6Hd566y20adMGjo6OGDt2LC5fvmwUU1xcjPDwcCgUCigUCoSHh6OkpMQoJj8/H2PGjIGjoyPatGmDWbNmoaKiwigmOzsbISEhsLe3R7t27bBkyRIIIUz7oRARET3GMjIyEBMTAx8fH6xbtw579+7FunXr4OPjg5iYGGRkZJg7xWbL7GMKfX19UVBQID2ys7OlthUrVmD16tVYu3Ytjh07BpVKhSFDhuDGjRtSzJw5c7Br1y7s2LEDBw8exO+//47Ro0dDr9dLMaGhoTh58iRSU1ORmpqKkydPIjw8XGrX6/UYNWoUbt68iYMHD2LHjh348ssvMXfuXCmmtLQUQ4YMgYeHB44dO4Y1a9Zg5cqVWL16dSN/QkRERI8HvV6PhIQEBAYGIi4uDr6+vnBwcICvry/i4uIQGBiI9evXG/2OJxMSZhQTEyN69uxZY5vBYBAqlUosX75cOlZeXi4UCoXYsGGDEEKIkpISYWNjI3bs2CHFXLlyRVhZWYnU1FQhhBCnT58WAMThw4elGLVaLQCIn3/+WQghxN69e4WVlZW4cuWKFLN9+3Yhl8uFVqsVQgiRkJAgFAqFKC8vl2KWLVsmPDw8hMFgqPM1a7VaAUA6LxEREd1x/PhxERISIk6dOlVj+6lTp0RISIg4fvz4I87MtM6ePStCQkLE2bNnG/296lN3mL2n8Ny5c/Dw8IC3tzdeeuklnD9/HgCQl5cHjUaDoUOHSrFyuRwhISE4dOgQACAzMxOVlZVGMR4eHvDz85Ni1Go1FAoFAgICpJi+fftCoVAYxfj5+cHDw0OKGTZsGHQ6HTIzM6WYkJAQyOVyo5irV6/iwoUL970+nU6H0tJSowcRERFVV1RUBADw9vausb3qeFUcmZZZi8KAgABs3boV3333HTZu3AiNRoN+/frh+vXr0uBSpVJp9BqlUim1aTQa2NrawsXFpdYYNze3au/t5uZmFHPv+7i4uMDW1rbWmKrndw+EvdeyZcuksYwKhQIdOnSo/UMhIiJ6TLm6ugK40zFUk6rjVXFkWmYtCkeMGIE//vGP6NGjBwYPHoxvv/0WALBlyxYpRiaTGb1GCFHt2L3ujakp3hQx4r+TTGrLZ/78+dBqtdLj0qVLteZORET0uPL394dKpUJKSgoMBoNRm8FgQEpKCtzd3eHv72+mDJs3s98+vpujoyN69OiBc+fOSbOQ7+2Fu3btmtRDp1KpUFFRgeLi4lpjCgsLq73Xr7/+ahRz7/sUFxejsrKy1phr164BqN6beTe5XI5WrVoZPYiIiKg6a2trREREQK1WY+HChcjJycGtW7eQk5ODhQsXQq1WY8aMGVyvsJE0qaJQp9PhzJkzcHd3h7e3N1QqFdLT06X2iooKHDhwAP369QMA9O7dGzY2NkYxBQUFOHXqlBQTGBgIrVaLo0ePSjFHjhyBVqs1ijl16hQKCgqkmLS0NMjlcvTu3VuKycjIMFqmJi0tDR4eHujYsaPpPwwiIqLHUHBwMGJjY3H+/HlERkZi5MiRiIyMRF5eHmJjY7lOYWNq3DkvtZs7d67497//Lc6fPy8OHz4sRo8eLZycnMSFCxeEEEIsX75cKBQKsXPnTpGdnS0mTZok3N3dRWlpqXSON998U7Rv317s27dPHD9+XDz33HOiZ8+e4vbt21LM8OHDhb+/v1Cr1UKtVosePXqI0aNHS+23b98Wfn5+YtCgQeL48eNi3759on379mLmzJlSTElJiVAqlWLSpEkiOztb7Ny5U7Rq1UqsXLmyXtfM2cdEREQPdvv2bel38vHjx41+r1u6pjr72Kw7mly+fBmTJk3Cb7/9hrZt26Jv3744fPgwvLy8AABvv/02ysrKEBERgeLiYgQEBCAtLQ1OTk7SOT788EO0aNECEyZMQFlZGQYNGoSkpCSjruWUlBTMmjVLmqU8duxYrF27Vmq3trbGt99+i4iICAQFBcHe3h6hoaFYuXKlFKNQKJCeno7IyEj06dMHLi4uiIqKQlRUVGN/TERERI8da2tr9OrVy9xpPFZkQnBLjkeptLQUCoUCWq2W4wuJiOixU15ejvz8/EY7v6enJ+zs7Brt/KaQm5uL6dOnIzExEZ07d27U96pP3cG9j4mIiOiRyc/Px/Tp0xvt/I+i0GquWBQSERHRI+Pp6YnExMQ6xV68eBHx8fFYsGCBNLSsLuenhmFRSERERI+MnZ1dvXvyvLy82Pv3CDSpJWmIiIiIyDxYFBIRERERbx8TERER3U9hYSG0Wq1Jz3nx4kWjP01JoVDUutNabVgUEhEREdWgsLAQL4e/gsoKXaOcPz4+3uTntLGVI3nb1gYVhiwKiYiIiGqg1WpRWaFDmU8IDHYKc6fzQFblWuD8AWi1WhaFRERERKZmsFPA4NjG3Gk0Ok40ISIiIiIWhURERETEopCIiIiIwKKQiIiIiMCikIiIiIjAopCIiIiIYIKisLy83BR5EBEREZEZNagoNBgMeO+999CuXTu0bNkS58+fBwBER0dj06ZNJk2QiIiIiBpfg4rCuLg4JCUlYcWKFbC1tZWO9+jRA5988onJkiMiIqL70+v1OHHiBPbv348TJ05Ar9ebOyWyYA3a0WTr1q1ITEzEoEGD8Oabb0rH/f398fPPP5ssOSIiIqpZRkYGEhISoNFopGMqlQoREREIDg42Y2ZkqRrUU3jlyhU8+eST1Y4bDAZUVlY+dFJERER0fxkZGYiJiYGPjw/WrVuHvXv3Yt26dfDx8UFMTAwyMjLMnSJZoAYVhb6+vvjhhx+qHf/iiy/Qq1evh06KiIiIaqbX65GQkIDAwEDExcXB19cXDg4O8PX1RVxcHAIDA7F+/XreSqZ6a9Dt45iYGISHh+PKlSswGAzYuXMnzp49i61bt+Kbb74xdY5ERET0X1lZWdBoNIiOjoaVlXHfjpWVFcLCwhAZGYmsrCx21FC9NKincMyYMfjss8+wd+9eyGQyLFq0CGfOnMGePXswZMgQU+dIRERE/1VUVAQA8Pb2rnGiibe3t1EcUV01qKcQAIYNG4Zhw4aZMhciIiJ6AFdXVwDArl27sGfPnmoTTcaMGWMUR1RXDSoKjx07BoPBgICAAKPjR44cgbW1Nfr06WOS5IiIiMiYv78/nJ2dsXHjRgQGBiI6Ohre3t7Iy8tDcnIyNm7cCGdnZ/j7+5s7VbIwDSoKIyMj8fbbb1crCq9cuYL3338fR44cMUlyREREdH9CCOTm5uLixYvQ6XQQQgAAZDKZmTNrXqzKSsydQp08bJ4NKgpPnz6Np59+utrxXr164fTp0w+VEBEREd1fVlYWSkpKMHjwYHz//fc4fPiw1GZtbY1BgwZh//79nGhiQvZ5j8cSPw0qCuVyOQoLC+Hj42N0vKCgAC1aNHiYIhERET1A1QSSffv2QS6XQ6fTSW0tWrTA/v37jeLo4ZV5B8Ng72zuNB7IqqzkoQrYBlVwQ4YMwfz58/H1119DoVAAAEpKSvDuu+9y9jEREVEjcnZ2lv7+9NNP4+WXXzYaU6hWq6vF0cMx2DvD4NjG3Gk0ugYVhatWrUJwcDC8vLykrumTJ09CqVRi27ZtJk2QiIiI/sdgMAAAnJyc8N5770l36Hx9ffHee+/hhRdewI0bN6Q4orpq0DqF7dq1Q1ZWFlasWIHu3bujd+/e+Nvf/obs7Gx06NDB1DkSERHRf2VlZQEAbty4gUWLFiEnJwe3bt1CTk4OFi1ahBs3bhjFEdVVgwcAOjo6Yvr06abMhYiIiOpoypQpSE1NRWRkpHTM3d0dkydPxpYtW8yYGVmqOheFu3fvxogRI2BjY4Pdu3fXGjt27NiHToyIiIiqe+qpp7Bt2zZkZmZi27ZtOHXqFIqKiuDq6go/Pz9ERUVJcUT1UeeicNy4cdBoNHBzc8O4cePuGyeTybgJNxERUSN56qmn4OzsjOzsbCxatAgvv/wyAgMDkZeXh0WLFiE7OxvOzs4sCqne6lwU3j1glYNXiYiIzMPa2hpRUVFYtGgRjh8/Ls02Bu4sGQcAUVFRsLa2NleKZKHqPdGksrISAwcORG5ubmPkQ0RERA8QHByMJUuWVFt2xsXFBUuWLEFwcLB5EiOLVu+JJjY2Njh16hS30CEiImpE5eXlyM/Pv2+7SqVCbGwszp07B61WC4VCgU6dOsHKyuqBHTeenp6ws7Mzdcpk4Ro0+/iVV17Bpk2bsHz5clPnQ0RERADy8/MbbZWPxMREdO7cuVHOTZarQUVhRUUFPvnkE6Snp6NPnz5wdHQ0al+9enW9z7ls2TK8++67mD17Nj766CMAdzb6jo2NRWJiIoqLixEQEIB169bB19dXep1Op8O8efOwfft2lJWVYdCgQUhISED79u2lmOLiYsyaNUuaNT127FisWbPGqNs9Pz8fkZGR+P7772Fvb4/Q0FCsXLkStra2Ukx2djZmzpyJo0ePwtXVFW+88Qaio6PZa0pERCbn6emJxMTEB8ZdvHgR8fHxWLBgAby8vOp8bqJ7NagoPHXqFJ5++mkAqNZF3ZAC6dixY0hMTIS/v7/R8RUrVmD16tVISkpC586dERcXhyFDhuDs2bNwcnICAMyZMwd79uzBjh070Lp1a8ydOxejR49GZmamNMg2NDQUly9fRmpqKgBg+vTpCA8Px549ewAAer0eo0aNQtu2bXHw4EFcv34dkydPhhACa9asAQCUlpZiyJAhGDhwII4dO4bc3FxMmTIFjo6OmDt3br2vmYiIqDZ2dnb16s3z8vJi7x89lAYVhf/6179MlsDvv/+OsLAwbNy4EXFxcdJxIQQ++ugjLFiwAOPHjwcAbNmyBUqlEp9++ineeOMNaLVabNq0Cdu2bcPgwYMBAMnJyejQoQP27duHYcOG4cyZM0hNTcXhw4cREBAAANi4cSMCAwNx9uxZdOnSBWlpaTh9+jQuXboEDw8PAHe28psyZQri4+PRqlUrpKSkoLy8HElJSZDL5fDz80Nubi5Wr16NqKgo9hYSERGRRav37OMvvvgCYWFhmDBhQp26tR8kMjISo0aNkoq6Knl5edBoNBg6dKh0TC6XIyQkBIcOHQIAZGZmorKy0ijGw8MDfn5+UoxarYZCoZAKQgDo27cvFAqFUYyfn59UEALAsGHDoNPpkJmZKcWEhIRI0/2rYq5evYoLFy7c9/p0Oh1KS0uNHkRERERNTb2KwsTEREycOBE//vgjzp49ixkzZmD+/PkNfvMdO3bg+PHjWLZsWbU2jUYDAFAqlUbHlUql1KbRaGBrawsXF5daY9zc3Kqd383NzSjm3vdxcXGBra1trTFVz6tiarJs2TIoFArpwb2hiYiIqCmqV1G4Zs0aLFiwAGfPnsVPP/2ETZs2Ye3atQ1640uXLmH27NlITk6udVr8vbdlhRAPvFV7b0xN8aaIEULc97VV5s+fD61WKz0uXbpUa+5ERERE5lCvovD8+fN49dVXpefh4eHQ6XS19pTdT2ZmJq5du4bevXujRYsWaNGiBQ4cOIC///3vaNGixX174a5duya1qVQqVFRUoLi4uNaYwsLCau//66+/GsXc+z7FxcWorKysNebatWsAqvdm3k0ul6NVq1ZGDyIiIqKmpl5FYVlZGVq2bCk9t7a2hlwux61bt+r9xoMGDUJ2djZOnjwpPfr06YOwsDCcPHkSPj4+UKlUSE9Pl15TUVGBAwcOoF+/fgCA3r17w8bGxiimoKAAp06dkmICAwOh1Wpx9OhRKebIkSPQarVGMadOnUJBQYEUk5aWBrlcjt69e0sxGRkZqKioMIrx8PBAx44d6339RET06Oj1epw4cQL79+/HiRMnoNfrzZ0SUZNT79nHn3zyiVFhePv2bSQlJaFNmzbSsVmzZj3wPE5OTvDz8zM65ujoiNatW0vH58yZg6VLl6JTp07o1KkTli5dCgcHB4SGhgIAFAoFXnvtNcydOxetW7eGq6sr5s2bhx49ekgTV7p164bhw4dj2rRp+PjjjwHcWZJm9OjR6NKlCwBg6NCh6N69O8LDw/HBBx+gqKgI8+bNw7Rp06SevdDQUMTGxmLKlCl49913ce7cOSxduhSLFi3izGMioiYsIyMDCQkJRnd7VCoVIiIiuB2cCRUWFkKr1Zr0nBcvXjT601QUCkWtd/keV/UqCj09PbFx40ajYyqVCtu2bZOey2SyOhWFdfH222+jrKwMERER0uLVaWlp0hqFAPDhhx+iRYsWmDBhgrR4dVJSktFG4CkpKZg1a5Y0S3ns2LFGYyGtra3x7bffIiIiAkFBQUaLV1dRKBRIT09HZGQk+vTpAxcXF0RFRSEqKsok10pERKaXkZGBmJgYBAYGIjo6Gt7e3sjLy0NKSgpiYmIQGxvLwtAECgsL8XL4K6is0DXK+ePj4016PhtbOZK3bWVheA+ZqJotQY9EaWkpFAoFtFotxxcSETUivV6PsLAw+Pj4IC4uDlZW/xsxZTAYsHDhQuTl5SE5OdmoI8HS5ObmYvr06Wbduq4qhzKfEBjsFGbJoa6syrWwP3+gTp9X1XXd7D4WBsc2tcY2BVY3f4Pj6d1G11afuqNBi1ffrby8nJtqExFRk5OVlQWNRoPo6GgIIXDixAkUFRXB1dUV/v7+CAsLQ2RkJLKystCrVy9zp9ssGOwUFlE8Uc0aVBTq9XosXboUGzZsQGFhIXJzc+Hj44Po6Gh07NgRr732mqnzJCIiqpeioiIAwNWrV/Hee+9VG1NY9buqKo7ocVfvHU2AO/f2k5KSsGLFCtja2krHe/TogU8++cRkyRERETWUq6srAGDp0qXw8fHBunXrsHfvXqxbtw4+Pj5YunSpURzR465BReHWrVuRmJiIsLAwo3EY/v7++Pnnn02WHBERUUP5+vrC2toazs7OWLJkCXx9feHg4ABfX18sWbIEzs7OsLa2hq+vr7lTJWoSGlQUXrlyBU8++WS14waDAZWVlQ+dFBER0cPKycmBXq9HcXExFi1ahJycHNy6dQs5OTlYtGgRiouLodfrkZOTY+5UiZqEBhWFvr6++OGHH6od/+KLLzhYl4iImoSqsYILFizA+fPnERkZiZEjRyIyMhJ5eXlYsGCBURzR465BE01iYmIQHh6OK1euwGAwYOfOnTh79iy2bt2Kb775xtQ5EhER1VvVWEEPDw+kpKQgKyvLaPZx1XAnjikkuqNBPYVjxozBZ599hr1790Imk2HRokU4c+YM9uzZgyFDhpg6RyIionrz9/eHSqVCSkoKZDIZevXqhUGDBqFXr16QyWRISUmBu7s7/P39zZ0qUZPQ4HUKhw0bhmHDhpkyFyIiIpOxtrZGREQEYmJisHDhQoSFhRntaKJWqxEbG2vRC1cTmdJDL15NRETUVAUHByM2NhYJCQmIjIyUjru7u3OLO6J71LkodHFxgUwmq1MsB+0SEVFTERwcjKCgoGpjCtlDSGSszkXhRx991IhpEBERNR5ra2uujkH0AHUuCidPntyYeRARERGRGT30mMKysrJqC1a3atXqYU9LRERERI9Qg5akuXnzJmbOnAk3Nze0bNkSLi4uRg8iIiIisiwNKgrffvttfP/990hISIBcLscnn3yC2NhYeHh4YOvWrabOkYiIiIgaWYNuH+/Zswdbt27FgAEDMHXqVDz77LN48skn4eXlhZSUFISFhZk6TyIiogbT6/WcfUwNZlWuNXcKdfKweTaoKCwqKoK3tzeAO+MHq5ag6d+/P2bMmPFQCREREZlSRkYGEhISoNFopGMqlQoRERFcp5BqpVAoYGMrB84fMHcqdWZjK4dCoWjQaxtUFPr4+ODChQvw8vJC9+7d8fnnn+MPf/gD9uzZA2dn5wYlQkREZGoZGRmIiYlBYGAgoqOjjXY0iYmJ4QLWVCulUonkbVuh1Zq2p/DixYuIj4/HggUL4OXlZdJzKxQKKJXKBr22QUXhq6++ip9++gkhISGYP38+Ro0ahTVr1uD27dtYvXp1gxIhIiIyJb1ej4SEBAQGBmLRokXYs2cP9u3bBw8PDyxatAhLlizB+vXrERQUxFvJJmJVVmLuFB6ovjkqlcoGF1kP4uXlhc6dOzfKuRuiQUXhn//8Z+nvAwcOxM8//4wff/wRTzzxBHr27Gmy5IiIiBoqKysLGo0Gfn5+GDVqFPR6vdS2YcMGDBgwAAUFBcjKyuLC1iZin5dh7hToIdSrKDxy5AiKioowYsQI6djWrVsRExODmzdvYty4cVizZg3kcrnJEyUiIqqPqvHu+/btg4uLC1577TUEBgZCrVZj06ZN2L9/v1EcPbwy72AY7J3NnUatrMpKWLzeR72KwsWLF2PAgAFSUZidnY3XXnsNU6ZMQffu3bFixQp4eHhg8eLFjZErERFRnVVtpODk5IQvvvgCLVrc+ZU3evRoDB8+HC+88AJu3LjBDRdMyGDvDINjG3OnQQ1Ur3UKT548iUGDBknPd+zYgYCAAGzcuBF//vOf8fe//x2ff/65yZMkIiKqr/PnzwMA3NzcIITAiRMnsH//fpw4cQJCCLRt29YojuhxV6+ewuLiYqPBlgcOHMDw4cOl58888wwuXbpkuuyIiIgaqGoJmv/85z8YPXo0dDqd1CaXy6Xndy9VQ/Q4q1dPoVKpRF5eHgCgoqICx48fR2BgoNR+48YN2NjYmDZDIiKiBvDw8DBpHFFzV6+ewuHDh+Ovf/0r3n//fXz11VdwcHDAs88+K7VnZWXhiSeeMHmSRERE9TV69GisW7cONjY2+Oqrr/Dzzz9LO5p07doVY8eORWVlJUaPHm3uVImahHoVhXFxcRg/fjxCQkLQsmVLbNmyBba2tlL7P/7xDwwdOtTkSRIREdXXzz//DACorKxEaGgoevbsCTs7O5SXl2PJkiWorKyU4rgkDVE9i8K2bdvihx9+gFarRcuWLast9vnFF1+gZcuWJk2QiIioIaqWmuncuTNyc3Px73//26i9U6dOOHfuHJekIfqvBi1efb899VxdXR8qGSIiIlOp+p2Um5uLVq1awdvbG0IIyGQy5OXl4dy5c0ZxRI+7BhWFRERETV3Xrl0BANbW1rC3t8dPP/0ktSmVSty8eRN6vV6KI3rcsSgkIqJm6ZtvvgFwZw/kiooKDBgwAPb29igrK8NPP/0kbXv3zTff4MUXXzRnqs2GVbnW3Ck8kCXkaC4sComIqFm6cuUKAMDZ2RnFxcXVxhQqFApotVopjhpOoVDAxlYOnD9g7lTqxMZWft+hcI8zFoVERNSslZSUwNnZGUOHDoWHhweuXr2KtLQ0lJSUmDu1ZkOpVCJ521Zotabthbt48SLi4+OxYMECeHl5mey8CoXCaDMOuoNFIRERNUudOnWS/r5jxw7Y2dlJz6dOnSrtyHV3HDWcUqlstELLy8sLnTt3bpRz0//Ua0cTIiIiS1E1uxgAJk2ahD179uC3337Dnj17MGnSpBrjiB5n7CkkIqJmTaVS4dq1a1i1apV0zMrKCkqlEoWFhWbMjKhpMWtRuH79eqxfvx4XLlwAAPj6+mLRokUYMWIEAEAIgdjYWCQmJqK4uBgBAQFYt24dfH19pXPodDrMmzcP27dvR1lZGQYNGoSEhAS0b99eiikuLsasWbOwe/duAMDYsWOxZs0aODs7SzH5+fmIjIzE999/D3t7e4SGhmLlypVGO7ZkZ2dj5syZOHr0KFxdXfHGG28gOjoaMpmsET8lIiJqiHbt2gEANBoN+vbti3bt2kGn00Eul+PKlSs4fPiwUdyjUlhYaNKxdxcvXjT605Q49u7xYtaisH379li+fDmefPJJAMCWLVvw/PPP48SJE/D19cWKFSuwevVqJCUloXPnzoiLi8OQIUNw9uxZODk5AQDmzJmDPXv2YMeOHWjdujXmzp2L0aNHIzMzU9pxJTQ0FJcvX0ZqaioAYPr06QgPD8eePXsA3FmuYNSoUWjbti0OHjyI69evY/LkyRBCYM2aNQCA0tJSDBkyBAMHDsSxY8eQm5uLKVOmwNHREXPnzn3UHx0RET3A888/jw0bNsDOzg4XLlyQikDgTu+ho6MjysvL8fzzzz+ynAoLC/Fy+CuorNCZ/Nzx8fEmP6eNrRzJ27ayMHxMmLUoHDNmjNHz+Ph4rF+/HocPH0b37t3x0UcfYcGCBRg/fjyAO0WjUqnEp59+ijfeeANarRabNm3Ctm3bMHjwYABAcnIyOnTogH379mHYsGE4c+YMUlNTcfjwYQQEBAAANm7ciMDAQJw9exZdunRBWloaTp8+jUuXLsHDwwMAsGrVKkyZMgXx8fFo1aoVUlJSUF5ejqSkJMjlcvj5+SE3NxerV69GVFQUewuJiMygvLwc+fn5920fNGgQ0tLSIJPJMHjwYLRt2xa//vorDh8+jJs3b2Lo0KHS3aqaeHp6Gk1QeVharRaVFTqU+YTAYNe0l0SxKtcC5w9Aq9WyKHxMNJkxhXq9Hl988QVu3ryJwMBA5OXlQaPRYOjQoVKMXC5HSEgIDh06hDfeeAOZmZmorKw0ivHw8ICfnx8OHTqEYcOGQa1WQ6FQSAUhAPTt2xcKhQKHDh1Cly5doFar4efnJxWEADBs2DDodDpkZmZi4MCBUKvVCAkJgVwuN4qZP38+Lly4AG9v7xqvS6fTQaf7378IS0tLTfJ5ERHRnaE/06dPf2Dc77//jn379lU7npaWhrS0tPu+LjExsVFmvRrsFDA4tjH5eYkehtmLwuzsbAQGBqK8vBwtW7bErl270L17dxw6dAgAqv3rRKlUSuMmNBoNbG1t4eLiUi1Go9FIMW5ubtXe183NzSjm3vdxcXGBra2tUUzHjh2rvU9V2/2KwmXLliE2NvaBnwMREdWfp6cnEhMTHxh3+/Zt7Ny5E/v27cPgwYMxfvx4tGjx4F+Bnp6epkiTyCKYvSjs0qULTp48iZKSEnz55ZeYPHkyDhz434ro996WrdrMvDb3xtQUb4oYIcR9X1tl/vz5iIqKkp6XlpaiQ4cOteZPRER1Y2dnV+eevBYtWmDfvn2YMGEC17wjqoHZ1ym0tbXFk08+iT59+mDZsmXo2bMn/va3v0GlUgGA1FNX5dq1a1IPnUqlQkVFBYqLi2uNqWnJgV9//dUo5t73KS4uRmVlZa0x165dA1C9N/NucrkcrVq1MnoQERERNTVmLwrvJYSATqeDt7c3VCoV0tPTpbaKigocOHAA/fr1AwD07t0bNjY2RjEFBQU4deqUFBMYGAitVoujR49KMUeOHIFWqzWKOXXqFAoKCqSYtLQ0yOVy9O7dW4rJyMhARUWFUYyHh0e128pERERElsasReG7776LH374ARcuXEB2djYWLFiAf//73wgLC4NMJsOcOXOwdOlS7Nq1C6dOncKUKVPg4OCA0NBQAHfWT3rttdcwd+5c7N+/HydOnMDLL7+MHj16SLORu3XrhuHDh2PatGk4fPgwDh8+jGnTpmH06NHo0qULAGDo0KHo3r07wsPDceLECezfvx/z5s3DtGnTpJ690NBQyOVyTJkyBadOncKuXbuwdOlSzjwmIiKiZsGsYwoLCwsRHh6OgoICKBQK+Pv7IzU1FUOGDAEAvP322ygrK0NERIS0eHVaWpq0RiEAfPjhh2jRogUmTJggLV6dlJQkrVEIACkpKZg1a5Y0S3ns2LFYu3at1G5tbY1vv/0WERERCAoKMlq8uopCoUB6ejoiIyPRp08fuLi4ICoqymi8IBEREZGlMmtRuGnTplrbZTIZFi9ejMWLF983xs7ODmvWrJEWma6Jq6srkpOTa30vT09PfPPNN7XG9OjRAxkZGbXGEBEREVkis88+JiKipkOv1yMrKwtFRUVwdXWFv7+/0Z0XImq+WBQSEREAICMjA+vWrTNasUGpVCIyMhLBwcFmzIyIHoUmN/uYiIgevYyMDCxatAglJSVGx0tKSrBo0SIOnSF6DLAoJCJ6zOn1eqxevbrWmNWrV0Ov1z+ijIjIHFgUEhE95qp2lQKAp59+GuvWrcPevXuxbt06PP300wDu9BiePHnSfEkSUaNjUUhE9Jg7ceIEAKB79+6Ij4+Hr68vHBwc4Ovri/j4eHTv3t0ojoiaJxaFRESPuaqJJYMHD4aVlfGvBSsrKwwaNMgojoiaJ84+JiJ6zFXt375v3z6MGzfOqDA0GAzYv3+/URw9PKuyEnOn8ECWkCOZFotCIqLHXK9evZCcnIzTp0/j3XffRUBAAORyOXQ6HY4cOYLTp09LcWQa9nmczU1ND4tCIqLH3FNPPQVnZ2eUlJRIe8Tfy9nZGU899dSjT66ZKvMOhsHe2dxp1MqqrITF62OGRSERNRrujmEZrK2tMXz4cOzYseO+McOHD+d3Z0IGe2cYHNuYOw0iIywKiahRZGRkICEhARqNRjqmUqkQERHB3TGaGL1ej9TU1FpjUlNTMW3aNBaGRM0Yi0IiMrmMjAzExMQgMDAQ0dHR8Pb2Rl5eHlJSUhATE4PY2FgWhk3I3esU9u3bFwEBAbCzs0N5eTmOHDmCw4cPS+sU9u7d27zJElGj4ZI0RGRSer0eCQkJCAwMRFxcnNGad3FxcQgMDMT69eu5O0YTcvz4cQCAr68v3nvvPXTs2BG2trbo2LEj3nvvPWmdwqo4Imqe2FNIRCaVlZUFjUaD6OjoGte8CwsLQ2RkJLKysjibtYm4du0aAMDLywvh4eHVbvn36tULp0+fluKIqHliUUhEJlVUVAQA8Pb2rrG96nhVHJmfm5sbAGDv3r3VbvknJyfjn//8p1EcETVPvH1MRCbl6uoKAMjLy6uxvep4VRyZ391LzRgMBuTm5uLf//43cnNzYTAYaowjouaHPYVEZFL+/v5QqVRISUlBXFxctd0xUlJS4O7uDn9/fzNmSXe7+zs6cuQIjhw58sA4Imp++F84EZmUtbU1IiIioFarsXDhQuTk5ODWrVvIycnBwoULoVarMWPGDC5t0oRUzTwGqhd+dz+/O46Imh/2FBKRyQUHByM2NhYJCQmIjIyUjru7u3M5mibI2dkZAODp6YmKigqjiSZubm6wtbVFfn6+FEdEzROLQiJqFMHBwQgKCuKOJk1EeXk58vPza2y7fPkyAMDW1hZ//etf8Z///AdarRYKhQJPPPEEVq9eLcU5OTnVeA5PT0/Y2dk1TvJE9EiwKCSiRmNtbc1lZ5qI/Px8TJ8+vdaYX375BREREfdt//DDD+/blpiYiM6dOzc4PyIyPxaFRESPAU9PTyQmJtbYdvbsWaxatQovvPACMjIycP36damtTZs26N+/P7766ivMnTsXXbp0ue/5ieqitl7re128eNHoz7pgr3XDsSgkImoAvV5vUbfG7ezs7tuT98QTTyAlJQWFhYXYsWMHUlNTsWrVKsydOxfDhw9HTEwM3N3dMXLkyCZ9jWQZ6tJrfa/4+Pg6x7LXuuFYFBIR1VNGRgYSEhKq7fwRERFhkZNoqmaMx8TEICYmBs8++ywAoEWLFoiJiYFarUZsbCwLQhOyKteaO4UHaqwca+u1NtX5qWFYFBIR1UNGRgZiYmLQt29fTJw4EXK5HDqdDkePHkVMTIzFzq6+e8b4oUOHAADvv/8+Z4ybmEKhgI2tHDh/wNyp1ImNrRwKhcKk56yt15rMi0UhEVEd6fV6JCQkoHPnzjh//jzUarXUplQq0blzZ6xfvx5BQUEW2atWNWN879690u1jc90yLiwshFZr2p6qhoxPqyuFQgGlUvnAOKVSieRtW016bRcvXkR8fDwWLFgALy8vk50XqPt1UfPAopCIqI6ysrKg0Wig0Wggl8uN2kpKSlBYWCjFWeqsa2tra2kySZcuXcxWEL4c/goqK3SNcv76jE+rKxtbOZK3ba1zYdgYhZaXlxd74OihsCgkIqqj3377Tfr7U089hfbt26OiogK2tra4fPmytD3c3XFUf1qtFpUVOpT5hMBgZ9pbl43BqlwLnD8ArVbLXjWyaCwKiYjqqKioCMCdW2rHjh0z2iPYysoKCoUCWq1WiqOHY7BTwODYxtxpED02WBQSEdXRjRs3ANzpyXJxccFrr72GwMBAqNVqbNq0CcXFxUZxRESWxOrBIUREBNyZaFKlS5cu8Pb2hr29Pby9vY0Wdb47jojIUrCnkIiojm7evAkAcHFxQV5eHiIjI6U2lUoFFxcXFBcXS3FERJaERSERUR1ZWd25uVJcXIyAgAD0798fOp0OcrncaKJJVRwRkSVhUUhEVEft2rWT/n7kyBGjiSb3iyMishT85ywRUR09//zzUi+gra2tUVvVcysrKzz//POPPDcioofFnkIiojqytraGnZ0dbt26BUdHR4wbNw7u7u4oKChAeno6KioqYGdnZ5G7mRARsSgkIqqjrKws3Lp1C4MHD8b+/fvx+eefS20ymQyDBw/Gvn37LHpHEyJ6fJn19vGyZcvwzDPPwMnJCW5ubhg3bhzOnj1rFCOEwOLFi+Hh4QF7e3sMGDAAOTk5RjE6nQ5vvfUW2rRpA0dHR4wdOxaXL182iikuLkZ4eDgUCgUUCgXCw8NRUlJiFJOfn48xY8bA0dERbdq0waxZs1BRUWEUk52djZCQENjb26Ndu3ZYsmQJhBCm+1CIqMm6e/FqmUxm1CaTyaBQKIziiIgsiVmLwgMHDiAyMhKHDx9Geno6bt++jaFDhxot57BixQqsXr0aa9euxbFjx6BSqTBkyBCjxWHnzJmDXbt2YceOHTh48CB+//13jB492mitsNDQUJw8eRKpqalITU3FyZMnER4eLrXr9XqMGjUKN2/exMGDB7Fjxw58+eWXmDt3rhRTWlqKIUOGwMPDA8eOHcOaNWuwcuVKrF69upE/KSJqClxdXQEAX375ZY3tVcer4oiILIlZbx+npqYaPd+8eTPc3NyQmZmJ4OBgCCHw0UcfYcGCBRg/fjwAYMuWLVAqlfj000/xxhtvQKvVYtOmTdi2bRsGDx4MAEhOTkaHDh2wb98+DBs2DGfOnEFqaioOHz6MgIAAAMDGjRsRGBiIs2fPokuXLkhLS8Pp06dx6dIleHh4AABWrVqFKVOmID4+Hq1atUJKSgrKy8uRlJQEuVwOPz8/5ObmYvXq1YiKiqrWc0BEzUvXrl2lv/fp0weBgYGQy+XQ6XRQq9U4evRotTgiIkvRpMYUarVaAP/7V3ZeXh40Gg2GDh0qxcjlcoSEhODQoUN44403kJmZicrKSqMYDw8P+Pn54dChQxg2bBjUajUUCoVUEAJA3759oVAocOjQIXTp0gVqtRp+fn5SQQgAw4YNg06nQ2ZmJgYOHAi1Wo2QkBDI5XKjmPnz5+PChQvw9vaudk06nQ46nU56XlpaaoJPiojMYffu3dLfT548KRWBgPFs5N27d2PixImPNLfmyKqsxNwp1Iml5En0IE2mKBRCICoqCv3794efnx8AQKPRAACUSqVRrFKpxMWLF6UYW1tbuLi4VIuper1Go4Gbm1u193RzczOKufd9XFxcYGtraxTTsWPHau9T1VZTUbhs2TLExsY++AMgoiYvOztb+vu9443vfp6dnc2i0ATs8zLMnQLRY6XJFIUzZ85EVlYWDh48WK3t3tuyQogH3qq9N6ameFPEVE0yuV8+8+fPR1RUlPS8tLQUHTp0qDV3Imqa7OzspL/37dsXAQEBsLOzQ3l5OY4cOYLDhw9Xi6OGK/MOhsHe2dxpPJBVWQkLWGoWmkRR+NZbb2H37t3IyMhA+/btpeMqlQrAnV44d3d36fi1a9ekHjqVSoWKigoUFxcb9RZeu3YN/fr1k2IKCwurve+vv/5qdJ57dycoLi5GZWWlUUxVr+Hd7wNU782sIpfLjW43E5HlqrobYG1tjSVLlhjdMh41ahRGjBgBvV5f410Dqj+DvTMMjm3MnQbRY8Oss4+FEJg5cyZ27tyJ77//vtr/SL29vaFSqZCeni4dq6iowIEDB6SCr3fv3rCxsTGKKSgowKlTp6SYwMBAaLVao/E/R44cgVarNYo5deoUCgoKpJi0tDTI5XL07t1bisnIyDC6TZSWlgYPD49qt5WJqPkpKysDcGe1gokTJ2LPnj347bffsGfPHkycOFFa8aAqjojIkpi1pzAyMhKffvopvv76azg5OUm9cAqFAvb29pDJZJgzZw6WLl2KTp06oVOnTli6dCkcHBwQGhoqxb722muYO3cuWrduDVdXV8ybNw89evSQZiN369YNw4cPx7Rp0/Dxxx8DAKZPn47Ro0ejS5cuAIChQ4eie/fuCA8PxwcffICioiLMmzcP06ZNQ6tWrQDcWdYmNjYWU6ZMwbvvvotz585h6dKlWLRoEWceEzUT5eXlyM/Pr7Ht7vUHi4uLsWrVqvvG5ebm1tjm6enJ28tE1CSZtShcv349AGDAgAFGxzdv3owpU6YAAN5++22UlZUhIiICxcXFCAgIQFpaGpycnKT4Dz/8EC1atMCECRNQVlaGQYMGISkpyWirqZSUFMyaNUuapTx27FisXbtWare2tsa3336LiIgIBAUFwd7eHqGhoVi5cqUUo1AokJ6ejsjISPTp0wcuLi6IiooyGjNIRJYtPz8f06dPf6hz7N27F3v37q2xLTExEZ07d36o8xMRNQazFoV12QlEJpNh8eLFWLx48X1j7OzssGbNGqxZs+a+Ma6urkhOTq71vTw9PfHNN9/UGtOjRw9kZHBAMVFz5enpicTExBrbDAYD/vKXv+DGjRvo0aMHPDw88N1332HYsGG4evUqsrOz4eTkhA8++ABWVjWPzvH09GzM9InITGq7y3CvqhVUqv6si0dxl6FJTDQhImoq7Ozsau3J+8tf/oKYmBjk5uZKS9R89913kMvlkMlk+Mtf/sLFq4keQw25yxAfH1/n2Edxl4FFIRFRPQQHByM2NhYJCQlGqxG4urpixowZCA4OfqT5FBYWSgv/m0pDejHqSqFQ3He1BiJLVttdBlOdv7GxKCQiqqfg4GAEBQVh7969WLVqFebOnYuRI0cajWN+FAoLC/Fy+CuorNA9OLgB6tOLUVc2tnIkb9tap8LQqty0xW5jsZQ8qXE96C6DJWBRSETUANbW1tLqBV26dHnkBSFwZ2vQygodynxCYLBTPPL3ry+rci1w/gC0Wm2tRaFCoYCNrRw4f+ARZvdwbGzlUCia/ndAVBsWhUTUIPUZVF1fXLalfgx2ima1yLNSqUTytq2Ncls8Pj4eCxYsgJeXl0nPzdvi1BywKCSiBjHF0i33w2VbSKlUNlqR5eXlxZ8vohqwKCSiBqnroOqG9M5w2RYiokePRSERNUh9B1Wzd4aI6M42mVlZWSgqKoKrqyv8/f3NMia5JiwKiYiIiB6BjIyMastZqVQqREREPPLlrGpS85L7RERERGQyGRkZiImJgY+PD9atW4e9e/di3bp18PHxQUxMTJPYLY1FIREREVEj0uv1SEhIQGBgIOLi4uDr6wsHBwf4+voiLi4OgYGBWL9+PfR6vVnz5O1jIiILZ1VWYu4U6sRS8iQytaysLGg0GkRHR1fbF93KygphYWGIjIxEVlYWevXqZaYsWRQSEVk8+zzz33YiovsrKioCAHh7e9fYXnW8Ks5cWBQSEVm4Mu9gGOydzZ3GA1mVlbCApceSq6srACAvLw++vr7V2vPy8ozizIVFIRGRhTPYOzerHU2Imht/f3+oVCqkpKQgLi7O6BaywWBASkoK3N3d4e/vb8YsOdGEiIiIqFFZW1sjIiICarUaCxcuRE5ODm7duoWcnBwsXLgQarUaM2bMMPt6hewpJCIiImpkwcHBiI2NRUJCAiIjI6Xj7u7uiI2NbRLrFLIoJGoCmvIK90REZBrBwcEICgpqsv+/Z1FIZGZNfYX75qKwsBBardak57x48aLRn6aiUCigVCpNek6yPOXl5cjPz39gXEN+Dj09PWFnZ9fg3KjhrK2tzbrsTG1YFBKZUdUK94GBgYiOjoa3tzfy8vKQkpKCmJiYJnNLwdIVFhbi5fBXUFmha5Tzx8fHm/R8NrZyJG/bysLwMZefn4/p06fXOb4+P4eJiYnci5yqYVFIZCb3rnBfNRutaoX7hQsXYv369QgKCmoytxYslVarRWWFDmU+ITDYKcydTq2syrXA+QPQarUsCh9znp6eSExMbLRzE92LRSGRmVjKCvfNicFOwaVbyGLY2dmxN48eKRaFRGZiKSvcU9NnVW7asZKNxVLyJHpcsSgkMhNLWeGemi6FQgEbWzlw/oC5U6kzG1s5FIqmfQuf6HHFopDITCxlhXtqupRKJZK3bW2UWdXx8fFYsGABvLy8THpuzqwmarpYFBKZSdUK9zExMVi4cCHCwsKMZh+r1WrExsZykokJWZWVmDuFB6pvjkqlstGKLC8vL45pI3qMsCgkMiNLWOG+ObHPyzB3CkQmxYXvyZRYFBKZWVNf4b45KfMOhsHe2dxp1MqqrITFK9UJF74nU2NRSNSI6rojAQA4OjrC0dERAPCf//ynTq9pjF0JTL3zR2Pt+gHUf3yawd6ZS9JQs8CF76kxsCgkakT13ZGgvky9K0Fj7vxh6l0/AO78QY8nLnxPjYVFIVEjqs+OBA2Z8WnqXQm48wdR08eF76mxsCgkakQN2ZGgKcz45M4fRE0XF76nxsKikIgeG5awo4Yl5NiU1GfcbkPGtzbGuN2HxYXvqbGwKCSiZs/Sdv7grh9115Bxu/UZ32rqcbumwIXvqbGwKCSiZs/Sdv7grh91V59xuw09f1PDhe+psbAoJKLHAnf+aJ4aMm63OeDC99QYWBQSERFZIC58T6bGopCIqmmOewQTNUfW1tZcdoZMxqxFYUZGBj744ANkZmaioKAAu3btwrhx46R2IQRiY2ORmJiI4uJiBAQEYN26dUazrXQ6HebNm4ft27ejrKwMgwYNQkJCAtq3by/FFBcXY9asWdi9ezcAYOzYsVizZg2cnZ2lmPz8fERGRuL777+Hvb09QkNDsXLlStja2kox2dnZmDlzJo4ePQpXV1e88cYbiI6Ohkwma7wPicgMuM0aEdHjx6xF4c2bN9GzZ0+8+uqr+OMf/1itfcWKFVi9ejWSkpLQuXNnxMXFYciQITh79iycnJwAAHPmzMGePXuwY8cOtG7dGnPnzsXo0aORmZkpdaGHhobi8uXLSE1NBQBMnz4d4eHh2LNnD4A7q8OPGjUKbdu2xcGDB3H9+nVMnjwZQgisWbMGAFBaWoohQ4Zg4MCBOHbsGHJzczFlyhQ4Ojpi7ty5j+LjInpkuEcwEdHjx6xF4YgRIzBixIga24QQ+Oijj7BgwQKMHz8eALBlyxYolUp8+umneOONN6DVarFp0yZs27YNgwcPBgAkJyejQ4cO2LdvH4YNG4YzZ84gNTUVhw8fRkBAAABg48aNCAwMxNmzZ9GlSxekpaXh9OnTuHTpEjw8PAAAq1atwpQpUxAfH49WrVohJSUF5eXlSEpKglwuh5+fH3Jzc7F69WpERUWxt5CaFe4RTET0+LF6cIh55OXlQaPRYOjQodIxuVyOkJAQHDp0CACQmZmJyspKoxgPDw/4+flJMWq1GgqFQioIAaBv375QKBRGMX5+flJBCADDhg2DTqdDZmamFBMSEgK5XG4Uc/XqVVy4cOG+16HT6VBaWmr0ICIiImpqmuxEE41GAwDVlpBQKpXSavQajQa2trZwcXGpFlP1eo1GAzc3t2rnd3NzM4q5931cXFxga2trFNOxY8dq71PVdr/thpYtW4bY2NgHXi9ZlsLCwkZZ8+7uP02J694REdGDNNmisMq9t2WFEA+8VXtvTE3xpogRQtz3tVXmz5+PqKgo6XlpaSk6dOhQa/7UtBUWFuLl8FdQWaFrlPPXZ7eFurKxlSN521YWhkREdF9NtihUqVQA7vTCubu7S8evXbsm/WJTqVSoqKhAcXGxUW/htWvX0K9fPymmsLCw2vl//fVXo/McOXLEqL24uBiVlZVGMVW9hne/D1C9N/Nucrnc6JYzWT6tVovKCh3KfEJgsGv6W5FZlWuB8weg1WpZFBIR0X012aLQ29sbKpUK6enp0hpMFRUVOHDgAN5//30AQO/evWFjY4P09HRMmDABAFBQUIBTp05hxYoVAIDAwEBotVocPXoUf/jDHwAAR44cgVarlQrHwMBAxMfHo6CgQCpA09LSIJfL0bt3bynm3XffRUVFhbRMTVpaGjw8PKrdVqbHg8FOwckYRBZCr9dzkWeiBzBrUfj777/jl19+kZ7n5eXh5MmTcHV1haenJ+bMmYOlS5eiU6dO6NSpE5YuXQoHBweEhoYCuDNO6rXXXsPcuXPRunVruLq6Yt68eejRo4c0G7lbt24YPnw4pk2bho8//hjAnSVpRo8ejS5dugAAhg4diu7duyM8PBwffPABioqKMG/ePEybNg2tWrUCcGdZm9jYWEyZMgXvvvsuzp07h6VLl2LRokWceUzNjlW5acdLNgZLyJGahoyMDCQkJBjd7VGpVIiIiOB2cER3MWtR+OOPP2LgwIHS86qxd5MnT0ZSUhLefvttlJWVISIiQlq8Oi0tTVqjEAA+/PBDtGjRAhMmTJAWr05KSjL6F2BKSgpmzZolzVIeO3Ys1q5dK7VbW1vj22+/RUREBIKCgowWr66iUCiQnp6OyMhI9OnTBy4uLoiKijIaL0iPF0vZUaM+eSoUCtjYyoHzBxovIROysZVDoWj6t/DJfDIyMhATE4PAwEBER0fD29sbeXl5SElJQUxMDPcJJrqLTFTNlqBHorS0FAqFAlqtVuqFJMuSm5uL6dOnmzuNektMTETnzp0fGGfqmdUXL15EfHw8FixYAC8vL5OdFzD/rOqqn4W6fraWQK/XY+/evVi1ahXmzp2LkSNHWuxtVr1ej7CwMPj4+CAuLg5WVv9bhc1gMGDhwoXIy8tDcnKyxV4j0YPUp+5osmMKiZo6S9j1A6j/zh9KpbJRCi0vL69mUzg1V/feZl21ahVSUlIs9jZrVlYWNBoNoqOjjQpCALCyskJYWBgiIyORlZXF/YOJwKKQqMG468fjTa/X4+zZswCAs2fP4oknnrDo3qa7b7NOmTIFy5cvx1//+lfpuCXeZi0qKgKA+64jW3W8Ko7occeikIjoLuXl5cjPz6815vjx4/jiiy9w/fp1AHd61JKSkvDiiy/i6aefrvW1np6esLOzM1m+dVXbdRkMBvztb39Djx498Morr+DSpUsA7oy3fuWVV/D777/j73//O9zc3Kr1uFUx13XVxtXVFcCdSYy+vr7V2vPy8oziiB53LAqJGshSZr9aSp5NRX5+foPGjF6/fh0bNmx4YJy5xh/W5bquX7+ON998U3p+70Lqd7fdqymOq/T394dKpUJKSkqNYwpTUlLg7u4Of39/M2ZJ1HSwKCSqJ0uboQtwlm59eHp6IjExscY2g8GABQsWoF27dpg+fToyMjLw66+/om3btggODkZiYiKuXr1arQC59/zmUNt1HT16FJ988gn+/ve/19jbV15ejlmzZuH111+X1nut6fxNjbW1NSIiIhATE4OFCxciLCzMaPaxWq1GbGysRd/2JzIlFoVE9aRUKpG8bWuj7H3cXGfpWhI7O7v79nidOHEC169fR69evTB79mzo9Xqp7csvv8TAgQORlZWFsrKyJjdxobbrunnzJoA7RVRNMTk5OQAAX1/fJtcb+CDBwcGIjY1FQkICIiMjpePu7u4WOU6SqDGxKCRqgMaaoQtwlm5TVjUhYd++fXBxccGQIUPg4eGBq1evIj09Hfv27TOKsxTN/TZrcHAwgoKCuKMJ0QOwKCQiqqOqNb7s7e1ha2uLzz//XGpTKpWwt7dHWVmZxa1B+jjcZrW2tm5yvbdETQ2LQiKiOjp//jwAoKysDAaDwaitpKQEOp1OinvmmWceeX4Pg7dZiYhFIRFRHRUUFEh/t7Ozw/PPPy/dPv7uu++kovDuOEvC26xEjzcWhUREdVTVO+jo6IgbN24Y3T62traGo6Mjbt68Wa0X0ZLwNivR44tFoYWpy8K6D8PUC9D+/PPP0kK4tamsrMRvv/1msve9V5s2bWBjY/PAuA4dOqBr166NlgdZNkdHRwB3ZusGBASgb9++sLOzQ3l5OQ4fPowjR44YxRERWRIWhRamoQvr1pUpF6AtLCxEREQkDAb9g4ObCCsra2zf/imXb6Ea3T0rNzc3F/3798czzzwDtVqN3NzcGuOIiCwFi8ImorCwsE7r3ul0OixYsKBO5ywoKMA//vEPTJ06Fe7u7nV6jU6nM/rlVpO6rnmn1WphMOhR3u5pCNuWtQcLPWQVt+qUY0MIWwdAVvu4KFnF77C7chxarZZFIdWoalaxQqGAVqvFqlWrpDZra2vpuKXNPiYiAlgUNgmFhYV4OfwVVFboGuX8//jHP0x6PhtbOZK3ba1z4aRXtIfBsY1Jc2gMVjd/A64cN3ca1IRV7ZGr1WoREBCA9u3bQ6fTQS6X4/Lly9LtY+6lS0SWiEVhE6DValFZoUOZTwgMdk17KzKrci1w/gB70+qoPmNAL168aPRnXZh6DCjVrk2b//3j5uTJk1IRCAByubzGOCIiS8GisCkRwtwZPJgl5NiENGQMaHx8fJ1jTTkGlB6saucPhUKB4uJiXLt2TWpzdnaGs7MzSktLLXbnDyJ6vLEobELs8zLMnUKjsCo37R7BjaUx8vT09ERiYqLJz3v3+enRuXvnj759+2LSpEmQy+XQ6XQ4evQoDh8+bPE7fxDR44tFYRNSpwkZZlY1GaMuFAoFbGzlwPkDjZyV6djYyqFQmO4Wvp2dXZ168vR6PRcMthB37/yhVqul49z5g4gsHYvCJkAqnixkkkNdCyelUonkbVvrNKu6Pi5evIj4+HgsWLAAXl5eJj13XWdWm1JGRgYSEhKg0WikYyqVChERESwwmiju/EFEzRGLwibA0oqn+hROSqWy0YosLy8vix9Pl5GRgZiYGAQGBiI6Ohre3t7Iy8tDSkoKYmJi2PPUhHHnDyJqblgUNhF1LZ4sbUcTuj+9Xo+EhAQEBgYiLi5OWvDY19cXcXFxWLhwIdavX4+goCD2QBERUaNjUWhhOJu1+cjKyoJGo0F0dHS1HTCsrKwQFhaGyMhIZGVlsUeKiIgaHYtCC9NcZ7M+juv5FRUVAQC8vb1rbK86XhXX1NT1O2su3xcRUXPHotDC1HU2q6V5HHtAq3a9yMvLg6+vb7X2vLw8o7impr7fmaV/X0REzR2LQmoSmmsPaG2qFkJOSUkxGlMIAAaDASkpKXB3d2+yCyE35nfWFL8vIqLmTiYEt6h4lEpLS6FQKKDVatGqVStzp0Nmdvfs47CwMKPZx2q1mrOPiYjoodSn7mBR+IixKKR71bROobu7O2bMmMGCkIiIHgqLwiaMRSHVhDuaEBFRY6hP3cExhURNABdCJiIic7N6cAgRERERNXcsComIiIiIRSERERERsSgkIiIiIrAoJCIiIiKwKCQiIiIisCgkIiIiIrAobJCEhAR4e3vDzs4OvXv3xg8//GDulIiIiIgeCovCevrss88wZ84cLFiwACdOnMCzzz6LESNGID8/39ypERERETUYt7mrp4CAADz99NNYv369dKxbt24YN24cli1b9sDXc5s7IiIielTqU3ewp7AeKioqkJmZiaFDhxodHzp0KA4dOlTja3Q6HUpLS40eRERERE0N9z6uh99++w16vR5KpdLouFKphEajqfE1y5YtQ2xsbLXjLA6JiIiosVXVG3W5McyisAFkMpnRcyFEtWNV5s+fj6ioKOn5lStX0L17d3To0KFRcyQiIiKqcuPGDSgUilpjWBTWQ5s2bWBtbV2tV/DatWvVeg+ryOVyyOVy6XnLli1x6dIlODk53beQNJXS0lJ06NABly5dalbjF3ldlqW5XhfQfK+N12VZmut1Ac332h7ldQkhcOPGDXh4eDwwlkVhPdja2qJ3795IT0/HCy+8IB1PT0/H888/X6dzWFlZoX379o2VYo1atWrVrP5jqsLrsizN9bqA5nttvC7L0lyvC2i+1/aorutBPYRVWBTWU1RUFMLDw9GnTx8EBgYiMTER+fn5ePPNN82dGhEREVGDsSisp4kTJ+L69etYsmQJCgoK4Ofnh71798LLy8vcqRERERE1GIvCBoiIiEBERIS503gguVyOmJgYozGNzQGvy7I01+sCmu+18bosS3O9LqD5XltTvS4uXk1EREREXLyaiIiIiFgUEhERERFYFBIRERERWBQSEREREVgUNksZGRkYM2YMPDw8IJPJ8NVXX5k7pYe2bNkyPPPMM3BycoKbmxvGjRuHs2fPmjstk1i/fj38/f2lRUwDAwPxz3/+09xpmdyyZcsgk8kwZ84cc6fyUBYvXgyZTGb0UKlU5k7LJK5cuYKXX34ZrVu3hoODA5566ilkZmaaO62H1rFjx2rfmUwmQ2RkpLlTeyi3b9/GwoUL4e3tDXt7e/j4+GDJkiUwGAzmTu2h3bhxA3PmzIGXlxfs7e3Rr18/HDt2zNxp1duDfh8LIbB48WJ4eHjA3t4eAwYMQE5OjnmSBYvCZunmzZvo2bMn1q5da+5UTObAgQOIjIzE4cOHkZ6ejtu3b2Po0KG4efOmuVN7aO3bt8fy5cvx448/4scff8Rzzz2H559/3qz/YzC1Y8eOITExEf7+/uZOxSR8fX1RUFAgPbKzs82d0kMrLi5GUFAQbGxs8M9//hOnT5/GqlWr4OzsbO7UHtqxY8eMvq/09HQAwIsvvmjmzB7O+++/jw0bNmDt2rU4c+YMVqxYgQ8++ABr1qwxd2oP7fXXX0d6ejq2bduG7OxsDB06FIMHD8aVK1fMnVq9POj38YoVK7B69WqsXbsWx44dg0qlwpAhQ3Djxo1HnOl/CWrWAIhdu3aZOw2Tu3btmgAgDhw4YO5UGoWLi4v45JNPzJ2GSdy4cUN06tRJpKeni5CQEDF79mxzp/RQYmJiRM+ePc2dhsm98847on///uZO45GYPXu2eOKJJ4TBYDB3Kg9l1KhRYurUqUbHxo8fL15++WUzZWQat27dEtbW1uKbb74xOt6zZ0+xYMECM2X18O79fWwwGIRKpRLLly+XjpWXlwuFQiE2bNhghgyFYE8hWSStVgsAcHV1NXMmpqXX67Fjxw7cvHkTgYGB5k7HJCIjIzFq1CgMHjzY3KmYzLlz5+Dh4QFvb2+89NJLOH/+vLlTemi7d+9Gnz598OKLL8LNzQ29evXCxo0bzZ2WyVVUVCA5ORlTp06FTCYzdzoPpX///ti/fz9yc3MBAD/99BMOHjyIkSNHmjmzh3P79m3o9XrY2dkZHbe3t8fBgwfNlJXp5eXlQaPRYOjQodIxuVyOkJAQHDp0yCw5cUcTsjhCCERFRaF///7w8/MzdzomkZ2djcDAQJSXl6Nly5bYtWsXunfvbu60HtqOHTtw/PhxixwLdD8BAQHYunUrOnfujMLCQsTFxaFfv37IyclB69atzZ1eg50/fx7r169HVFQU3n33XRw9ehSzZs2CXC7HK6+8Yu70TOarr75CSUkJpkyZYu5UHto777wDrVaLrl27wtraGnq9HvHx8Zg0aZK5U3soTk5OCAwMxHvvvYdu3bpBqVRi+/btOHLkCDp16mTu9ExGo9EAAJRKpdFxpVKJixcvmiMlFoVkeWbOnImsrKxm9S/GLl264OTJkygpKcGXX36JyZMn48CBAxZdGF66dAmzZ89GWlpatX/xW7IRI0ZIf+/RowcCAwPxxBNPYMuWLYiKijJjZg/HYDCgT58+WLp0KQCgV69eyMnJwfr165tVUbhp0yaMGDECHh4e5k7loX322WdITk7Gp59+Cl9fX5w8eRJz5syBh4cHJk+ebO70Hsq2bdswdepUtGvXDtbW1nj66acRGhqK48ePmzs1k7u3x1oIYbZebBaFZFHeeust7N69GxkZGWjfvr250zEZW1tbPPnkkwCAPn364NixY/jb3/6Gjz/+2MyZNVxmZiauXbuG3r17S8f0ej0yMjKwdu1a6HQ6WFtbmzFD03B0dESPHj1w7tw5c6fyUNzd3av9I6Rbt2748ssvzZSR6V28eBH79u3Dzp07zZ2KSfzlL3/BX//6V7z00ksA7vwj5eLFi1i2bJnFF4VPPPEEDhw4gJs3b6K0tBTu7u6YOHEivL29zZ2ayVStWqDRaODu7i4dv3btWrXew0eFYwrJIgghMHPmTOzcuRPff/99s/ofQ02EENDpdOZO46EMGjQI2dnZOHnypPTo06cPwsLCcPLkyWZREAKATqfDmTNnjP6nbomCgoKqLfOUm5sLLy8vM2Vkeps3b4abmxtGjRpl7lRM4tatW7CyMv41bm1t3SyWpKni6OgId3d3FBcX47vvvsPzzz9v7pRMxtvbGyqVSpoND9wZ83rgwAH069fPLDmxp7AZ+v333/HLL79Iz/Py8nDy5Em4urrC09PTjJk1XGRkJD799FN8/fXXcHJyksZiKBQK2Nvbmzm7h/Puu+9ixIgR6NChA27cuIEdO3bg3//+N1JTU82d2kNxcnKqNubT0dERrVu3tuixoPPmzcOYMWPg6emJa9euIS4uDqWlpRbfM/PnP/8Z/fr1w9KlSzFhwgQcPXoUiYmJSExMNHdqJmEwGLB582ZMnjwZLVo0j199Y8aMQXx8PDw9PeHr64sTJ05g9erVmDp1qrlTe2jfffcdhBDo0qULfvnlF/zlL39Bly5d8Oqrr5o7tXp50O/jOXPmYOnSpejUqRM6deqEpUuXwsHBAaGhoeZJ2CxznqlR/etf/xIAqj0mT55s7tQarKbrASA2b95s7tQe2tSpU4WXl5ewtbUVbdu2FYMGDRJpaWnmTqtRNIclaSZOnCjc3d2FjY2N8PDwEOPHjxc5OTnmTssk9uzZI/z8/IRcLhddu3YViYmJ5k7JZL777jsBQJw9e9bcqZhMaWmpmD17tvD09BR2dnbCx8dHLFiwQOh0OnOn9tA+++wz4ePjI2xtbYVKpRKRkZGipKTE3GnV24N+HxsMBhETEyNUKpWQy+UiODhYZGdnmy1fmRBCPPJKlIiIiIiaFI4pJCIiIiIWhURERETEopCIiIiIwKKQiIiIiMCikIiIiIjAopCIiIiIwKKQiIiIiMCikIiIiIjAopCIyOIMGDAAc+bMkZ537NgRH330UZPJh4gsE4tCIqJ7XLp0Ca+99ho8PDxga2sLLy8vzJ49G9evXzd3anV26NAhjBw5Ei4uLrCzs0OPHj2watUq6PV6c6dGRE0Ui0IiorucP38effr0QW5uLrZv345ffvkFGzZswP79+xEYGIiioqJGe+/KykqTnGfXrl0ICQlB+/bt8a9//Qs///wzZs+ejfj4eLz00kvg7qZEVBMWhUREd4mMjIStrS3S0tIQEhICT09PjBgxAvv27cOVK1ewYMECzJ8/H3379q32Wn9/f8TExEjPN2/ejG7dusHOzg5du3ZFQkKC1HbhwgXIZDJ8/vnnGDBgAOzs7JCcnIzr169j0qRJaN++PRwcHNCjRw9s3769zvnfvHkT06ZNw9ixY5GYmIinnnoKHTt2xOuvv44tW7bg//7v//D5558DAP79739DJpOhpKREev3Jkychk8lw4cIFAHjofIjIcrAoJCL6r6KiInz33XeIiIiAvb29UZtKpUJYWBg+++wzhIaG4siRI/jPf/4jtefk5CA7OxthYWEAgI0bN2LBggWIj4/HmTNnsHTpUkRHR2PLli1G533nnXcwa9YsnDlzBsOGDUN5eTl69+6Nb775BqdOncL06dMRHh6OI0eO1Oka0tLScP36dcybN69a25gxY9C5c+d6FXUPmw8RWY4W5k6AiKipOHfuHIQQ6NatW43t3bp1Q3FxMZRKJfz9/fHpp58iOjoaAJCSkoJnnnkGnTt3BgC89957WLVqFcaPHw8A8Pb2xunTp/Hxxx9j8uTJ0jnnzJkjxVS5u6B76623kJqaii+++AIBAQEPvIbc3Fwp15p07dpViqmLdu3aPVQ+RGQ5WBQSEdVR1Vg8mUyGsLAw/OMf/0B0dDSEENi+fbs0A/fXX3+VJqtMmzZNev3t27ehUCiMztmnTx+j53q9HsuXL8dnn32GK1euQKfTQafTwdHRsUG51nTc1ta2zucxVT5E1PSxKCQi+q8nn3wSMpkMp0+fxrhx46q1//zzz3BxcUGbNm0QGhqKv/71rzh+/DjKyspw6dIlvPTSSwAAg8EA4M4t5Ht706ytrY2e31tcrVq1Ch9++CE++ugj9OjRA46OjpgzZw4qKirqdA2dOnUCAJw5cwb9+vWr8RqeeuopAICV1Z0RRHcXkPdOdnnYfIjIcrAoJCL6r9atW2PIkCFISEjAn//8Z6NxhRqNBikpKXjllVcgk8nQvn17BAcHIyUlBWVlZRg8eDCUSiUAQKlUol27djh//rw0xrCufvjhBzz//PN4+eWXAdwpMM+dO3ff28H3GjZsGFxdXbFq1apqReHu3btx7tw5aU3Dtm3bAgAKCgrg4uIC4M5EE1PmQ0SWgxNNiIjusnbtWuh0OgwbNgwZGRm4dOkSUlNTMWTIELRr1w7x8fFSbFhYGHbs2IEvvvhCKpqqLF68GMuWLcPf/vY35ObmIjs7G5s3b8bq1atrff8nn3wS6enpOHToEM6cOYM33ngDGo2mzvk7Ojri448/xtdff43p06cjKysLFy5cwKZNmzBlyhS8/vrrGDlypPReHTp0wOLFi5Gbm4tvv/0Wq1atMmk+RGQ5WBQSEd2lU6dO+PHHH/HEE09g4sSJeOKJJzB9+nQMHDgQarUarq6uUuyLL76I69ev49atW9VuN7/++uv45JNPkJSUhB49eiAkJARJSUnw9vau9f2jo6Px9NNPY9iwYRgwYABUKlWNt7Jr86c//Qn/+te/kJ+fj2effRbe3t54/fXX8c4772Djxo1SnI2NDbZv346ff/4ZPXv2xPvvv4+4uDiT50NElkEmuIopEVGzVl5ejueffx6XLl3CgQMHpNvGRER3Y1FIRPQYKC8vx0cffYROnTrhj3/8o7nTIaImiEUhEREREXFMIRERERGxKCQiIiIisCgkIiIiIrAoJCIiIiKwKCQiIiIisCgkIiIiIrAoJCIiIiKwKCQiIiIisCgkIiIiIgD/H9AE2BkcaG32AAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Yorum: Genel malzeme ve işçilik kalitesi (OverallQual) arttıkça, evin satış fiyatı da belirgin şekilde artıyor.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Yorum: Yaşanabilir alan (GrLivArea) arttıkça, satış fiyatı da genellikle artıyor. Ancak bazı uç değerler (outlier) gözlemleniyor.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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YPn16NkYYioK2Y6xvSGRxcbGCNhEREREROeK0KRUiERERERERKWAK2kRERERERAqYgjYREREREZECpqBNRERERESkgCloExERERERKWAK2kRERERERAqYgjYREREREZECpqBNRERERESkgCloExERERERKWAK2kRERERERAqYdaI7ICIiIiIihxeKJmnsjhCOJ/HardSVuPA6dSp/vNCeFhEREREpYAf8vTy7rZXu3kT2thK3jZULq5lW6p7AnsmxouGRIiIiIiIFKhRNDgrYALp7Ezy7rZVQNDlBPZNjSUGbiIiIiEiBauyODArY+nT3JmjsjhzjHslEUNAmIiIiIlKgwvHDZ9J6j3C/TA2a0yYiIiIiUqA89sOfrrsH3K+CJVOT9qCIiIiISIGqL3FR4rblHSJZ4rZRX+LK/lsFS6YuDY8UERERESlQXqeVlQurKXHbcm7vC8b6smgqWDK1KdMmIiIiIlLAppW6+fjS6TR2R+iNJ3HbrdQPGPY4nIIl82uKjlWXZYwpaBMRERERKXBep/WwQZcKlkxtGh4pIiIiIjLJjbRgiUwuCtpERERERCa5voIl+QwsWCKTj4I2EREREZFJbrgFS2Ry0t4TEREREZkChlOwRCYn7UERERERkSniSAVLZHLS8EgREREREZECpqBNRERERESkgCloExERERERKWAK2kRERERERAqYgjYREREREZECpqBNRERERESkgCloExERERERKWAK2kRERERERAqYgjYREREREZECpqBNRERERESkgCloExERERERKWAK2kRERERERArYhAZts2bNwmQyDfr7yle+AoBhGNx+++3U1dXhcrk477zzeOedd3KeIxaL8dWvfpWKigo8Hg9XXnklBw4cyGnj9/tZs2YNPp8Pn8/HmjVr6O7uzmnT0NDAFVdcgcfjoaKiguuuu454PJ7TZsuWLaxYsQKXy0V9fT3f+ta3MAxj7N8YERERERGRgyY0aNu4cSPNzc3Zv2effRaAj3/84wDcc8893HfffTzwwANs3LiRmpoaVq5cSTAYzD7H9ddfz5NPPsm6det48cUXCYVCrFq1ilQqlW2zevVqNm/ezDPPPMMzzzzD5s2bWbNmTfb+VCrF5ZdfTjgc5sUXX2TdunX88pe/5MYbb8y26enpYeXKldTV1bFx40buv/9+7r33Xu67777xfptEREREROR4ZhSQr33ta8YJJ5xgpNNpI51OGzU1NcZ3vvOd7P3RaNTw+XzGww8/bBiGYXR3dxs2m81Yt25dtk1jY6NhNpuNZ555xjAMw9i2bZsBGK+88kq2zYYNGwzA2L59u2EYhvH0008bZrPZaGxszLZ5/PHHDYfDYQQCAcMwDOPBBx80fD6fEY1Gs23uuusuo66uzkin08PexkAgYADZ5xURERERkePTcGODgpnTFo/H+a//+i+uvvpqTCYTe/bsoaWlhYsuuijbxuFwsGLFCl5++WUANm3aRCKRyGlTV1fHokWLsm02bNiAz+dj2bJl2TZnn302Pp8vp82iRYuoq6vLtrn44ouJxWJs2rQp22bFihU4HI6cNk1NTezdu3fI7YrFYvT09OT8iYiIiIiIDFfBBG3/+7//S3d3N2vXrgWgpaUFgOrq6px21dXV2ftaWlqw2+2UlpYetk1VVdWg16uqqsppM/B1SktLsdvth23T9+++Nvncdddd2bl0Pp+P6dOnD/0miIiIiIiIDFAwQduPfvQjLr300pxsF4DJZMr5t2EYg24baGCbfO3Hoo1xsAjJ4fpzyy23EAgEsn/79+8/bN9FRERERET6K4igbd++ffzxj3/k85//fPa2mpoaYHAWq62tLZvhqqmpIR6P4/f7D9umtbV10Gu2t7fntBn4On6/n0Qicdg2bW1twOBsYH8Oh4Pi4uKcPxERERERkeEqiKDt0Ucfpaqqissvvzx72+zZs6mpqclWlITMvLcXXniBc845B4ClS5dis9ly2jQ3N7N169Zsm+XLlxMIBHjttdeybV599VUCgUBOm61bt9Lc3Jxts379ehwOB0uXLs22+ctf/pKzDMD69eupq6tj1qxZY/huiIiIiIiIHDLhQVs6nebRRx/lM5/5DFarNXu7yWTi+uuv58477+TJJ59k69atrF27FrfbzerVqwHw+Xx87nOf48Ybb+S5557jzTff5NOf/jSnnHIKF154IQALFizgkksu4ZprruGVV17hlVde4ZprrmHVqlXMnz8fgIsuuoiFCxeyZs0a3nzzTZ577jluuukmrrnmmmxmbPXq1TgcDtauXcvWrVt58sknufPOO7nhhhuOOFxTRERERETkaFmP3GR8/fGPf6ShoYGrr7560H1f//rXiUQiXHvttfj9fpYtW8b69espKirKtvn+97+P1WrlqquuIhKJcMEFF/DYY49hsViybX7+859z3XXXZatMXnnllTzwwAPZ+y0WC7/73e+49tprOffcc3G5XKxevZp7770328bn8/Hss8/yla98hTPOOIPS0lJuuOEGbrjhhvF4W0RERERERAAwGX3VNOSY6OnpwefzEQgENL9NREREROQ4NtzYYMKHR4qIiIiIiMjQFLSJiIiIiIgUMAVtIiIiIiIiBUxBm4iIiIiISAFT0CYiIiIiIlLAFLSJiIiIiIgUMAVtIiIiIiIiBUxBm4iIiIiISAFT0CYiIiIiIlLAFLSJiIiIiIgUMAVtIiIiIiIiBUxBm4iIiIiISAFT0CYiIiIiIlLAFLSJiIiIiIgUMAVtIiIiIiIiBUxBm4iIiIiISAFT0CYiIiIiIlLAFLSJiIiIiIgUMAVtIiIiIiIiBUxBm4iIiIiISAFT0CYiIiIiIlLAFLSJiIiIiIgUMAVtIiIiIiIiBUxBm4iIiIiISAFT0CYiIiIiIlLArBPdARERERERGblQNEljd4RwPInXbqWuxIXXqdP7qUh7VURERERkkjng7+XZba109yayt5W4baxcWM20UvcE9kzGg4ZHioiIiIhMIqFoclDABtDdm+DZba2EoskJ6pmMFwVtIiIiIiKTSGN3ZFDA1qe7N0Fjd+QY90jGm4I2EREREZFJJBw/fCat9wj3y+SjoE1EREREZBLx2A9flsJ9hPtl8lHQJiIiIiIyidSXuChx2/LeV+K2UV/iOsY9kvGmoE1EREREZBLxOq2sXFg9KHDrqx6psv+ZYi07WoK80eDnvZbgpC/Ooj0qIiIiIjLJTCt18/Gl02nsjtAbT+K2W6nXOm3A1FwOQXtVRERERGQS8jqtzK8pmuhuFJQjLYfw8aXTJ2Vgq+GRIiIiIiIyJUzV5RAUtImIiIiIyJQwVZdDUNAmIiIiIiJTwlRdDmHCg7bGxkY+/elPU15ejtvt5rTTTmPTpk3Z+w3D4Pbbb6eurg6Xy8V5553HO++8k/McsViMr371q1RUVODxeLjyyis5cOBAThu/38+aNWvw+Xz4fD7WrFlDd3d3TpuGhgauuOIKPB4PFRUVXHfddcTj8Zw2W7ZsYcWKFbhcLurr6/nWt76FYRhj+6aIiIiIiMiITdXlECY0aPP7/Zx77rnYbDZ+//vfs23bNr73ve9RUlKSbXPPPfdw33338cADD7Bx40ZqampYuXIlwWAw2+b666/nySefZN26dbz44ouEQiFWrVpFKpXKtlm9ejWbN2/mmWee4ZlnnmHz5s2sWbMme38qleLyyy8nHA7z4osvsm7dOn75y19y4403Ztv09PSwcuVK6urq2LhxI/fffz/33nsv99133/i+USIiIiIickRTdjkEYwLdfPPNxgc+8IEh70+n00ZNTY3xne98J3tbNBo1fD6f8fDDDxuGYRjd3d2GzWYz1q1bl23T2NhomM1m45lnnjEMwzC2bdtmAMYrr7ySbbNhwwYDMLZv324YhmE8/fTThtlsNhobG7NtHn/8ccPhcBiBQMAwDMN48MEHDZ/PZ0Sj0Wybu+66y6irqzPS6fSwtjkQCBhA9jlFRERERGRsBSMJY3tzj/HGvi5je3OPEYwkJrpLeQ03NpjQTNtvfvMbzjjjDD7+8Y9TVVXFkiVL+OEPf5i9f8+ePbS0tHDRRRdlb3M4HKxYsYKXX34ZgE2bNpFIJHLa1NXVsWjRomybDRs24PP5WLZsWbbN2Wefjc/ny2mzaNEi6urqsm0uvvhiYrFYdrjmhg0bWLFiBQ6HI6dNU1MTe/fuzbuNsViMnp6enD8RERERERk/fcshLJlRyvyaosmbYTtoQoO23bt389BDDzFv3jz+8Ic/8KUvfYnrrruOn/70pwC0tLQAUF1dnfO46urq7H0tLS3Y7XZKS0sP26aqqmrQ61dVVeW0Gfg6paWl2O32w7bp+3dfm4Huuuuu7Dw6n8/H9OnTj/CuiIiIiIiIHDKhQVs6neb000/nzjvvZMmSJXzxi1/kmmuu4aGHHsppZzKZcv5tGMag2wYa2CZf+7FoYxwsQjJUf2655RYCgUD2b//+/Yftt4iIiIiISH8TGrTV1taycOHCnNsWLFhAQ0MDADU1NcDgLFZbW1s2w1VTU0M8Hsfv9x+2TWtr66DXb29vz2kz8HX8fj+JROKwbdra2oDB2cA+DoeD4uLinD8REREREZHhmtCg7dxzz2XHjh05t7333nvMnDkTgNmzZ1NTU8Ozzz6bvT8ej/PCCy9wzjnnALB06VJsNltOm+bmZrZu3Zpts3z5cgKBAK+99lq2zauvvkogEMhps3XrVpqbm7Nt1q9fj8PhYOnSpdk2f/nLX3KWAVi/fj11dXXMmjVrLN4SERERERGRHCbDmLhFxjZu3Mg555zDHXfcwVVXXcVrr73GNddcw3/8x3/wqU99CoC7776bu+66i0cffZR58+Zx55138uc//5kdO3ZQVFQEwJe//GV++9vf8thjj1FWVsZNN91EZ2cnmzZtwmKxAHDppZfS1NTEI488AsAXvvAFZs6cyVNPPQVkSv6fdtppVFdX893vfpeuri7Wrl3Lhz/8Ye6//34AAoEA8+fP50Mf+hC33norO3fuZO3atXzzm9/MWRrgcHp6evD5fAQCAWXdRERERERGKRRN0tgdIRxP4rVbqStxTZrCI8ONDSY0aAP47W9/yy233MLOnTuZPXs2N9xwA9dcc032fsMwuOOOO3jkkUfw+/0sW7aMf//3f2fRokXZNtFolH/6p3/iv//7v4lEIlxwwQU8+OCDOUU/urq6uO666/jNb34DwJVXXskDDzyQsyZcQ0MD1157LX/6059wuVysXr2ae++9N6da5JYtW/jKV77Ca6+9RmlpKV/60pf45je/ecQ5dn0UtImIiIiIjI0D/l6e3dZKd28ie1vfmmzTSt0T2LPhmTRB2/FGQZuIiIiIyOiFokme2LQ/J2DrU+K28fGl0ws+4zbc2GBC57SJiIiIiIgcjcbuSN6ADaC7N0Fjd+QY92j8KGgTEREREZFJJxxPHvb+3iPcP5koaBMRERERkUnHYz/80Ef3Ee6fTBS0iYiIiIjIpFNf4qLEbct7X4nbRn2J6xj3aPwoaBMRERERkUnH67SycmH1oMCtr3pkoRchGYmpsyUiIiIiInJcmVbq5uNLp9PYHaE3nsRtt1I/idZpG66ptTUiIiIiInJc8TqtzK8pmuhujCsNjxQRERERESlgCtpEREREREQKmII2ERERERGRAqY5bSIiIiIiMqFC0SSN3RHC8SReu5W6ERQTGc1jJ4uptTUiIiIiIjKpHPD38uy2Vrp7E9nb+sr2Tyt1j9tjJxMNjxQRERERkQkRiiYHBV0A3b0Jnt3WSiiaHJfHTjYK2kREREREZEI0dkcGBV19unsTNHZHxuWxk42CNhERERERmRDh+OGzYb2HuX80j51sFLSJiIiIiMiE8NgPX2LDfZj7R/PYyUZBm4iIiIiITIj6Ehclblve+0rcNupLXOPy2MlGQZuIiIiIiEwIr9PKyoXVg4KvvgqQhyvdP5rHTjYmwzCMie7E8aSnpwefz0cgEKC4uHiiuyMiIiIiMuH61lrrjSdx263UH8U6bUfz2Ik23NhgcmyNiIiIiIhMOsNd+NrrtDK/puioXmM0j50sFLSJiIiIiMiYO14Wvj4WNKdNRERERETG1PG08PWxoKBNRERERETG1PG08PWxoKBNRERERETG1PG08PWxoKBNRERERETG1PG08PWxoKBNRERERETG1PG08PWxoKBNRERERETG1PG08PWxoHdLRERERETG3LRSNx9fOn3SLnxdSPSOiYiIiIjIuDgeFr4+FjQ8UkREREREpIApaBMRERERESlgCtpEREREREQKmII2ERERERGRAqagTUREREREpIApaBMRERERESlgCtpEREREREQKmNZpExERERGRSSsUTdLYHSEcT+K1W6mbggt4T2im7fbbb8dkMuX81dTUZO83DIPbb7+duro6XC4X5513Hu+8807Oc8RiMb761a9SUVGBx+Phyiuv5MCBAzlt/H4/a9aswefz4fP5WLNmDd3d3TltGhoauOKKK/B4PFRUVHDdddcRj8dz2mzZsoUVK1bgcrmor6/nW9/6FoZhjO2bIiIiIiIiw3LA38sTm/bz9JZmXtjRzu+2NPPEpv0c8PdOdNfG1IQPjzz55JNpbm7O/m3ZsiV73z333MN9993HAw88wMaNG6mpqWHlypUEg8Fsm+uvv54nn3ySdevW8eKLLxIKhVi1ahWpVCrbZvXq1WzevJlnnnmGZ555hs2bN7NmzZrs/alUissvv5xwOMyLL77IunXr+OUvf8mNN96YbdPT08PKlSupq6tj48aN3H///dx7773cd9994/wOiYiIiIjIQKFokme3tdLdm8i5vbs3wbPbWglFkxPUs7E34XlDq9Wak13rYxgGP/jBD/jnf/5nPvrRjwLwk5/8hOrqav77v/+bL37xiwQCAX70ox/xs5/9jAsvvBCA//qv/2L69On88Y9/5OKLL+bdd9/lmWee4ZVXXmHZsmUA/PCHP2T58uXs2LGD+fPns379erZt28b+/fupq6sD4Hvf+x5r167lX//1XykuLubnP/850WiUxx57DIfDwaJFi3jvvfe47777uOGGGzCZTMfoHRMRERERkcbuyKCArU93b4LG7gjza4qOca/Gx4Rn2nbu3EldXR2zZ8/m7/7u79i9ezcAe/bsoaWlhYsuuijb1uFwsGLFCl5++WUANm3aRCKRyGlTV1fHokWLsm02bNiAz+fLBmwAZ599Nj6fL6fNokWLsgEbwMUXX0wsFmPTpk3ZNitWrMDhcOS0aWpqYu/evUNuXywWo6enJ+dPRERERERGJxw/fCat9wj3TyYTGrQtW7aMn/70p/zhD3/ghz/8IS0tLZxzzjl0dnbS0tICQHV1dc5jqqurs/e1tLRgt9spLS09bJuqqqpBr11VVZXTZuDrlJaWYrfbD9um7999bfK56667snPpfD4f06dPP/ybIiIiIiIiR+SxH37QoPsI908mExq0XXrppXzsYx/jlFNO4cILL+R3v/sdkBkG2WfgsEPDMI44FHFgm3ztx6JNXxGSw/XnlltuIRAIZP/2799/2L6LiIiIiMiR1Ze4KHHb8t5X4rZRX+I6xj0aPxM+PLI/j8fDKaecws6dO7Pz3AZmsdra2rIZrpqaGuLxOH6//7BtWltbB71We3t7TpuBr+P3+0kkEodt09bWBgzOBvbncDgoLi7O+RMRERERkdHxOq2sXFg9KHArcdtYubB6SpX9L6igLRaL8e6771JbW8vs2bOpqanh2Wefzd4fj8d54YUXOOeccwBYunQpNpstp01zczNbt27Ntlm+fDmBQIDXXnst2+bVV18lEAjktNm6dSvNzc3ZNuvXr8fhcLB06dJsm7/85S85ywCsX7+euro6Zs2aNfZvhoiIiIiIHNa0UjerFtdx9pwyFtYWcfacMlYtrmNaqXuiuzamTMYELjR20003ccUVVzBjxgza2tr49re/zQsvvMCWLVuYOXMmd999N3fddRePPvoo8+bN48477+TPf/4zO3bsoKgoUwnmy1/+Mr/97W957LHHKCsr46abbqKzs5NNmzZhsViAzDDMpqYmHnnkEQC+8IUvMHPmTJ566ikgU/L/tNNOo7q6mu9+97t0dXWxdu1aPvzhD3P//fcDEAgEmD9/Ph/60Ie49dZb2blzJ2vXruWb3/xmztIAR9LT04PP5yMQCCjrJiIiIiIyCgf8vYPK/vdl2iZD4Dbc2GBCc4YHDhzgk5/8JB0dHVRWVnL22WfzyiuvMHPmTAC+/vWvE4lEuPbaa/H7/Sxbtoz169dnAzaA73//+1itVq666ioikQgXXHABjz32WDZgA/j5z3/Oddddl60yeeWVV/LAAw9k77dYLPzud7/j2muv5dxzz8XlcrF69WruvffebBufz8ezzz7LV77yFc444wxKS0u54YYbuOGGG8b7bRIRERERkQGOtE7bx5dOnzJDJCc003Y8UqZNRERERGT0drQEeXpL85D3X3ZKbcGv0zbc2KCg5rSJiIiIiIgMx/G0TtvUyBeKTBGhaJLG7gjheBKv3UpdiWvKpPVFRERExtLxtE7b1NkSkUlusk+kFRERETmW+tZpGzinDbROm4iMgyNNpA1Fp056X0RERGQsHE/rtE2dLRGZxBq7I3mvEkEmcGvsjhT8RFoRERGRY21aqZuPL51OY3eE3ngSt91K/RScXjK1tkZkkjqeJtKKiIjI5FZoc/C9TuuUv7itoE2kABxPE2lFRERk8jqWc/ALLTicSMfnVosUmONpIq2IiIhMTsdyMWsVaMulQiQiBeB4mkgrIiIik9Nw5uCPBRVoG0xngiIF4niZSCsiIiKT07Gag68CbYPpbFCkgBwPE2lFRERkcjpWc/BVoG0wDY8UEREREZEj6puDn89YzsFXgbbBjipoSyaT/PGPf+SRRx4hGAwC0NTURCgUGtPOiYiIiIhIYThWc/CPVXA4mYz4nd23bx+XXHIJDQ0NxGIxVq5cSVFREffccw/RaJSHH354PPopIiIiIiIT7FjMwe8LDoeqHjnwtY6HpQFGvDVf+9rXOOOMM3jrrbcoLy/P3v6Rj3yEz3/+82PaORERERERKSzHYg7+cIPD42VpgBEHbS+++CIvvfQSdrs95/aZM2fS2Ng4Zh0TEREREZHj15GCw76lAdp6YgSjCeKpNHaLmXgyPebrxk20EW9FOp0mlUoNuv3AgQMUFanqnYiIiIiIjL/G7ggNXb3sbg8RTaSztzttZqJJ75RaGmDEhUhWrlzJD37wg+y/TSYToVCI2267jcsuu2ws+yYiIiIiIpJXd298UMAGEE2k2d0eItAbn6Cejb0RZ9q+//3vc/7557Nw4UKi0SirV69m586dVFRU8Pjjj49HH0VERERE5DhzpAIjacMYFLD1iSbSpAzjWHV13I04aKurq2Pz5s2sW7eOTZs2kU6n+dznPsenPvUpXK7jr/ymiIiIiIiMrQP+Xp5+u5mGrt7sXLUZZW4uW1ybLTDitlupLnLQGowNenx1kWNKredmMowpFIJOAj09Pfh8PgKBAMXFxRPdHRERERGRCdc/q+axWXhmWzNv7usmMmCu2hmzSvnsOXPwOq3saAmyucHPS7s6cgK36iIH586t4LQZpQU/p224scGIw8+77rqL6upqrr766pzbf/zjH9Pe3s7NN9888t6KiIiIiMhxaWDZ/lK3jT9sbaXO58JEmr4MUzSR5vW9fs47Mcwp03zUl7h4ZXcHZ80uwwBiyTQOqxkTEE2mptQi3CMuRPLII49w0kknDbr95JNP1sLaIiIiIiIybH1l+/uvsxaMJglEEjR09eKyW3LaRxNp2oJRILMkwAULqkmkDTpCcYLRJB2hOIm0wQULBi/CPZmNeEtaWlqora0ddHtlZSXNzc1j0ikRERERkanuSIU2jgeN3ZGcgA3AajEBEI4n8z7GdvB+GP4i3JPdiLdm+vTpvPTSS8yePTvn9pdeeom6urox65iIiIiIyFQ1cEggQInbxsqF1dlCG8eDfIGZYUCdz0VTIEIynVt+o7rIQVWRM+e2Iy3CPRWMOGj7/Oc/z/XXX08ikeBDH/oQAM899xxf//rXufHGG8e8gyIiIiIiU0m+IYEA3b0Jnt3WyseXTp9ymaKhePJUeAzHkpwzt5yXd3ViNZvoW22tptjB5YvrSKYM3mjwH1fZyRFv4de//nW6urq49tpricczb6HT6eTmm2/mlltuGfMOioiIiIhMJfmGBPbp7k3Q2B2Z8pmjPvUlLkrctpz3w2ox0xtP8pEldXicVgK9SbxOC1VFDrY0dvNOU0+27fGSnTzqkv+hUIh3330Xl8vFvHnzcDgcY923KUkl/0VERESOb280+HlhR/uQ9583v5IlM0qPYY8m1gF/Lxv3dBGKJYkl0rgcFio9Dt5tCdAejJNIpbFazETiKZbNLqOlJ0r/UZMlbtukzU6OW8n/Pl6vlzPPPPNoHy4iIiIiclzKNySwv6m0KPRwtQdjNHT1kkilmVnuYdNePz63jXJvJjHUGYrR2B3hpV2ZEv/toXj2scdDdnJYR8RHP/pRHnvsMYqLi/noRz962La/+tWvxqRjIiIiIiJTUb4hgX1K3LYptb7YkfTN7wvHU9kArchppbE7Qmc4xsJaH3armXgqs8h2azBGvmGCvUNUmpwqhhW0+Xw+TCZT9v9FREREROToeJ1WVi6sHrJ65GQc5ne08s3viyUyAVo4lqItGMViNpFKG6TSBhaziVgyPeh5pnp2clhb9+ijjwJgGAa33347lZWVuN1Te7KfiIiIiMh4OV7WFzuSfCX/HTYzsWQKfziOy24hnkzjtlvojSexW804rGaC/dofD9nJER0VhmEwb9483nnnHebNmzdefRIRERERmfKOh/XFjrSAeL75famUgdNmIZk2siX/I/EUdT4XhpG5v8/xkp0c0daZzWbmzZtHZ2engjYRERERkQl0pIBoog1nAfF88/v2dIRZOqMUh9Wcvc0APA4LKxfWUOG147BZjqvs5Ii38J577uGf/umfeOihh1i0aNF49ElERERERA5jOAHRRBruAuL55vdFkil6uhN84owZdPXGiCbSOKxmTMD77SHqS4+vJRHgKIK2T3/60/T29nLqqadit9txuXLHj3Z1dY1Z50REREREJNdwA6KJNJIFxAfO74smUrzfFmJnWzC7Hlv/OWxTvehIPiPe4u9///vZSpIiIiIiInJs9QVE8WSaYDRBPJXGbjFT5LQVzJpl+QqM9DewRH//+X2haJLtLcGcBbT7DLfoSKEPHR2pEff8k5/8JMlkEo/HMx79ERERERGRAfoHIf5wnO5InH0dYSKJQ+XvnTYzcyq9BbFm2WgWEB/tkgiFPnT0aJiP3CSjo6ODyy+/HK/XS3FxMeeccw67d+8es47cddddmEwmrr/++uxtfUsM1NXV4XK5OO+883jnnXdyHheLxfjqV79KRUUFHo+HK6+8kgMHDuS08fv9rFmzBp/Ph8/nY82aNXR3d+e0aWho4IorrsDj8VBRUcF1111HPB7PabNlyxZWrFiBy+Wivr6eb33rWxhGvuX9RERERETGxgF/L09s2s/TW5p5YUc7+7t62binC6s5M8+rTzSRZnd7CKt52Kf446avwEg+w8mW9Q2ZvOyUWs6bX8llp9Ty8aXTjxh0HWnoaCg68QHt0Rj2Hr3lllvYtGkTd9xxB9/97nfp6Ojgi1/84ph0YuPGjfzHf/wHixcvzrn9nnvu4b777uOBBx5g48aN1NTUsHLlSoLBQ6Nar7/+ep588knWrVvHiy++SCgUYtWqVaRSqWyb1atXs3nzZp555hmeeeYZNm/ezJo1a7L3p1IpLr/8csLhMC+++CLr1q3jl7/8JTfeeGO2TU9PDytXrqSuro6NGzdy//33c++993LfffeNyXsgIiIiIjJQviCkN57CY7fS0NWLy27Jae9z2rBZJn4qU1+2bGDgNpIS/X1DJpfMKGV+TdGwHjOcuXSTkckYZqpoxowZPPzww1x22WUAbN++nUWLFhGJRLDZ8kfRwxEKhTj99NN58MEH+fa3v81pp53GD37wAwzDoK6ujuuvv56bb74ZyGTVqqurufvuu/niF79IIBCgsrKSn/3sZ3ziE58AoKmpienTp/P0009z8cUX8+6777Jw4UJeeeUVli1bBsArr7zC8uXL2b59O/Pnz+f3v/89q1atYv/+/dTV1QGwbt061q5dS1tbG8XFxTz00EPccssttLa24nA4APjOd77D/fffz4EDB4Y9z6+npwefz0cgEKC4uPio3zcRERERmfp2tAR5ektzzm1tPVHKPHZe29OF12mlN55JVlQXOTh3bgXza4o4rUCqK/YN6zyaBcSHOy+tf7tQNMH+rl5MQMqAWCKNw27BZBg0B6KcPrOUUo+9YOa5DTc2GHYvm5qaWLJkSfbfJ510Ena7naamJmbOnHnUHf3KV77C5ZdfzoUXXsi3v/3t7O179uyhpaWFiy66KHubw+FgxYoVvPzyy3zxi19k06ZNJBKJnDZ1dXUsWrSIl19+mYsvvpgNGzbg8/myARvA2Wefjc/n4+WXX2b+/Pls2LCBRYsWZQM2gIsvvphYLMamTZs4//zz2bBhAytWrMgGbH1tbrnlFvbu3cvs2bPzbl8sFiMWi2X/3dPTc9TvlYiIiIgcX/IV9LCYTby5v5uTaopYNM1HMJrMlsRv6YkWTMAGR7+A+HDnpR3w9/L02800dPUST6VJpQ28Dit1Phcv7GwndbCaSanbxvyaIloCEd4+EBjy+QrVsIdHGoaB1Zob41mtVtLp9BCPOLJ169bxxhtvcNdddw26r6WlBYDq6uqc26urq7P3tbS0YLfbKS0tPWybqqqqQc9fVVWV02bg65SWlmK32w/bpu/ffW3yueuuu7Jz6Xw+H9OnTx+yrYiIiIhIf/kKehQdHAL5XlvoYAXJJB2hOO2hOMWu4VVXLGSHm5f29NvNbG/u4Y0GPzuae/jl6/t56f0OdraF2NfZy56OMH95r50tjd3Mq/ICkEobvNvcw+b93RQ7bTnPN1nmuQ0702YYBhdccEFO4Nbb28sVV1yB3W7P3vbGG28M6/n279/P1772NdavX4/T6Ryy3cBhh4ZhHHEo4sA2+dqPRZu+kaWH688tt9zCDTfckP13T0+PAjcRERERGZa+gh79Axi7NVMlMhRN5hQiGcl8sUI21Ly0nmiCzfv9uOwWOkJxZpS5+MO2VuxWMw5rZm5fIpWmN5Hizf3dfGb5LLa3BIklUzisFmxmM4Ho4ECwEJZIOJJh79Hbbrtt0G1/+7d/e9QvvGnTJtra2li6dGn2tlQqxV/+8hceeOABduzYAWSyWLW1tdk2bW1t2QxXTU0N8Xgcv9+fk21ra2vjnHPOybZpbW0d9Prt7e05z/Pqq6/m3O/3+0kkEjltBmbU2tragMHZwP4cDkfOkEoRERERkeEaqvz9jDI3K06sJJEyjmq+2LFyNOul5RsSGk9mKmNGE2liycxIv2giRSCSwGo2UVnkxGI2kUobWM0m0gY4bGZmlbuJJdMEIglCsSTRxOBRgoWwRMKRjCpoG40LLriALVu25Nz22c9+lpNOOombb76ZOXPmUFNTw7PPPpudSxePx3nhhRe4++67AVi6dCk2m41nn32Wq666CoDm5ma2bt3KPffcA8Dy5csJBAK89tprnHXWWQC8+uqrBAKBbGC3fPly/vVf/5Xm5uZsgLh+/XocDkc2qFy+fDm33nor8Xg8m1lcv349dXV1zJo1a0zfGxERERGZegskH62+8vdHW9Bjohztemn5hoQGowkSKYMTq7yUum1ggMtuxWYxk0iliSVTuO1WLOZM7tFsAqfNQo3PRWcoRnMgCoDDaiY44LkPt2ZcoZiwHhYVFbFo0aKc2zweD+Xl5dnbr7/+eu68807mzZvHvHnzuPPOO3G73axevRoAn8/H5z73OW688UbKy8spKyvjpptu4pRTTuHCCy8EYMGCBVxyySVcc801PPLIIwB84QtfYNWqVcyfPx+Aiy66iIULF7JmzRq++93v0tXVxU033cQ111yTreKyevVq7rjjDtauXcutt97Kzp07ufPOO/nmN7857MqRIiIiIjI8U3GB5NE42oIeE+VI66V9fOn0IYPOfENCU2mDJdNL2NIY4P2OMN29cT56ej1FDiuhWJL0wYIjDqsFq9lEVZETly0zZLLIacNpM+Nz2hh41j6cNeMKQUGHlV//+teJRCJce+21+P1+li1bxvr16ykqOnTAfv/738dqtXLVVVcRiUS44IILeOyxx7BYDq1Z8fOf/5zrrrsuW2Xyyiuv5IEHHsjeb7FY+N3vfse1117Lueeei8vlYvXq1dx7773ZNj6fj2effZavfOUrnHHGGZSWlnLDDTfkzFcTEZHJQVfvRQrbaE74pTAMZ720oYLQviGh/atC1vlcvL6vi0QqTWN3FMMw2NzQzbI5Zbyyu4u+HIrFbGJBbTFLZ5YSOjh/zW41c8asUmaUedjbEc6+zmSaAzjsddpkbGidNhGRiaWr9yKFL9/aZP1ddkrtpMo6HY/eaPDzwo72Ie8/b34lSw6zNMEBfy8b93QRiiWJJdNUeO389OV9BCIJosnMunRWs4kL5ldT6rVRUeQgkTTwOK0UOyycUFU0aL4fUHBDTMd8nTYREZHJTlfvRSaHfIUo+psMhSOOd/nmpfU3cB5Z/xEQHpuFv+5sx3lweCMGROIpFtQW8cruzuw8NgCzBd5t7sHcasZjt2CzmJlR5mZBnY85lYMvxE3WYH9Uv0zRaPSw5fpFREQKyWiG64iMlIbhHr2RnvBL4akvcVHmsWExmTCAWCKNw27BZBikDCNnHtnAERBVRXaCsSSv7/PjP3ib1WyiqzfOBQuq2e/vJRRLcWK1l3eaemjo6uXMWWXU+DLPGY6nptyFuGEvrt0nnU7zL//yL9TX1+P1etm9ezcA3/jGN/jRj3405h0UEREZK7p6L8fKAX8vT2zaz9NbmnlhRzu/29LME5v2c8DfO9FdmxT6ClHkM1kKRxzvvE4rZ8wq460DAX77djPPvtvKb99q4q0DAc6YVZYNpvKNgHDaLLy8q5N3m3tIHSwwYgCB3gQv7erM7H8jE7w3B6KUuDKLjTcHInSGYsST6eyFuKlixEHbt7/9bR577DHuueeenEW1TznlFP7zP/9zTDsnIiIylnT1Xo6FIw3DDUV1ceBI+gpRDAzcJlPhiONdKJrktT1dVHgdzKvyMqvczbwqLxVeB6/t6cp+Dhq7I/REElR67VR47RQ5rFgtJmLJFCkDYgfnryWSaWaWu2kPxTCbTezuCNEWjOG0mqkocrC3o5d9nb3sbAuxrTmAPxzngL+XNxr8vNcSnPSfuxEf8T/96U/5j//4Dy644AK+9KUvZW9fvHgx27dvH9POiYiIjKV8ZaT76Oq9jBUNwx0bk3VtMsno+xzYrWbKvY6c+/p/DnrjSWqKnby0q4PWYAyA02aUEIgkqC12EklkgjYDOOCPUFPsoL7ExSWLaplX5eXdpgC728NUFx+ashWIJHh9XxenTvfx9oEAMPkLTo0409bY2MjcuXMH3Z5Op0kk8n9BiYiIFAJdvZdjQcNwx07f2mRLZpQyv6ZIn9FJZLifA5fNkhOwQSZAMZtMtAWjFLsy39exZAqXzUKF10EimSYUTWAxm3BaLZS6M+uw2S1mXLZMeON1ZBbe7jPZM90jPvJPPvlk/vrXvzJz5syc25944gmWLFkyZh0TEREZD7p6L+NNw3BFhv85SKQMAtHcxE8omqTS66AzHKe62IHdYiaWTBOIJChyWnHaLNT4XISjCT68pJ5fvXmAHS1B7NZMVckZZW4+sqSernAs53knc6Z7xN8at912G2vWrKGxsZF0Os2vfvUrduzYwU9/+lN++9vfjkcfRURExlTf1XuR8aBhuCLD/xwk0mnmVHrZ3R4imsiU8X+/I8y58yrY19VLOm1gkFk0u6rIwdKZpTQHogCUeR08/moDlV4Hp00vwcCEYRg0d0f4zeYmPrlsBv7e3MzaZM10jzhou+KKK/if//kf7rzzTkwmE9/85jc5/fTTeeqpp1i5cuV49FFERERk0ugbhjvUIu7K6srxoO9z8PTbzTR09RJPpbEfXEOt/+fAY7dS7LSxsNZHMJogkUrjtFqoKsoMgyx22TCbTVjNJnoiCUz9XiORStMZjtMUiNAeimMxm+iNJ+kKx/HYrdm13PqbrJnuo+r1xRdfzMUXXzzWfRERERlzWitLJoKG4YpkVBY5cNktxJJpHFYzXkfuZ6B/Rq6vYEml186G9zsJRBMsrPVht2bmpvVEE+z3Rzh1mo/2UJzu3gRzKj0EIgkOrgyAw2rB57JR53MNyvJN5ky3vjlERGTKGrhgK0z+CmIyeWgYrhzP8i19EQQ6QnG6I4nswtf5MtMGEIgmmFPpzQZsAMVOG06rhROqvJxcbyGaSNERimee+2CWzmYxY7GY2NcRznnsZM90D6vXpaWlmEymIzcEurq6RtUhERGRsXCktbL6ThhERGTsDbX0hdkENrOJLY3dOGyW7AiI/pnprnA8J8PWn91qxmmzsGRGKaFoku0twZwsXZ/6E1ycOauMSCI1JTLdw+r5D37wg3HuhoiIyNjSWlkiIhMnX8l/s4nsmmxbGgPU+DJDFfuyYH3fyTtagtn11fLpm5d2pPmjU2lExbCCts985jPj3Q8REZExpbWyRGSqK+Q5u/lK/pd77LyyuxOfy8b0MjdmkwmH3YLJMHju3VY+dnpmBMRIKrAeL/NHR7U1kUhk0ILaxcXFo+qQiIjIWNBaWSIylY1kzu5EBHf5Ai+TCepKXGxq8PNuSxCLOTP9qrrIwblzK7IjIEZagfV4mD864r0VDoe5+eab+cUvfkFnZ+eg+1Op1Jh0TEREZDS0VpaITFUjmbM7UQWZ8gVeTpuFTQ1+ookUDqsl27Y1GOOlXR2cVHso+XO8ZNCGa/DsviP4+te/zp/+9CcefPBBHA4H//mf/8kdd9xBXV0dP/3pT8ejjyIiIiPWd8JQ4rbl3D7ZK4iJHI1QNMmOliBvNPh5ryVIKKrhwZPZcObswpGDu/E+DvoCr8tOqeW8+ZWUuu0kU0ZOwNanKRClMxTLOUb7MmhLZpRmM3DHqxFv+VNPPcVPf/pTzjvvPK6++mo++MEPMnfuXGbOnMnPf/5zPvWpT41HP0VEREZMV2pFtPTFZHSk4YzDnbNbCAWZ+g9dfHV3Jx6HhWgid9HrWDJFPJmmJRDlrYMFSMo8NlbMrySWMApyzt6xNuKt7urqYvbs2UBm/lpfif8PfOADfPnLXx7b3omIiIzS8TDXQWQoWvpi8hlOkD3cObtDBXdmU6YoSGvPsZ3nVuK2M6fSS5M/QjyVJpkysJjBBFR6HaQxsv1zWi38+5/ep8LryJb+P54DuRFv4Zw5c9i7dy8zZ85k4cKF/OIXv+Css87iqaeeoqSkZBy6KCIiIiJHoxAyLTJ8ww2yhztnN19w17/s/vaWYHZ9sxK3jRXzKkmkxy8gqi9xUeaxsbM1SCCSIJ02SBuZPs2u9NC3KnRflUmvw0qp24bZZMJlt1DqtvPw87sp9dizgdzxkjUe8V747Gc/y1tvvcWKFSu45ZZbuPzyy7n//vtJJpPcd99949FHERERkaNSyCXRjwUtfTH+xvIYG26QPdzqivmCu3KPnZd2ddDVG6fIZaM5EMFuMdMdifNuUw+Lp/loD8Vznm8sA6IZZR52toRIpDJZtWA0gdtuZUapOxu09VWZfG1PF280+PE6bbjtFtKGwaI6H6FoErvVDkBPJMHGPV34wwkS6fSU/ZyPeGv+8R//Mfv/559/Pu+++y6bNm3ihBNO4NRTTx3TzomIiIgcLc3l0tIX422sj7GRBNnDmbObL7gzgPZQDJ/LxvttIQwglTaIxFPMLHfjclgoSljzrp82Wo3dEfZ2hDlrdhkGEEumSacN9nf18tddHVy6qAbIVJl8bU8XTYEIZR579vG72kL0xlL8zYkVJNOHsobPb29j0z5/TtZwqn3OR/3uz5w5k5kzZ45FX0RERETGhOZyZWjpi/EzHsfYSIPs4czZHRjcdQRjFDszx4RxsE0imcZtt/BOU4Dp5W42N3QDg9dPG61wPEnaIJvJA4gn0zT4e0mlDWLJQwVKmgIRrGZTttJk8mBmrikQwWG1kIynslnD1mAMl/1QRcqp+Dkfdsn/V199ld///vc5t/30pz9l9uzZVFVV8YUvfIFYLDbmHRQREREZqeGWRJ/qtPTF+BmPY6wvyM5nNEF2/9L5XqeV7sihgA3A5bBktieSwGk1Y7eYcdstBGNJXn6/g2hibNZhzheU2q1m5lR6cdrMOA7OU4smUvhcNko99uwC3FbLwf+aTdm+G2TWeAOwWXLDmqn2OR/2J/X222/nvPPO49JLLwVgy5YtfO5zn2Pt2rUsWLCA7373u9TV1XH77bePV19FREREhkVzuQ7R0hfjYzyOseHOVTucI82xc9utVBc5ssEOZAKh3niSqiIHrT1RdneEgEyQZSlzj9nnZajMb7HTxrknVHDmrDIiiRTRRIozZpaxryucszyAz2XDbs0ElL3xFLGD9zltZoqcg4PdqfQ5H/andfPmzfzLv/xL9t/r1q1j2bJl/PCHPwRg+vTp3HbbbQraRMbY8T6JXkTkaGguVy4tfTH2xusYGyrIBtjREjzs+cBw5tg5bRbOnVuRHVYIYBhQVezk1Gk+9nSEs48Nx5M0BSIYBmOiLyjduKeLUCxJLJHGYbdQ5LCwqN5HezBGIJKgwmunrsTJnAoP8VSaSCKFy24hnTZ4vz1MMJqkORDBU+nFZjExp9KbrSbZ31T6nA97S/x+P9XV1dl/v/DCC1xyySXZf5955pns379/bHsncpzTJHoRkaOjuVwy3o7FMWaQWcOsrSfKCzvbD3s+MJLlAl7Z3ZFTDMTrsPKn7a28tqcLn+tQxspqNmG3mjGZGFPtwRgNXb0kUmmcVgsLpxXzk5f3srM1UxjFbjXz0SX1PPdua878t1qfg789rZ6WQAS7tYiqIgezyvOfD021z/mw57RVV1ezZ88eAOLxOG+88QbLly/P3h8MBrHZ8o/BFZGRO9KXbyg6dVL+IiJjTXO5ZLyN1zF2wN/LE5v28/SWZl7Y0c5rezp56IX3aejqzWk38HxguHPsvE4rFyyoJpE26AjFCUaTtAWjxJJpTqj0YsJEictGmcdOZZGTGaXuMctY9Z3bhOMpyr0OanwuZld4ePKNRl7d3ZUtJjKrzM3jrzXQEYozq9zNrHI3cyo8ROJp/vfNRlJpCEaT7OkIc0p9CaFokni/IiZT8XM+7C255JJL+P/+v/+Pu+++m//93//F7XbzwQ9+MHv/22+/zQknnDAunRQ5HmlBVBGR0dFcLhlvoxnKmE++C7YG0NDVi9NmZmGtL2cYYP/zgdEsFxBLpJhT4ckGVJAJnvqqRzptliGedWTyndvEU2lauiOcOr2EOZUeeuNpppe62N7SQySZGRrptFmIp9IkDv657BaKHJllCVLpNKdN9x0sZmKZsp/zYW/Nt7/9bT760Y+yYsUKvF4vP/nJT7DbD62b8OMf/5iLLrpoXDopcjzSJHoRkdHTXK7jw0TO/x54jI1makO+oKav2EY0kSYYTWTXIuvTdz4wmuUCQtEkv3xjP2fOOjRk0mE1YwKiydSYDTPsO7eJJzPbEk+lqS9x8qEF1bzwXjsvv99JIJLgslNqSKYNookU25uDlHrshKIJLGYTtT4n3b0J2kMxXDYLDpuZyiI7LpuF02aUjkk/C9Gwj+bKykr++te/EggE8Hq9WCy5EfcTTzyB1+sd8w6KHK80iV7k8FSkR0SgsOZ/j3bttnwXbB22Q5m1RCo96P6+84G+OXZtPbFsQGS3ZKoqVhU7BgVeA79DPzi3MmfeXJCxH2bosVsJxZIYRhqv00oiZVBf4ub9tnaaAxG8jszr1JW4eH57O8m0wfQyF8FoAhOZuW7vtYU4oaqIDe93YDWbKfXYWXHi2GUDC9WI94DP58t7e1lZ2ag7IyKHaBK9yNAK6SRNRCZOoS2iPtqpDfku2JogW6J/4Fpk/c8HvE4rZ80u47GX9ubMf5tR5mbVqbU570O+79Ayj43zT6okljCOaqjncC6klXns1BQ7WP9OK02BzBy791p7aOqOcumiWl7a1QFk1lwr99rZ3xUhmsgMiawqctAVjmMxm9jR0sPbjT3ZfrtsZhZPyx+jTBW6JClSoMZirRaRqajQTtL690uZP5Fjq9Dmf492akO+C7ad4Tjnzq3g9X3+nLXIBp4PhKJJXt/bxanTfCye5ssZ4vj63i5mlnnwOq1Dfod2hRM8v7095zt0uBfIhtuuMxRjd3uYQORQu3AsRTiWZHtzkPnVXjbs7qKpO8rpM0qxWsyEoklMpsx5UTCaZGGtj9d2dwKZgNYfTrBhdyd/e1r9Yd/byU6/JiIFTJPoRQYrtJM0UOZPZKIU2vzv0U5tGGodM4fNzFc+dMKgLFj/84HG7ghd4dzvxmC//+/7bhzud+hwL5CN5EJaazDKno4wtT4nKcMgmTbwOW3s6QjTFIjwgXnl+HsTVBc7+J+N+5lX5eXCBVXEkgYnVnn55ZuN/H5rMyUHlyUwAJvFxNyqIiKJFG80+KfsRbOptTUiU5Am0YvkKrSTtELN/IkcDwpt/vdYTW3ov46ZzWJmRpkbq9nMrJqhLwIN97txuO2GG9yN5EJaMmUQTaZo7I4QS6ZIG3BSTREOq5nOUJyeSJLOcJyOUIxip5X328NYLSZiSYNppS427e3CYjZl5/bZLCYuXVTLlgPd/H5rCydWZ15nKl40G/Y6bSIiIoWg0E7Shrs2koiMvb4gKZ+JmP892rXb8q1jVu51EI6njrhG63C/G4fbbqyCwEBvnB0tQd5o8GOzmHBYzbjsFqqLnVQXOQhFk5w2vYSqYgdWS2YV7z0dYS5cWMMHT6wgnjSATNByUk0xJW4b4VgKgCUzSnl7v//gsgC5SyFMtTVtdelPREQmlUIr0lNomT+R42l+ZSHO/55W6mbV4jp2tQXpiSQodtmYW1VEZZHjiI8dzfDv4X43DrfdWASBPdEE+7rCHHg/MwfNYTFR5LCRShtsbQyQzsRjdIRiXLqohr85sZLTZ5RS6rHRHowxI+ni1GklxJJpKrx2Ljulhud3tOGwxkilDeZVedjfFWZ2hQfHgCItU21N2wnNtD300EMsXryY4uJiiouLWb58Ob///e+z9xuGwe23305dXR0ul4vzzjuPd955J+c5YrEYX/3qV6moqMDj8XDllVdy4MCBnDZ+v581a9bg8/nw+XysWbOG7u7unDYNDQ1cccUVeDweKioquO6664jH4zlttmzZwooVK3C5XNTX1/Otb30LwzDG9k0REZHDGu2V7LFWaJk/Ob4d8PfyxKb9PL2lmRd2tPO7Lc08sWk/B/y9R37wCIWiyWwG5b2W4IRlNfrmf192Si3nza/kslNq+fjS6SMaGjeW23LA38tv327ild1dbGsO8sruLn77dtOw9sFQF4HMJqj02mntiQzZx+F+Nw633XCzmEO1iyfThKLJ7DpzALs7w9T4nKQNmFvlpcxjp9xrp7LIicNqxmIy8ZHTp3He/GqWn1BBPGXQEYoTjCbZ8H4Xsyo8LKrzsXxOGcvmlFFV5KTS66DMYyeZHnxOPpUumk3oL8m0adP4zne+w9y5cwH4yU9+wt/+7d/y5ptvcvLJJ3PPPfdw33338dhjj3HiiSfy7W9/m5UrV7Jjxw6KijJR8/XXX89TTz3FunXrKC8v58Ybb2TVqlVs2rQpu5bc6tWrOXDgAM888wwAX/jCF1izZg1PPfUUAKlUissvv5zKykpefPFFOjs7+cxnPoNhGNx///0A9PT0sHLlSs4//3w2btzIe++9x9q1a/F4PNx4443H+q0TETmuFVKRnkLL/Mnx61jOryy04jujmf89ltsy2n2Q7yKQ2QQ1xU5e2tXB9pZgdnHtfH0c7nfjcNoNN4s5VDubxcQZM0tp6Ylmb4sl0jz3biuL632ce3IN77eHsFpMdIXi/PbtZpb0Wxx7YB/jiTSPv7YPu81CicdOIpmm2GUlmTbY1tTD2XPKB713U+mimckosFRRWVkZ3/3ud7n66qupq6vj+uuv5+abbwYyWbXq6mruvvtuvvjFLxIIBKisrORnP/sZn/jEJwBoampi+vTpPP3001x88cW8++67LFy4kFdeeYVly5YB8Morr7B8+XK2b9/O/Pnz+f3vf8+qVavYv38/dXV1AKxbt461a9fS1tZGcXExDz30ELfccgutra04HJkPy3e+8x3uv/9+Dhw4gMlkGtb29fT04PP5CAQCFBcXj/XbJyIiE6DQTmDl+LSjJcjTW5qHvP+yU2rHZKhYKJrkiU37h7xQMZmK74z1tox2H+TrT6XXzmt7ughEEyys9WG3Hhoodyze777htke6QDawXTSR4s872uifANvTHuLFXR0kUmkuO6WWFw+uywaZgPXmS07igoXVefux4f0OfvziHrp7E6QxSKdhQW0R77UG6QrHWTKjNOf7drIci8ONDQqmEEkqlWLdunWEw2GWL1/Onj17aGlp4aKLLsq2cTgcrFixgpdffhmATZs2kUgkctrU1dWxaNGibJsNGzbg8/myARvA2Wefjc/ny2mzaNGibMAGcPHFFxOLxdi0aVO2zYoVK7IBW1+bpqYm9u7dO+R2xWIxenp6cv5keApl2IWIyJGMxfAskdEaq/mVR/r9nUrFd8Z6W0a7D/INXTSAQDTBnEpvTsB2tH0cqb4s5pIZpcyvKRoyCBrYzmmzMHDEosdhpdRjx2YxZ4uOQCZgm1PpoarYOWQ/zCYTFrOJ3niSzlCcznCM1/Z0sXRGKQtqikmm0jQHInSGYnjslim3pu2Eb8mWLVtYvnw50WgUr9fLk08+ycKFC7MBVXV1brRdXV3Nvn37AGhpacFut1NaWjqoTUtLS7ZNVVXVoNetqqrKaTPwdUpLS7Hb7TltZs2aNeh1+u6bPXt23u276667uOOOO474PkguXbUWkclGy3PIRBuL+ZXD+f2dSsV3xnpbxmIfDBwW2BWOD8qwjaaPx0q+oeMlbjtVRQ5qfU6cNgtzKr1YzSbsFjMn1xczu8Iz5PO57VZCsSSzKjyUuG0kUwZOq5kSj43eeJJpZR4s5kx1Sq9jwkOcMTfhmbb58+ezefNmXnnlFb785S/zmc98hm3btmXvHzjs0DCMIw5FHNgmX/uxaNM3svRw/bnlllsIBALZv/379x+273Lk8eDKuImIiAw22vL3w/39nUrFd8Z6W8ZqCYL+WatppW6cNjOVXjsVXjtFDisVRQ4qvXaiiST+cJxntjbzyvsdtAdjI+rvQGM5yilf1tBuNXPO3HI+dvo0kkmDOp+T+hIXS2eW8pEl0wZlxvr3JxhNcOWpdXSGYjy7rZU/bW+jqSfKc++2sbujl4auXoLRJB2hOHs7e6fcOeOEf6rsdnu2EMkZZ5zBxo0b+bd/+7fsPLaWlhZqa2uz7dva2rIZrpqaGuLxOH6/Pyfb1tbWxjnnnJNt09raOuh129vbc57n1Vdfzbnf7/eTSCRy2vRl3fq/DgzOBvbncDhyhlTKkY2m3K2IiEh/Kn8//Mqqw/39nUrFd8Z6W8ZjCYL6EhezKjw8t62V1n5BWZHTyin1Pv6yo513W4MAzChzs/bcWZxc5xvx64zHKKehCp4ALKzzHXae3MD+tPZE6QjGWFjrozkQJZk2qCpysGmvn7oSF6kBYzGn2jljwX1rGYZBLBZj9uzZ1NTU8Oyzz7JkyRIA4vE4L7zwAnfffTcAS5cuxWaz8eyzz3LVVVcB0NzczNatW7nnnnsAWL58OYFAgNdee42zzjoLgFdffZVAIJAN7JYvX86//uu/0tzcnA0Q169fj8PhYOnSpdk2t956K/F4HLvdnm1TV1c3aNikjM5UGnYhIiIT53gcaj+ayqrD/f3tC0w27ukiFMuUdHfYLXjtFs6cXTapguLxCLLGo7ptQ1eYQPRQ/xKpNO+3hXBazdlqkpl2vTz20l6+fslJw1oXrs9Iq162B2PsagsSiCQocdk44TDr0A01dPxIBVkG9ieRSvNuSw/heJILF1bzXmsIr9NGmcfO9FIXM8pc2C0WHHYLJsOgMxyfUueME/qpuvXWW7n00kuZPn06wWCQdevW8ec//5lnnnkGk8nE9ddfz5133sm8efOYN28ed955J263m9WrVwPg8/n43Oc+x4033kh5eTllZWXcdNNNnHLKKVx44YUALFiwgEsuuYRrrrmGRx55BMiU/F+1ahXz588H4KKLLmLhwoWsWbOG7373u3R1dXHTTTdxzTXXZKu4rF69mjvuuIO1a9dy6623snPnTu68806++c1vDrtypAzPVBp2ISIiE+NYlr8vNEc7v3Kkv7/twRgNXb0kUmlsFjMzyiZnIDweQdZw98FwMsGN3RGSKVhY6yMYTZBIpYkkUiRTaTYfCLBqcW1O+4auXna1BUcUtI1klNM7TQEee2kvDV2H1p2bWeZmzfKZ2K2WQdvS6O9lR0uQ7kiCEreN+dVF1B/hokljd4SeSIJKrx2DzFIBcys9RBMptjYGOHV6CfFkGosJzp5TzhsNfvZ29lLsygzFrC5ycO7ciil1zjihW9La2sqaNWtobm7G5/OxePFinnnmGVauXAnA17/+dSKRCNdeey1+v59ly5axfv367BptAN///vexWq1cddVVRCIRLrjgAh577LHsGm0AP//5z7nuuuuyVSavvPJKHnjggez9FouF3/3ud1x77bWce+65uFwuVq9ezb333ptt4/P5ePbZZ/nKV77CGWecQWlpKTfccAM33HDDeL9Nx52pNOxCREQmhobaj9xwf3/7AuJwPJWT5QnHU5M2IJ6IQkLDzQT3ZUDt/bJqu9qCdIbjACRSg1fv6omMLMM03CxrezA2KGAzAV3hOD94dicfnFeBP5LZnjKPjZNqivmPv+xme8uh6uknVRdz7YdOYOnMssO+Xt/adH1DQnvjSVw2C6vPmoHNamZRvY85lV7Wv9OCvzdORb9jsTUY4/V9fj60YOgpTJNNwa3TNtVpnbbhOR6HtIiIyNh5o8HPCzvah7z/vPmVOQv5SsZQv78rTqwkkTIIx5PEEin+8l7HkNUMx2o9uKlsJOvD5Vv77YC/l1d2dwJwxal1vNnQnXP/9RfOY/kJFUfsQ1+WL5ZI8X5biM5wfFCZfji0Tze838EP/rgz5z633UKjP/M8n1k+i3A8BUCx08Jz77YTiiWyASaA1WziooU1XLyoGrPZnM3KAdn+ROMpNrzfwdamALFkmkTKwGUzs6DWxxv7uihx22nqjrD8hAo2vN9JmcdGNJHGbM6MfnPazMyp9PJ3Z84o+GNxuLHB5LoMIseN8RiqICIixw8NtT86+X5/HTYTL+xopyucCTCKHFa2NQeYU+ml2Dm4UuJYziOaqoVkRpIJzpcBLfPY8blseOxWwgMqJM4oczO36vCBysDgPJ5M0xGKccbMUlp6otnAzWzKPF88meaNBj/dvXFOrPLyfkc4p/BHX6Yukkxlb4sl02xp7ObEfkGT1Wzig/MqefH9DlqDUWZXeDGbYFaFh73tIdpDceKpNKlUmuZAlFkVHn69uZFEyuCMmaX8ZWc7wWiCUo8dr9OGAYRiCYpcFk6sKSJ5cKhukdOG3WrWnDaRY0FrHomIyEj0P8H32Cx47JbsVf/+NNT+8Pr//ubLCDlsZqKJNLvbQ3nXDxurgLgQR92MVRA5kqJr+YqluO1WPnRSFT6Xjef7ZZT7qkcebj5bvvmedqsZr9PK6/v8nDrNR3song2mGrrC7O3MDIc84O+lobOXs2aX8eb+blJpg2S/4Zku66HPXO/B/6bTh157YW0xmxr8HOjqZcbBfVjusfP7Lc00dkeoL3ERjqVw2y3sbAvRGoxx6rQSXt/np9rnZOM+P6UuGzazmUqvg3KPjXKvA8MwYQJqfLmf66l0cWbqbImIiIgctwae4Pc/4ex38X9UVQHHwmTLHOXLCJnIFHpoDcYIRhM589rGKiAez0IyR7sP8gWRZR4bK+ZXEksYI3q+kWaChxqBFEmkWFTvoyeSpNhlZe5hqjj2yVfkw2G3UOm10xyIckKVl5PrLbhsFv7yXnvO56fMY2dna5Du3jjnnVhJazCGx27B67DQE0tit5gJkzq4DRYwmfA4LNSYnaTTMKPcw1sHujl9RgmL6n2kDQObxYzTZqEjGMNls9BysA89B4uunHNCOfv9ERzWTJ+6euMk0wbdkTjN3ZmMWjSRIpFK52znVLs4U7jfEiIiIiLDkO8EP23A3o5wdqhYMp2e8KH2hZg5OpJ8GaHOcJxz51bw0q6OnBPlvrlvYxGUjlchmaPdB/mOMbMJnFYL//6n96nwOrIZx+EEcqMpumaQCZwBKoscI6oSCfmLfMChiosum4XTZpSyoyU4KFPtdVj58Gn1/ObtZna2hWgJRLFZzdT6nHzm7Fl0hqMUpa047BY8djNnzSqjrSfK3s4wAHMqPZxzQgXvtYZ46u0mwrEk1cVOgtEE586tYGdrEH9vnGgiRYnbjj8cJxhN0toTJZ5M0Xuw+I1BJrv3fkeYpTNK2dTgx9yvmvtEX5wZD1NnS0REROS4NNQJftqAvZ29LKzzcUrNyBcbHkuTdQmCfBmhtAEtPVHOml3GCVVenDZL3rlvcPRB6Xis2TqafZDvGCv32LOBj+NgZcehArmB78NI14cbskDMvEoS6dzgsK+/QwWMLptlUMAGmYqLL+3q4NTpJUD+fVDusfPirg56InFmlLmpK3Vht5gp99j57duNLJlRSnNPFLvFjMtmZvWy6Tz4/PvZx88oc/O7Lc3EEqlskGU1m3i/PUwsmebs2eXs7ghnXysaT2G3ZNq19EQ56WCg3vfYVNrgzf3dnDGjlHPmluOyW3MW8M4EnpMjq30kk7fnIiIiIozPCf5YG6/M0XgPtxwqI5Q2IJE2OKW+BK/TOmQ1xKMNSsejkMxo9kG+Y8yAbODTl3HMF8j1Pf/A92FaqZtVi+vY1RY87PDGoYLNhq5eHnrh/bxz0PINCe4LGBMpg0A0QSptEEumSKUNLGYTDquFQDSRXUIg3z5Ipg3ebe4hmTYwmUwYRiboaju4Zl9lsZNX3u/EbDZRU+zEYbPw6eUzaO6OEomnmFHmxkgb+HsTlHns2feuyGGlrSeK25FZsstsMtESiHJidRGzKjxcsqgGu9XM6TOcbHi/E4v5UFatwmNnepkbt93KaQcrwk7GrPaRKGiTgjXZxv2LiAyHvtvG3mSoFDkegeWxODEdbkZorIPS8VizdTT7IN8xFkscGhpqs2QyavkCuT4D34d8+297S3DQ/sv33saTmUIw0USaxdMyWeRyj53ntrXS1RtnZrmHRCqN3WImnkznBIyJdJr6Eheb93cTiBx6Xp/LxonVXpIHK4fk2wfBaJJk2sh5P+xWM9tbggSjCZIpA+/BiqKN3RG6t7WyZvlMYkkDs9nMfn8vJW474XiK9MFVxwKRJLMrPASiCYKRJCaTiWA0wZIZpZxU4+Wv73Xgj8Qxm0y0B2N8eEk9RQ4rHeE4DqsZE5ksXF/ANlmz2kcy+Xosx4WpeIVERETfbeNjPE7wx9pYB5bH8sR0OMvwjHVQOtLhg8Mxmn2Q7xhz2DKBmtOWKTEP+QO5/vreh5Hsv3zvbTCaIHrwtWLJzH8NoMHfiz8cx2YxZ6s3Om1moklvNmC0mc00dUeoLnZSXewkmTawHsxcNXVHsJoz/c63D6wWEx67lRllbkKxTL+SKYNg9OD9/TJgFrOJpkCE3niKzlCMeCrNrHI3HeEYFV47NT4nkUQar8NKc3cEwzCYW+UhZVSxoKaIWDJNc3eU+bVFROIp7FYz6bTB3o4wJ08rJhhNEmTwsgSxRGZIZXWRnZRxqNCKyTDoDMePOqs90RS0ScGZqldIROT4pu+28TMeJ/hjbaSB5ZEysuM13HIoR1qGZzyynWO9Zutogvt8x5iJTLDgdVqzc9cctkzmx+eykUobNAci2PutG9b3Poxk//W9t/FkmmA0QTyVJp5M47ZbiMRTOKxmgmRK7PvDmcqKyX5rqPUtzxDozSxwbbOYKHbacua09S19XV3kwGY5FHgN3AfJdJq9HWHagzFcdkum3L8JzGYTdSUugv3WjHNYLZjIBJg720JAJqjzOW2ZPqYM4sk0OAwcNjM+7Lyxv5vNDd1UFTnYvL+b/f5ewrEU0UTqYN/NnD6zhA/MrWAfkUNrvHWE2LTPTzyVJpFMU+SyUudz8ZedHdn15PoKrUQKYLj00Zj4bzGRAY71D5GIyLEwWec0TRZjfYI/1kYSWA4nI1to8/jGIiiF/AU0xuo3f7TBfb5j7JwTKnhhZ3vOUhPzqr3sagvR3W/oodNm5vTpJRiGwRsNfvzhOPFketAad30CvfFsEQ2PzYIZg23NgWx2rTeeJJZIs3RmKX3JLROZOWe2g0VAMDKZMYBIPEXq4HDESCKVrf6Zr3pkX4DU/33rv27fBQsS/PzVfew6GIjNrvBQX+Ji2ewy3m0O5jy2zGPH0W8b93b2svLkahq7I3QEY9gtZlJpg9kVHs45oZyucJzTppVQV+IinkrT3B3JDqMEcB0MVNMYnDe/EpfNwh+2NfNmQzeRg++NxWzijQY/00rdnFDh4b2D/RxYaGWyKYxvMpF+Cu2HSERkLEzWOU2FaqhgtZAv6g0nsBxuRrbQ5vGNNii1WmBGmYe9HWH6kkTjcSyPNrjPd4xVFTuzz+c6WEkz0JvICYhcNgtuh5U39nXRGoxT4bWzrTnAnEovxQeHVvbpiSbY1xXmwPudAFQX2XE7rLhslmzQ5rBa8DgywxT78mKxZIpZ5R4O+HtpCUTpDGfyZx67laUzS7PHjNtupS0YZeXCauKpNOFYCo/Tit1sYm9nODs3bCg723o4odLDgtpiEimDWp+D7nCC53e04bJbs0VCzCY4ud5HucfOqsW1xJJpXDYzJW4bvbEk00pcJA4Ozaz02NnfGaEnliCWTBNLpunujbNyQTVbm3sIx5KYzSYi8RR7O3qJxNMsWVDKlgMB3tjXnX1fIJNJ7O5NEIz2cPrM3G3pX2hlslHQJgWn0H6IRCYDZVsK32Se0zQeRnPMTuZg9UiB5XAzsoU4j+9og9J4Ms3m/QF2toQ4a3YZ7aFMsDFex/JYB/f9n29HS5CGrl7Oml2WWbg6mcZqNtHQFeb5He1cuqgGyGTFfE4bu9tDLKz1ZTNu8WSaUDSZMzcuZcDzO9o5qcbL2XPKSaYNHFYzkUSKV3Z3cv78KgDag3HOmFVKqdvG5gOB7ON9LhszytzZ16gvcTGj3MOz21oHZdouWFh92GOnsTtCPAkOq5XgwcWv9yfTnFxXxKfPngGY6I2n8DqtOCxmUkaaXe2HAnGn1c4ftrbSFIhSV+LEabNQX+JkZ3uYF3d20BmOEYmnKPPYMQEXnVzLSdVFvNUYyMyXs0HaZWA2wRsNfpq7I4RjqZxqkuk0OO0WovEU8X7FYJw2M3MqDxVamWwK99tcjluF+EMkUsgm8wns8WSsv9sm81Dy0Ryzkz1YPZLhZmQLdR7f0QSlfUU1ookYA3MghX4sDxSOJ0kbZANPgM5QLDunq69oSP8FyoPRRHZpAJvFxBkzS2npiWYfH0ukSaUN3mkKEk8alHsd9A1CnF9dTF2Ji0X1PsKxJH/e0Ua518GqxbUkUgY2i4lwNMnGfV18YF5l9jkbusIEorn7IRBN0NAVPuL2QaZiZF+frWbwumz8clMjB/y9WM0mzGYTs8rdXHpKLWYT2aCtf7GUIqeV1p4YC2uL+c1b+2gJRKnw2jGbTNgsZrojCZ7b3spHl9TT9E4LJpMJt83C4uk+bNbMmoB1PicdoRjTSl3YLGaSKQOX3Ux1kYOOUBy3zUKl147DZqHMY8d9cB23yWhy9lqmtEL9IRIpRFP9BHYqGevvtsk6lHy0x+xkDlaHYyQZ2UKfx5dPvuO2fzakL6jpr1CP5Xzy7b/+29dXNKT/AuUzyt0UOW247VaiiRR/3tFGvzoi2SqVMHgZAbvVzLRSN/NrinijwU/KgL2d4ZzhggMzTI3dEZIpWFjry2bLbAeLpSRTDPoM9c+KxxKpQXPxZpV7+J+N+9nVFsoGRgDNgRi/fL2RDy+pY1d7JhjsK5bisFqyj0+m03SGYhgYpNKZv0gihcduoTMUI22QHeo5t8rL4mk+bGYzRQ4rXqeVy0+p4bdvNxNPZTJwNkumyuQp9cWEY8lsAN0RinHGrNJJe/G/cD/VclybjD9EIhNhqp/AHmvjPcx0LL/bJutQ8tEes5M1WB2uvoxsW08sWymwr/pgVbFj0Alnoc/jg8En/ZVeO53heDYwsfcrjd8X1PRXqMdyPvUlLso8NiwmU2Z4ZCKNp8qLw2ImFEti6te2LyN35uzynOGV6QHpRhOZoYutwdigZQT6Z+k9divFTlveYKx/5cp82bL++n+GDvh7efrtZhq6eg+W7PfQ2hPF57Zl5+LFU2l2tYWwHlygu4/FbKKzN0YybeSU/LdbzDlLBqTTkDYMKjwOyr12IokUFlNmmGWJ20ZFkZ3Vy2ZkCpqkYcuBAE6bheaeKOFEEhMmLj65ht++3QSYiCfT1Jc4mVddlHMRwOe0MaPMM+x9WWgmz6dAjjuT4YdIZKJN9RPYY+lYDTMdq++2yTqUfLTH7GQNVofL67Ry1uwyHntpLw1dvdnbZ5S5WXVq7aS7eDnwcxVPpjMZj4NDANMGFDltOG1mfE5bTlADhX0s5+N1WjljVu7+S6UNfE4bH1taz/vtoZz2A7cv3+e6Mxzn3HkVbDnQnbOMwIwyd06Wvv9jBwZjA4O7w+n7DIWiSX69+QCdoXhmUe6UQTiW5LTpPt5o8OO0WrBbzYRjKaxmE6Uee87csj7xZJr5B9ddq/O5OKHKQ2tP/NAyCdZMJnBfZy9twUxwZwKKnVZOmebDY7cQjCRIO6xMK3XxVmOAxs1NNHdHsFnMeB1WLlhQzec/MJvGQAwTBl2hOPs6eznvpEqqi53ZRbj3doQn7cXMyfXJFxGRHFP9BPZYGa9hpuOZuZusQ8lHe8xO1mB1uELRJK/v7eLUaT4WT/MRS6azJ5yv7+1iZpmnYPftQPk+V3arGa/Tyuv7/Jw6zUd7KHPyfsas0mz1yD6FfiznE4omeW1PFxVeBw6rOZvtslhM/HlHO4sPbjPk376hPtcuu4WT64tJpsgeE15H7vvS99j+mbEjBXcD9f8M7e0IE08abDnQQ1Mgkm0zo9TN5YtrmVXhweOw4g/HqSxyDgrYUmkDfziO1WKiKZDZZr8txgmVRXRH/CRTBhazibRhUOS0YhhGdvinxWyitsRFNJFmS2OAX7/VzOxyN067hQU1RXRHErSZDi0I/tZ+P/9n6XS6ehM4rBZsFjNbGgP4w4nsItx9JuvFzMnzKRARkUGm+gnssTIew0yPRebuWA4lH6sAdLTH7GQNVoer71gs99gzNxiAyQSGMeZDnsd7OPBQn6tipw2n1cIJVV5Orrdkj9u+x0zmaRF925xv6KHblh60zfm2b+Dn2mWz8Jf32gnHD62fFgQ6QnG6I4lBF5Uqixy47JYjBndH+gx1R+Js2NVJeyiWnSdmNpto7onym81NXHfhPJbMKKU9GGN2hScnMwwHlyCo8OQMfzWMTJA1r9LL9DI3ZrOJiiI78yq9BHqTtAWjpA2DSq8Dq8VMjc/Fno7M87odloPFWNKcN7+SjXu6KHbZmFbqYktjgHnVRTy9pZlEKk1NsYsLF1ThtpsJRnO6NWkvZk7OXouICDD1T2CPlbEeZnosC8Qci6HkYxmADjcbcDijDVYLbYmM/v3pDsep8Dp4dXdn3oWPI2OUJTgWFxUO97myW804bRaWDFgTrNCHrR3p2Dmabc5n4DIC/QO2/voH8vm+d4YK7obzGYomUrSHYvREEjkFUGyWTOa3bxHuyiIHa8+dlXdI7+Wn1OYMCe0Mxzl7Tjkv7eog3h6ixueiyGnl6a0tLJ7m45RpxSRTBrMqPPxlRzvPbmtm6cwyIDMH0GEx0RNJZMr/AxVeB43+CP7eRLbQisVsZl9nmJd3d/KFD86mtedQJc/JfDFTv+YiMuUU2gnZaAxnW47Xwj1juZ/HepjpVCoQM14B6JGyAUdytMFqoS2RMbA/J1R6eOrtJqKJVE5Rh9ZgjJd2dXDq9JJRv+bh9ulz77Zy2Sl1dIXjo/5sTfbh2wO/Y6xmEy/sbD/ssTPSbR7O99hQgaDVnKncuL8rzJ6OEHarmQqPnVA0wcAinG09MbY0duOwWUa0GH2635DFPolUmrRh5Mw/PLnOx9cvOYldbUF6IkmKXVZK3Db+uK2V3ng6p6hOMpVm5cJqPA4riVQah83MzHI325uDbN7fTdqAFfMqeWO/H58rU/Dkb+ZV4Dq49prDaqbC6+Cjp0/D57KyrTnIpn1dmDi0qHdFkQPDMOiOTJ2LmZOz1yIiQyi0E7LRGMm2HG+Fe8Z6P4/1MNOpVCBmrAPQkWQDxlqhLZGRrz+JVJquUJxYMjVonlAgmiCRMgY9x0gvXgy1T80mcFot/GzDXkymQ697tJ+tyTx8e+B3TKXXzlsHAnid1mzVRBh87Bxumz12C4Zh8EaDH6/dit2WWWusKzz4e6zEZT9smX2rGU6o9LJu437agzFMpswcsmml7kzBk7ZQNnDriSbY3R6i3GsnGE3mvM7h9qnTZqG+1MWC2mK8TivJlIHNYqY3nqTCa8c4uMB133Hnslko8ziygWGpx47VArFkMlvIxGk1U1nk4LntrdT6Mgt+VxXZOaHSSyyRpjuSIG0YeB0WfC4bPpeNbc0BDvgjTC9zU1vi5P22MDtag/xmc9PBoM7KmrNnEY4lmVPpzWbhQtEkFrOZ8+ZXTomLmZO35yIiAxTaCdlo9G3LwLLf8WS6oLZlIrKaY7Gf8/V7LIeZTvYMQ39jHYBOZBay77XjyfSgcvoTkQHN91509yaYUeamoauXWDKVPVYGrrUFR3/xYqh9Wu6x89KuDlx2CzW+QwHVaD5bK+ZVDpmdKoTvsHzyfccYQENXL06bmYW1vpwAqv+xM9SQdasFqn1O/vBOC2kjt4qm2ZTIlvnviSTYtM9PayCaHRJZ6bXTEYrlBIyzyj08/loD77YE8R7MWCVS6UwAB3x4SR0728LEk2l2t4eIJtI5yykMZ58WO22smFdBMm1gtViIJlK47RYqvHY27O7ij9vaqC52YjbBrAoPDV1hkv1GcXrsFk6q9bG9uZED3RHSaVhQW8SWxgA+16HAt6k7SnWxk55IgqpiB5FEGpfDyvzqIrp6M1Ugk+lMf9p6opR77fRGk5R57DhtFkKxFNtbeqgrcRFPpukbDGk2m6gqcgxrOOpkUJifFhGRozCVhqQ1dkdo6OrN/tj2cdrMRJPegtiWicpqjnY/H67fYzXMdDJnGAYa6wB0IrOQ4Xgym3XIt/jwsc6A5nsv7NbMel71pS58LhsOqznvWlujuXgx1D41yAzDnFflHXTf0X62yjw2zj+pkljCmDTDt/N9x8QOHi/RRCbgH1hkpP+xM3DIutVsZldbkL0d4WxwFowmMoF5IsVZs8uyFSXLPXae29ZKscuWfY3OcJwzZpby+r5DZfajyRTvtgQpclizi3dbzGZiiSRvNPi54rTa7OtEE2mqixyDllM40j61W81UF7t4bMM+tjZ2A+B1WJlT6eWjS+p5vy2c0+dANJET0O7r6mVTg5+FNcUUu2wkUgazKzy0BWM0dUdw2syYTCZSaYNQLMlp00qoK3US6E1S6rVRV+LkT++2YTWbSaYNKoscOKwmTqkvYfP+bso9dopdNnqiCbYcCORshwmYW+WhyGHLyQYW8nF3JJO35yIiA0ylIWndvfFBJ5aQOWHY3R4i0Bsf4pHHxlhlNY8mUzea/Tycfo9FMDyVCsSMdQB6NEHgWGV0bWbzYT9XVrN5iEeOj3zvhQmoOriQcn2JKyc46P9+j+bixVD7NJZI47RlAsR8juaz1RVO8Pz29oIZHTAc+b5jHLZDx8bAOV4w+LgdWEhkb2duZcW+QKs1GKP/gNe+wNllPzSfMW1AS0+UU6f5OKHKi9NmYXd7CG+/gA0ODm89OO8rHE1lX6e6yMGyOeW81xIkkkxls8t2q3nQPm0PxtjVFiQQSVDmtrPu9f3s6wzjdVgxDPA4rOxsDbKlKcBZs8o44I8cvKhgJRRL0tjdSypt4LRZsJhNlLntbG0K8MruTgBmlHtIpw1OqffREowSS6SJxJOcMbOMF3d1YDGbiCUzx6HTZmH5CeXsaAkSSxqcPaeMF95r54/vtpJMG6TSmTlrtT5ndngoZD5D86q9LJ7m47ntrdlAebJOlegzOT49IiLDMJWGpKUNY9CJZZ9oIk3KMPLed6yMRVbzaDN1o9nPxzIbO1UKxIx1ADrSIHAsM7o2iwmf00Y0ERt0n89pw2YZvDDwaBwp2BxyIeW5Fby+z58TPA18v0dz8WKofepzZ7Io/Yf+9TcRn62JGII9VDBd53PidVgzpepNJhx2C2YMPA4r8WR6yIxO3oxqvzL4sX5VQ2KJzMLSVouZzlAsZwhveyjOyfWZ6pMdoVje4NFqNuF2ZOaTLagrJppIsaUxwHPbWwnHDo1d7Msu99+n7zQFcipAfmxpPduaekilDxUjcdstXLCgOlPdNBBlZ1uIqmInNrOJFSdW0h6MEUmksFlMVBU5+fN77TnbZ7eY2NoaJBJP8sF5lbzXFuKkmmI27Mk83xmzSokl0xQ7rfx1Zwfbmnuo97l4ZU8XS2eU8EaDn2g8hdlsIpkyMJkyVSxnlLlZXF/CqdNKKXJaaApEiSVSlHnsxBJpHHYLJsPguXdb+djpk+cCQn+Tr8ciIkOYSkPS3HYr1Qevtg9UXeSY8AB0tFnN0WTqRrOfj3U2dqoUiBnLAHQkQeBYz1ONJFKcO7eCl3Z15C2n31fCfCwMFWyumFdJIm0MOecrbUA0meIrHzrhsEMKR3uRKt8+LfPYCcVSBfPZmqgh2Pm+Y/y9cVYurOaXmxp5tyWIxWzKyej86TAZnXz7qshpywx3HzDXzGk3U+K2sa8znFN0ZmCQNa3UxdwqL7vaQoOe+8RqL7Mq3Cyo9dEejPGrNxpzAjbIXPwLHZwXBpkM28CS/fFEmkgihWEYmUDegMXTfLzR4Ke1J8rsci/VxU4qvHbaemL8eUcbsyu8vNMUwGw2sWK+nfjBAMxsNmEYkEwZeB1W9vsjFLky21LqsdPkj+B2WDCMzJDOvnUKa30uPji3gnKvgwqvnfnVRby2pwu33ULaMMDIfE+k0uB1WHA7bcQTKWKJNK/u7sr7OS+E6QVHQ0GbiEwZU2lImtNmOezJpdNmOcyjx99oTxhHc1V+NPt5KmVjx8pwMxmjCUDzvcaqxXUHy4MnKHbZmFtVRGVR7jyhsc7euO1WWnqinDW7DAOyyw2YyAw/O22MChYMFWw2dPXy0Avvc+o0X3YO09HO+RqLi1T59mmhfLYmsrBUvu+YUredP+9oZ1q5i9qUk0QqjdViZk9HmEBvImdeWk8kwcY9XfjDCRLpNB6bBY/dkrPWmt2aCcJC0WTOXLPqIgdOmxl/b+5oioFB1vRSD59aNpOfv7ovJ3CbW+Xl08tmMr3UA0DXwflwsUQq57ekzufk/PlV7GoLst/fS3dvHI/Nwkk1RbjsFhIpA5/bhs9pw98bxzAyWbxSj4POUGcm+5ZOs7UxwAfmVhCMJWnqjjC9zMPOg/2ZX1NENJFiZrmbORWe7LDJk+uK2dNxKChNpg3KvHZKXDY6w3ECkQTBWJIrT63jpV0d/PrtJna1huiJxjP9s1l4fW8XkFl3fla5h9Om+2gNRmnY182MMhe/fbuJcCxJImWQTKexms0kUmle2tXBSbXFY3GYHHPH36+TiExpU2VIWn2Ji1d2d+Q9uYwmU2OaNTya4UejPWEc7VX5o93PUykbOxaORSZj4GsMVWlue0tw0OuOdfamvsRFscuWPbkGshmOsdz/+YLN/lX8Fk/zZW8fyZyvgZ/V80+qHLJk/NF+5xXKZ2uiC0sNfB+iiRTNgSi1PmfmOzmRJo2BGXi/I5ydl2Y2QU2xk+e3t7Fpn59yr2PIY35GmZsVJ1aSSB0K2BPJNMvn5L9gd8bMUrrCcSqLHHidVhbWFfPpZTPoiSYJx1J4HBaKnVYW1BXnDKNtC0ZZubCaeCpNOJbC67RQ4rLxx21t9CZSmcImiRTzqry81xrize3dGIZBmdvKnEoPDV0mAgfXO0um06TSBuVeB5F4ilTawIDscM3+1U3NQCCSIBxLsnl/AMgEfhVFds6YWcb86kymzuey8sa+LrojCeZVefE4rJxcW8z6d1poC8VYUFtMbYkTM/D7rS2cObOMa/7mBPZ3hbFbLbQFo7x9IMDCuoPBmAmaDh4/aSCZSmMygcuWGcY6mea39ze5zmJERIZhKgxJ8zqtXLAg90pvkLHPGh7tSftos5pjeVXegEFV0YZyrLOxhbzQ+7HIZOR7jaEqzeV73bHO3hyr/Z8v2Oyr4ge5c5hgdFVP+4ZbjuVFqqP5Dh3r97YQCkv1fx/ebPAzo8ydE0wFowk8ditnzS7LzvnqWzahfzGRtAF7O8LMKHMzt6qIZDqd3VeQCVD7vsdShkFbcOhs8MAqlX3ruR1uGG1VkZNntrbQ4M8UCSlz23HYLMyucLOlMUDKMDixuog/vNNKPJmm3JNZYuCl9ztZubCa9e+04LJbSKUN3DYLPreNk2qK2NcZpsRtwzCgJ5LEZjFR5MwMszWbTITjKYqd1oOVH+0YBplCI4k0rYEoboeN/f4o8WQam9mMy5YZHplIpnE7LHSE41jNJrrCcdqDMSq8DnwuGy/v7qDYbeX3W1vwOq24bRbOnF1Oz8E16NKpzBy8UCyZ7TdAKJUg6LDknQs4GRTGL4eIiAwy3lnD0Z60j6Z/o70qP5oM0bHKxhb6Qu/HIpOR7zX6quMBg0qnD3zd8ciMHov9ny/Y7F/lr/8cpj5HW/X0hZ0TV5nxaIe9DkehDWV22SyDsl8Ws4mmQITX9nSxZvlMApFkzvFt61dsJG3A3s5eFtb5OKUmk2nN9x1hGAb1JS5aeqKHlgfo14/DVanMp8xjZ8PuDrY2BUgefMJyr503G/w0dIWZU+lla2MAl93CzrYgHruVk+uL6QjFCEWTPP5qAxcurGZhXTE9kSTVxQ5ae6K8uKsDs8lEMJYibRiYzZl16Br9EbrCmUz22we6OWNWGWazic37uzGMzHDGmWUeTqjyEoxm2h3o6mXlydW8tb+bv+7sIG0Y1JU4mVHmpsJrpzMUZ3aFB/fBAGxmuYdan4vLTqnF57Kxo6WHd5oC1BQ7s+91idtOJJ4i3m9eYJHLRonLpqBNRETG3nhmDcfipP1o+zeaq/JjkSEa72zsZFjo/VhkMsLxJGZTJvvQN6TMbDLhtluIxFN5T576v+54ZcbGe//nCzb7qgXmWy8LCqfq6XDlCzisFphR5slZjyzfsNfhKLShzImUQSCa2xeH1YLVnBk62Hcs963nNtTSCX3H91DfEYmUwev7/DnzHvsczXa3BKJEk2mqipykMUinwW7JZAAP+COcObsMgHTawGIyEY4nsZgyR2hXb4K5lR7CsSSxZJp4Mk1XOM6i+kzfNjd0H+xzmsXTSphd7uaF99oBDpbgh/dagqxZPhMTmSIkVouJjmCM1/Z0cvrMEhbWFmOf7uP1vZ2AiVWn1pJMGcyr9tLSE6W1J0oibZBMGbQHY9n53C2BTOBY43PSG09x1sxSmgMRanwuYqkU8VQ6u9ZdLJGpNhmJp0gcHM45GSloExE5xgplyNxEDz862oxHIZ7ADjQZ+ngsMhkeu5WaYmdOhmLJjBIa/RFmlLlzMhFDve54ZMbG+zOYL9gsctqYUebmjJmltPREc9oXWtXTI8kXcMSTaTbvD7C9KcjJ9T72doaxW8zEk+mjulBRaEOZE+k0cyq9Oev8Wcwm6koyi6D39dFhM2crPeZbOqHv+B7qO8JuNeN1Wil22bIXOhx2C167hTNnl414u9uCUZIH58yF45msmN1qIpVO84F5FUwvcfGBuRWcUOVl2ewyGrsjuOxWFtQW43FYWTKjhI27u3htTxfWg2uo+cNxrlo6jcsW1RBOpKgpchBLGfzu7SZK3HbcditmU2ZNtrmVHjY3dLOjJUg6bWA2mzCTyUJazGa2t/RQVeSgJRCj3G0jcyQb+Fw2kimDPR291Je6SKcN0iYTLYEIZ84q45y5FdSXuihz2+nqjfPCjjbmVmW+U8PRJEuml/Jucw+doRixZBqTyURNsZNF9cWYJmnUpqBNROQYKqQhc4Uw/OhoMh6FdgKbz2To47HIZJR57Ly+z58zpCwcTeJz2WgKRJhd6RnW645lZuxYfQbzBZsOm4kXdrRns1D9X3syVT3NF3AEowkCkQR7O8JML3ez7+Bi0k6bmWjSe1QXKsZrKOvAAM1qNuUsuwD5y/YXO20srPURjGYyazbLoWzawrpinDYLLlsmi9y/UmT/5+w7vg/3HWE2mTAMg0g8RSSRIo2Bc4i18460fSaguTtCd6T/EEy4ZFEtG/d00d4TY0drkLoSJzXFLs6YVcYbDX6C0SSL63387xtN2KwmTqwuyhQaSaUp9dj55RsHMJnNvLanixKXlbXnzmLFvEp2tYdJptNYzCZqfZnlAH7y8j6aA5kLFQ6rmXnVRVS57by2u5OX3++ksihTzv+kumL2tfcSS6bpCsVZPM1H2jA40JXZFo/DytKZpUwv9/Dfr+6jtSeKzWLmlHofFyyozu4/AxP+cJzF04pJpgziBzN8oWiSSDxFXenkLDiloE1E5BgptCFzfSftbT0xgtFEziKuVcWOgq2kWGgnsPlMhj4ei0xGVziO12nNrkcFmUp758wtZ0dLkEg8lX0vjsXSHMf6M5gv2Kw43TnhlRlHK1/AEU2k8IfjJNNGzvpiiZSBCYOm7t6jymyO9VDWgUF7pdfOWwcCmexWv+GMA4+J/t+XQM4Qu6piB6fUl2S3yeu0HvFzNdR3RDKVxuuw8PL7neztPLRmWnWRA6s5E3j0JlJDvo8Dt29aqQuL2ZzJeh4cwllX4uS91hDBWBKH3XIwGDOIJFK81xpkfnURr+/zU+Z1sKs9RLnNwfbmHqwWM+FYkq5wjFqfi7NnlQIG5R47L2xvZ3q5m9kVHvZ19mIxZwInm8XMnAov7aEYGJl111JpgzmVHjbs6qA9FGNamYvWnhi/frOJyiIHm/b5MZtMvLSrnQ8tqOID8yoI9Cao9bloCkR44vUGZpR56I2ngBRbG3uo9Do476RKukIJihwWan0OfvLyPt5vP7QcwuwKLx85vY4Kr3MER0zhmPhfDRGR40ShDZnzOjNVzwYuqDqjzM2qU2snfM7VUArtBDafydBHGP+iHOF4Mm92Ipky+MDcCmaUuyly2o7qdY9miGMhfAYLoTLjaOULOAzIFrqwWTJzoixmE0uml/Dani4CkWQ2azVUZnM8hq32f0672czOg0VS+ve7oasXp82cU80Uco+JkXxfDudzNdR3hMdh5dU9nZhNuTMfG/y9/M/r+1l91gzebw8Dg9/HfBclunvjLJlRwjtNAbrCcZIpg1K3nY17/ZxQ6cVihhMqvZR77exsDVHrc3Lm7DIqipzMKHXx9v5u3m3uoa7ERbHLTDKdpjMcJxJPcfqMUjY3dLNsThnbmnvYfCDAJ8+aznPvtgKZNeOeeaeFf1w5nwV1RUQTaeZUeHhueyuPv9bACZVeUmkDu8XMu11B/L0Jrlpaj2EYWM0QjCZp64lR6XXi701QX+piT3sIl81CudeOy56ZU2gY8PyOdmZXemjoilDhtfPsthZWzK9kxfxKook0TpuZVCrNAX80u2zCZFOYv8giIlNQoQ2ZC0WTvLGvi7+ZV5Fdv8fjsGC3mHljXxczyzwFGbgV2glsPpOhj33GsyhH38m93WrOqRIJ0B6Kc+bs8qN67aMd4lhon8GRmFbq7leZMUmxy3rUlRlHK1/AYbOY8dit+Fw2wgdLr59Q4TkYsCVy5i/my2yOx7DVgc/ZGYrRE0lw7tyKbHXGvsIh0UR6UDVTyC0c8vreLk6d5mPxNF9OKf7X9w7+vjzS52qo7wiPw4LNbCYUO3QsptJGNosZSRwadjnwfcx3UcJlt3DA30tVkZOTa4uJpQzqDu6/PR0h5lUXYTWbSBuZYZNtwRhN3RG2NgaYXupib2cmQOwLyFNpA6vZTG8iRWWRg8oiB5F4miKXjXAsSXJAcaESl52drUH+981GAD519kye39GBxQRpI/Oc8VSaaCKFxQR9q2F09cb5xJnT+cvODt5vDxOOJWno6qUnkuD8k6p4vy1EU3cUqyUzzy6VNrLZ/Hgyjd1i4Q/vtGKzmLJz6XwuG/Oqiwr6c344hfOrISIyxRXakLnG7gh2i4Vnt7UOWsT13LkVg7IOhVJABSbHIuqToY/jbTwyjqMZ4nisP4Nj+ZnJF9QcbWXG0eoLOJ5+u5mGrl7iqcxJ8/ITyqkpdrJ+W0smqLGZ6e6NM7Pcg9Wcmznqn8Uaj2GreYulpNK0BmO8tKuDs2aX0R6K47AdCibzVTPtXzik/yLmkFuKf6zm7B3oChOKJXOGX8aSKZJpg7TBwUW+I9mh7P3fx3zVWmt9LtIGvLirgyKnlUg8xd+dNYPtLUHqfS4sJhN2a+Zi3f/P3p8HyZWd553w7+4396WqsvYN+9qN3rvZzV64NiWKkimLlmlxTI/D1nyipNBQ+hRjO2bC+mIsh+yxPREa22N7FKZNUdRYlmWKpLhvzV7Rjd6Axg4Uat+yct/u/v1xMi8qCwV0oYFGA2Q9EYwOFjLzbuece973fd7n8YKAWsNFUwSdMggCxrLCFLzz/FRZRpZgsjeGFwREdQWt3S8W0RVyKZNduQSyDDFd4fRSlXRUZ89AAt+HiCYT0WSa7QDL9QM8P6Dp+EQ0mWREZSAVIWUK/7lCzSJqqBTqNv1Jk8VyiwsrdeKGSrFhI8sSni+ESzrnmI5qzBQEHTcb04m3aa+OF3BxtYYqb70/8HbCT8+bYxvb2MY23mPcbpS5luNd4TsEhJuafYPJ8G+3k4BKB3eCifqdcI7vJt6NiuONUBxv5RycKzZ4eapAzXKvUAC83jlzu/XDdtCXMIjoCpbrt02QLRKmwiM7e7BcYagcM1UajntN+ft3g7ba+U3b9cOeXa8dICxXrTAokhCJquWqdYWa6VaFQ9Zfy/Vi4xpht4PdTtUICM2hj4ykMFSFhKmhKzKW62J7cnjsmK4ylDKZXmvgBqK3UFMlHpjIUmu5zJUaOJ5Pw3LZ158gQAT+qiLheDpqWzyk0nS4mK8xmY9yeERQRjtszYiuMNkbZ99AgsVSk4bt0XI8UhGNXMKg0a6ySkgEwOHhFNV1dFTL9dk7kGSu2KDW/qznB/TEVH7loQn6kyZ9cVHB+/LLM2TjBqOZCHFDpSemU2zYvLVQ5jOPTLBYbqG0LRdihkrcEHNAU2RR8bVdfL9bKjJlaiF9907Dexq0/dN/+k/5b//tv3H69GkikQjve9/7+IM/+AP27t0bfiYIAn7v936Pf//v/z3FYpGHHnqIf/2v/zUHDx4MP2NZFr/zO7/Dl7/8ZZrNJh/84Af5N//m3zAyMhJ+plgs8pu/+Zv85V/+JQCf+MQn+MM//EPS6XT4mZmZGT73uc/x/e9/n0gkwqc//Wn+j//j/0DX9fAzx48f59d//dc5evQo2WyWX/3VX+V//V//VyTpzhwA29jGNm4e3i6r/m5S5t5JRr9hu1cEbB0sV6239RN6rzeM27g2bpfK6M2uOG5WTTB0BSkIWKvb19w83yraaq3lcmy6yA9Or1xRxZZliXREv65jzZeaVJoOffHNr/md9uK90zFyNcn/qXyNN+bKjGWinF2pcc9YmoblhabHG9GpYr0bAVHddqm0nC6J/qiu0LBddFXGavPw1uo2j+7q5ZXpYldguVXhkI3XcqOY7I1x/0SGVy4Vw/PWFZmn9uaYKTT48tEZ8jUxpoZSEd63qwetXTnKxnRKTYeXpgoslJsA9MQNGpbD33l0Ej8IKNQdxnui7BtM8NU3FtDaFTVVkXlsVy/9SZOzy6KGuFq1KDUdHpjIMJSO4PoBqiyxWrV4fa5Esh0k5Ws2T+3t497xDG/MldjRG0NTRUXtA3v7+N6ZVXb2xnDa3//Fe4d5fabI6aUqMUMlZqj87kf389U3F3h5qkAAPH1ogPlik7tH0iyVW+RrFo7nM5KJMI+oirptz7WJ3hgf3t9PyxXjJF+1eHAyy9GpAi33Mp20wyJpOVcqe94JeE/fsj/60Y/43Oc+xwMPPIDruvyjf/SP+MhHPsLJkyeJxYQM8D/7Z/+Mf/kv/yVf+MIX2LNnD//7//6/8+EPf5gzZ86QSIgF6rd+67f46le/yp/+6Z/S09PDb//2b/Pxj3+cY8eOobQNBD/96U8zNzfHN7/5TQD+/t//+3zmM5/hq1/9KgCe5/GzP/uz9PX18eyzz7K2tsbf/tt/myAI+MM//EMAKpUKH/7wh3nqqad4+eWXOXv2LJ/97GeJxWL89m//9q2+fdvYxjZuI2y1EvVuUObeaUZflqQuVb/1MDU5NFi9HcQbtnF9uN0qozez4riZ9xtc3pC93eb5VtBW54oNvreBdgwiGfK9k8vs7U90VbLfLnhq2O41r7m5haBm4zH0tv3AesrfVsdIJ4jMRDRsz6fpeCRNhZFMhOm1BkfG0oz3xsglDIp1m+m1xhX9YjFdIQgCXp0pYjkefXGdtbqNv4mH1jsJiDRZ7grYACH33lYg7FDp/ABarsfnPrATywmuWzgEbm6VNm6q/LV7RjAUhZmCqIwNpExemynRcjzW6pcNtxfKTV6fLfH0oQFA9Owdmy6yUr3sA6hIoKkK/+WVOQZSJs+fzzOaifLz9wzy4f05mo5P0/WFpUAAewfi7OiNcvdYmpim0Jcw+f7pZRq2R0/cYK1mUWs5/J1HJqhYDo/s7CUdUyGAr72xSLnl4HgiOOtPGixULJq2x1ypiesHVJoOvXGLu0fT9KdMmrbHPWNpvvLGImeXq0R0hSAAU1OotlzOLFcZSUeQKhJ2u3ctFdXoTxrsHUiEQiTlpo2hifGlqTKvzZY4OJxkKBWh6XpE2hTQpUqLI2OZm/KsbjXe06CtE0B18B//438kl8tx7NgxHn/8cYIg4P/8P/9P/tE/+kd88pOfBOA//af/RH9/P3/yJ3/Cr/7qr1Iul/mjP/ojvvjFL/KhD30IgD/+4z9mdHSU7373u3z0ox/l1KlTfPOb3+TFF1/koYceAuA//If/wCOPPMKZM2fYu3cv3/72tzl58iSzs7MMDQ0B8C/+xb/gs5/9LP/kn/wTkskkX/rSl2i1WnzhC1/AMAwOHTrE2bNn+Zf/8l/y+c9/frvato1t/JTieitRN3MDeyMZ/XRUv8IsFgiNYVNRwTK4k8Ubfhrxk14Z3cz7DURA9Mp0kQ/s73/b33i3aavL1dY1q9gr1VYYtG0lwI5oyjWpzHePpq95PhuPYbs++ZrF/eMZZMkJA6WtjpGG7ZKOanzn5DJzxSZ+u+IxmDT5xJEhgiCAAKqWy/t399Jylrv6xVQF+lMm33prCT/oPp+OQMj6e/FOAiJNkUiZGi3n8j0LgJrlcng4xcHhJKosbzlo71Rpr5Ygu5lzaiQT5dMPjYeJhbWaxbnlGiuVlri3bcR0FU2WWa1a7B8U467YcOhLmFiuh9/u9VpcqrJStTgwJMbcRG+UYt3lx+fy1CwHy/XF80tFUBSZ0YyJX7aoWh51u84DE9lQ6bXScphda/DWYiV8TklT5f95doqW45GJ6QSBCIYrTZevvL5AT1TnxYsFQMxfTRJWBAcGU6xWWyiyzHS+jiJJRHUVPwioNkVFcKbQYCQTIV+zGc9GuLBapz9pMFdscnSqIDztCDi5WOF//vAewEICcgmdpXKL04vVkAprajL3T2RuG/Xe68VttWqXy2UAstksAFNTUywtLfGRj3wk/IxhGDzxxBM8//zz/Oqv/irHjh3DcZyuzwwNDXHo0CGef/55PvrRj/LCCy+QSqXCgA3g4YcfJpVK8fzzz7N3715eeOEFDh06FAZsAB/96EexLItjx47x1FNP8cILL/DEE09gGEbXZ/7BP/gHXLp0icnJySuuybIsLOvyglGpVG7CndrGNrZxO+G9rERdb0Z/PYbTEcayUUxVucIsdr1P2+0moLKNa+MnvTK6mfcbiA1Z3FRvCzlv19ukXLQOHR+zawXYf/XmIo/v6aPheFi2S6Fhb/ZTYWXjatjsGNWWw0yhgeV4oSDH+mO/3RjRZJnvnlzm5EIlDMYCRID1ldfnuXc8w+uzYk83monw1+4ZwW/3WCVNhblSi0v5erjp11Xx7F6ZLnL3SCo8nxuhrTYdj0d39V4R7OYSBveOZdBk+R1VXFarVlgB0xSZsey7U7luOh6FukW56Yier6iGMZSkaXtCHVGV0VWZfNUKn39n3CmyFK7Lnh8QBMLU2vPFszo0nOK/HpsjX7PpienoqiyUIytNzi5XGctGSBhqFwW3o/R6ZqnKq9OlrnNt2B6SBKWmw2rNCvvIDgwlmV5rML4vF35WCgI+ce8IF1frVC2X1arFg5qo0p5fqZGvWfgBPHchz0cODrBvIMlYNsr+wSRxQ6XcdCCA5UoLzw/wpQDfF/YAEhJP7u1Dk2VyCZOvH1/oEnRJmRpj2di78rxuBW6bN20QBHz+85/nscce49ChQwAsLS0B0N/fnTXr7+9neno6/Iyu62QymSs+0/n+0tISuVyOjcjlcl2f2XicTCaDrutdn5mYmLjiOJ1/2yxo+6f/9J/ye7/3e29/A7axjW3csXgvK1HXk9GHKylST+3r40dnVru8iTZulG43AZVtXBs/6ZXRq3m/JUwNXZVvi+vLJcxrUo9zCdHjdbUAu9JyeH22SERXyNdskqYabljXV6E6VXHXv/I4HWx2jI7J8npBjvV4u3tYbtlh4NJBf9JkrtjE8Xye3JtDV2QMTWYkG+WLL0yzIxcjqqv0xnW+e2qZHX3xLjPrpKlhqgo7c3EODis3TFuN6ipLlRYPTmZFH+A6if53QpHrBL/1Nk2wg7rt3fQK9lsL5S4/uHREpW577OiN8cMzK2Fwlo3pHB5Jh+MplzCJaHLI/HK9AFWRUGRIRTT64kLZMaIpLJYFhdLxfFqujyZLPL43x7HpArWWi9UODPuTBg9OZsN1frP3gSxLLJVb6IpMzFCFxL4Eni984gxFJm6oBEHA43v78PyA12aLWK5PpelSrIvx9NfvG2Wp0qJmuUQ0hbGeCM+fX6Npe1zM14npCumozscODTBdqFNsJzKiukompiNLcM9YhjNLVU4tVXhg4spnfylfv2MTV7dN0Pbrv/7rvPnmmzz77LNX/NtG2mEQBG9LRdz4mc0+fzM+0ylTX+18/sE/+Ad8/vOfD/9/pVJhdHT0mue+jW1s487Cu1mJertel6tl9BVZYmdvjKbj8+pMkbiuosoSPzq3egUN64ndfTj+1Xs57iTPsc1wuwhy3Crc6ZXRt3te1/J+g/fm+jae80DK5MHJDEenildUA+8dS6MpEq/OFCnW7bBq0oHt+iFluSOWoasypYZDKqKRjen4QdAVqG685vXns9kx9HUqiZ1jrMfb3cNCzSaXMLE9n3LTIQgEhTMIhOx/zFDZ1R9jMBlhZq3OWt1i0DaJ6iqW49NyxDVuNLPWVRlTU7jnJvQcDacjJCNaVxWxI9G/WbLp7cbdZmqUm8nuXy9WqxbnV6qUmw7piMZA2uRPXpjpMvA2NIWTi1Xmi00OD6d4baYEiKporeWQjYngd7I3xqHhFN8/vSIqUsBAysRyfQ4Pp7A9j7ip4vmiMur7AV4QYDkeB8fSvDpdIF+1GM/GWK22kGWJfNUiYao8tVcUKTajicYMhWREY6XSom5fFvlIRTR0VcHQ5HC/vH8wyZ+8NEO+KiriclRCkuChHT1899QyLcdjvtRkMGVyelHl0HCKYsNmttggHdF4c77MWs3iF+4Z4th0KVS1tF2PqCF0LOq2ix+w6bOHOzdxdVus3L/xG7/BX/7lX/LMM890KT4ODIjGyqWlJQYHB8O/r6yshBWugYEBbNumWCx2VdtWVlZ43/veF35meXn5iuOurq52/c5LL73U9e/FYhHHcbo+06m6rT8OXFkN7MAwjC465Ta2sY2fPLxblait9LpsltFXZIl7RtMcmyni+gG5pElfXOeNuTJxU+3KbpcaDj86t/q2WeI71XPsdhPkuBW4kyujW3le7/X1bdzcq7LEd08th35lepsy9+TefgxF4dLaZSpdX1LnwECKY9MFmrZPJq5zcbXGUCYSzstqywnns6HKVKHdoyNk6fsSBrn4ZTXGjde88R72xnVOLpa7KlsJUwvXjc4xruce6prCfKlJT0xnKBXBCwJSpsbh4RTPX8hTrNu8Pltidy6B7Xq8f08fzfZmvuOLtpmZte0Kk+VOoulGEizX04O2lXG3mRolXK52bgwEtpIs2lhRA+iJabx/Vx/5hoXt+rhegO35ZGM6C6UmQ+kopxarSBLszsX5a0eGeWuhwvH5MnFD4+EdWeaLTc6v1vD9AENVODiU4q6RNKWGw1DKJGYopEwNy/XC6thINsrppVooFjKVr4MkAq/jc2XOrVS7gunFcosLqzUsx+Pp1ADGOkXODspNh8neGL4fMNH+r7CGsAmAtbpFpeVx33iG2UKDqXyd0WyUpiPmy8V8nVRUYzwbwXJ8moqHpkgcX6jwqQdGCQJB/Uy0x57ajuDu9MTV1fCennUQBPzGb/wGf/EXf8EPf/jDK+iFk5OTDAwM8J3vfId77rkHANu2+dGPfsQf/MEfAHDfffehaRrf+c53+NSnPgXA4uIiJ06c4J/9s38GwCOPPEK5XObo0aM8+OCDALz00kuUy+UwsHvkkUf4J//kn7C4uBgGiN/+9rcxDIP77rsv/Mw//If/ENu2QxuAb3/72wwNDV1Bm9zGNrbx04N3oxLVoeKsVKyurK7t+l1UnM3koXf2xjg2U0RCiI2AyKrOFBqYmnxFdnurWeI7zXPsJ12Q42q4UyujW31e7+X1bdzc98V1Xpku0HJ8Sg0npBrOFhtYnscvPzBOoW1DoMoyy9UmX39jkYU2NW1PLh6KcLRsDy8IsF2fmK7QlzBIRTQsx0eSJT5yUFzzekpiOqrxxJ6+MDjQZZlzK1Uq63yxJEQvz/rKlq6KQKPWclnPE+rcQ4AzS9WrBhwDSZOxnihvzpVD+fRfODLM8xfy1CyXdFRHliT8IGBqrQFnV/n43UPh+XR80dZfS6XlUGu5XFipXdHTdiMJlrfrQdvquNtMjRIIq4brDZu3EgSuVq0rAjaAcys18jWbhyez/Okrs/gB7OmPc265ykgmyng2yieODBPRJHbnEvzxi9OUmsJEumG79MR0fuXhcVarLeq2j6nJZKMG3zyxiKbKKLJEvmbx+J5e3pgtM7VWJwgCPB9qtktPVKfSclDa6potxyNmqCyWmwQzoMsyxxeKvDJdoG6JZ99yPfYOJGg5HgulFn4QIElCAfLn7h5krtgkFdHaRtoiGfHgZJqopuL4AfeOZfjeqSV6YhpDKZNsTMNo91q/PlPi7pF0KCKTjuooskfDdtndL9Qje+JCVKtT5RtOR8jGNBRJusIiwwuC2zpxdS28pyv35z73Of7kT/6Er3zlKyQSibCKlUqliEQiSJLEb/3Wb/H7v//77N69m927d/P7v//7RKNRPv3pT4ef/bt/9+/y27/92/T09JDNZvmd3/kdDh8+HKpJ7t+/n6effpq/9/f+Hv/u3/07QEj+f/zjHw894T7ykY9w4MABPvOZz/DP//k/p1Ao8Du/8zv8vb/390gmRT/Ipz/9aX7v936Pz372s/zDf/gPOXfuHL//+7/P//a//W/bypHb2MZPOW52JWq+1GSm0Ng0q9ty42GQtZk89Gg2ytRand39iTA4s9q/sVl2G7ZGF7nTaIY/6YIc18KdWBm9nuf1XlzfZpt71w94baaEoSoMZyI02pvGluPzyqUiT+7p5/BICoDTixX+8rWFrh7US4UGHzs4wF++ucAlq05UV2nZHjv6YuzpT/D/vjyL225iG0qZfPTgIJmYhqmJni9jg2z/Ws2i0nR4dFdvqMK4Vrd5dHcvr7al4BVZCquBH3q4H8frpkaXmjZ/dmz2mgGHrko8PNnDaqUlgjKEhH/D9sLfANHrBLDQ7neyvSD0RXvufD40s7Zdn1rLDdUjO6g0HV6eKlCsOzi+/4685N6uB22rtMfN1Cg7WG/YvNUg8PxK9YqADQRT4s25Mk/tvVydlCUJy/WZKTRYq1ucmK/w5J4+vvjiNGeWquFz8fyAcys1vvjiNH/93hGWKnWqLZjKN+hN6OwdSFJtueSSOglTpdxwSJgqni+M0BOGykgmQsv1GctG0VWZI6NpnjmX52tvLrI7l2Cl0mJqrc59Yxlemy0JMRAfTi1W2D+Y5IP7+rE9UcEtNGx+dHaVX7p3BMv1cTyfhKnw9KFBjk0Xubhaww9godSg0nS4bzzL+dUax+cr7BtIsFK1iBkqLcdDlcV9qFkOCVOjP2myOxdHVSTqlseF1RofPiAYenFT5f6J7BVB8Vg2ymcfnbit18Fr4T0963/7b/8tAE8++WTX3//jf/yPfPaznwXgd3/3d2k2m/zar/1aaK797W9/O/RoA/hX/+pfoaoqn/rUp0Jz7S984QuhRxvAl770JX7zN38zVJn8xCc+wf/1f/1f4b8risLXv/51fu3Xfo1HH320y1y7g1QqxXe+8x0+97nPcf/995PJZPj85z/f1bO2jW1s46cXN7MSVWrYm2Z1HS9AImCh1OgKntbLQxfqNsWG01VN61CSxG9cfw/LnUgz/EkX5Hg73GmV0et9Xjdyfe8kAbFZUFltiXOa7Iuxqy9OteVgqAp12+XSWqPtlyWCts1EgyayUb76xgKZqMb7d/ViaAqpiMqbc2X+/Ngc/SkTt71xXyi3+MGZFX736X30JQxqLfeK4Mr2/NAGYL0qpAz0xQ3ipoqqyBiqEIYQFbfL83erFf75YpNSw+b+ySwP7ugJvcT2DSaYKzRxXBFoNiyXvrhBQEDD8VBlGT8QQiDv39PHcNqk2hKUt5m1RpfcvyyJit4PTq9wbLoYBl7X4yW3lSTAVmmPV1Oj3GjYvNUgsNzc/NwUWVTDmuuohi3HozduENWV8JoiusKZpSqGphDRlfZ3ReB4fqUWis3Yrs+FlSqSJHFwKAUBBD78+bE5HtnZy/2TWZq2qJQt7bZ4/kIe3w9w/YAjY2lemiogAaossVhu0rA9GpbLy5cK7O1PcHalhu16fPKeEb7y+jzfPbVMx5XgrpEUP3N4kJOLFb7y+jwE4n7NrDW4tFbH8QIcP0CWJKbWGiiKzN7+BOdXajieT7JtMWBoMroioyoyrucz2RPF1BS8IEAJhH9bRJcZSJnhOD46VaA3bmCocpdY0dGpAuPZ2B0ZuL3n9Mi3gyRJ/ON//I/5x//4H1/1M6Zp8od/+IehCfZmyGaz/PEf//E1jzU2NsbXvva1a37m8OHDPPPMM9f8zDa2sY1t3Cj8ILgiYOv0qh2dKlBuuuGmpbOJ6WxgzyxVeXOu3PXd9ZQkbZ0IQef716KL3Kk0w1vd13CnVSJvN9yq57VZAiIb03hibx+WE1z1+W0WVOqqxKO7e3npYoE3ZkvULfGZ0WyUx3f3YShySDNsOT57cnEu5Ot47cgkZqrMFBvMFIUh8GRvHEOVObVYYVcuzmRfjIbtEdEUHE8Ik5xfqQr6peOxUhHBQyc48PwAzw+6VCF7Yjo/PicCjd25OD1xgyqQr9mUmk7X/L1Whb9uxTg+X8LQFMpNhx+cXuFDB3L0xA1ark9f0qDScPF8n125OJmohiJLDKdVLqzWieoKdjuYk2UhOvLypSJ+AAlD5cfnV7v67npiehggdYIS2Pq6c7UkgCyJ316uiLnasDwkgitsEzoJsrrlhgbgnu/z0I4sfnB1Ncq67dKwXXIJnf6kQdPxiOoKrucBUnhcXZGJ6gq1lkvL9fD8AEWWcFyfTFSjN26EfWCOF/DhAznSEZ3vn1khYWo0HQ9DUxhImuGabqgKqizh+kFIXay2HFRZxvF9Xp8pcXalxt2jKe4aTXP0UpFL+RqeH/DzR4YYSBr0J03eWijj+xAzVFaqFntycZq2y4n5CrIkaIqjmSiJiHhWmiLz3VOLxE2Nn797CLutWllvuXztDWFdkTQ1/CDA1FRKTZvJnhi6KmN7PnFDZd9AgnzVCoOsuWKDPf0JhvwIluPheAFe4HH/eJZfeXiMf/GtM1QtF1mS2JmL8fTh0dDuoxM4byZWdCezLLbfJtvYxja28S7inW7ko7oaBlkd7OyNtQM2pyvw2riJ2UyooUNJemW6SGKdEMlW+oBulmrarQ5qbqVgxY1WIrcDvpvzvDa7j8A1e75kCUxV4V9//wK9cSOsUG98fpsFlamIxsn5CrOFBj1xPfz7bLHJqaUK+wcSvDxdBNiUVtYJFFRZCn/fcX3uG8/yzLlVESy4PpIkqnKP78lxerFCqemSMFReny2SimhhP11UV2jYLvo6UYgAIe1vanLX3IcrN7BXq/CXmw6vTBfYN5BguWqxoy/KQzt7+NHZfEg/e2xXrziHNp2t83dDVXj/nl4e29WHHwSossz5lWqXT5vRFkVZ33fXOW/gikTTVtadmK6GAVqnrymiK2SiOt88schrsyUUWSIIApYrFveMpsPn0kmQnVgoY7lL9MaNTQ3AN1OjNGSZXX1x/uzYLGeWxCdUReJvPjhGse5wYaVOX9IkE9EIAhHc1OounhcgyxKKLLE7FycXN/i5u4doOV6ozNmfMjg8shsQiotj2SiyJNGw3fC8UxGdctMmZiis1QWF1/F9Dg4leeHCGpbr0xvTef58nmxM52OHBmk6HrtyCZ49t0o2qvGp+0YpNhzGszFe1Qus1iyiRgxdlUgY4rybjkd/0uDQcIqmI37/u6eWObtcxW1X+Trr2EKpwUr7WQbthGS56RAQYDk+dUsEsYMpEy8IcH3agafLZx4eZzBtsqMvQTqqEdVknjub5/E9fSJw1mRKdYfvn1pmJCWewU8qy+Kn642wjW1sYxu3EDeykTc15QoqTswUPk1j2Siq3N1Hu34Ts5lQgx+IZvHPfWAnlnN1ef/NcL2qaTf7XrxT3CzBircLqK63ErmZ+uBmVgy3M/X03cCNPq+NY0yWYKI3xkyhjttWId+s52t9RcdYl5nfaHAd0xRiukKx4YTJC+GJJRQaO71nIARKWo7HSu1y0iUd1ZELdS6sVvnw/hxzpRaj2QhHRtNC7r0tGpSN6fz5q/MU6zYxQ23T5WCpYvGdU8v82pM7KTWrqIrEQqnJWs0O++ma7Z6yasslFVEhoK0emECS5C7K9MaKU1xXhWfXhoDN8wOKdRvXD0KataEozKw1mC00kCQIAjg6tcYv3DPCpTXhp9URiRhKR/jMw+PcPZoGBBPg0lp3L9d6JkCn57bTh6spQkxisdwMk0Vb8eMbTkeY6I3xvZPL4RoqKl4+ewcSXFprUG25bdVDjzfnSuzsjXF2pcbO3hgnFyrEdJW65eK0E1URTeGFi2tM9MQ4v1LF1BR29sW7xqeswF+8Ph8GbAB3Daf41oklWq7Pk3v7AFitWTw02cMPzqygyjJrtRaSJD77K4+M83//4AKnly//xkg2ykcO9PP0oQH2D6ZYrVqMZSMcn6vgBYHwRmsHfXePppnsixE3NA4OJTmzXOFrry9Qa1NtHS/g4HCaly+ucXy+gucHzBQa1FsOTx8apG67yDJEdIn7x3t49vwqpxcrzJVamKrESCaKqkgsllp888QiPTEdxw/45QfHOLlQoW556Kow+P7uqSUenuzh5+4awvMDRrNRKi2HxXKLpKlSbrmYukKl6RIzVB6cyKLJEpoqIyNxYaVOuenwR89Oce9YGkNVuW8izbmVGi3bR1UkXM8nHRECKrCtHrmNbWxjG9u4DtwopXA4HeHFi/kuY9iIJjOcieD6/hUZc+jOHt5MoYbrUU3bDO8lvfJG78NWgs3rEdDYTH3walYMtzP19N3CO31em/ViTfTE+PaJJWq2G1ZvNuv5Wl/RWd/vWbNcqi2btxbKFOsOEV1h32CCr7w+z1xRiGWYmkLL8Tk0nKJQd/D8AFmGdETjUr5Bw7nsWaWrMhM9MS6s1gkAxxX0xoGkycM7shTqTphccX1Rfai0HFwvaNPKFBKmFgaHDdujP2nSckRPmK7IaKqEqkjEDJX5YovFchPXD2jZHo/v6QsD1U6/2HPn85xeqoaB6s6+GJmoRnHdeLZcD9cPGEpF6EhNzhQaxAyVXNKk2hLnrchSW7I9wuHhNEvlJhFdoSdukI7oIU201nLoi+us1e2w0rZenKTzDAxNRpYgbqhcWKmFdM9OsmgrG++ZQp1y6/K1+EHAqaUqfgA7emNUWzUUWWK+1KI3rnPXaIrx3hjZmEa+bnFhtdblgxcEAamoRiamMZCKoLUDhkrTgbYa/nyxyXK5habItFyPIIDehMlLU0VMTabSdOmNQ6np8PyFPDt643zy3iwr1RamJiwJvnx0lvq6sQOwWrE4v1yjulPQNU1Z5pP3jrBcucCJ+ct0+LtG0vzCkSFOL5Rp2AG25zFXaPLwjl5+eHYF1xfKjmeWqixWWqKqGQQYiszoYIrvnV4BAmYKTRZLLdwg4H07enlroUxPWwQnX7OI6irZmMaOvji6Iii9z59fY0dvjHytRtOBuKHx80eGuZSvCwuCAO6fSBMzVPoSOr4PcUNUES3Xoy9poGsyDdsnirhHqiyRiKqkozpRQyUd0Xn2/Bot26XUdJElYczenzDwAjF2ttUjt7GNbWxjG1vGjSoXxk2VD+7vrjoYqjDV3dEX78qYd7BxE3OzhCi2qpp2NbzXKo7v9D5sNdjcKhVns9+7GVYMP2l4J89rs16sbEznxEKZTEwPqzcdU+n1PV/WumREh4bnej5JU+Wt+TIzhWabWidjqgoPTGa4ewRsLyBuqLwxW6LUEAbHTcdHlSWCdvAVUZVQhtx2fQp1m0LNYnqtwbHpIrIsMZgyGUgJL8Xlqk3T9khGhADD2jpzYE2R6Ylr2K5PwlAJCPiVh8f54xemOb1UxfMDemJiY/u+HT0slVsMpCLYrs/JxXJXoNqpLpZbDsPrqrnVlsPegQTnl2vk6+LYni82uR87NICE6D/TVIm1msV4NkrMFIbZcUNhodyk3vLatD8hHFGs2/z7Zy5yaDjJas3etNrpB7BSbfHhA/3EDFHxy0SFh93ppSqXa5giWVRrCYn7txsTrgcHBlNUWw6O51NtucQNlUtr9VDVEyCqKaxWLZYrFo4XENFkLqzUsVwvTJA5nlBv1BSJQ0MpXriQR5ElDFVhttgMBWLqlkvT8dBUuW0qDYosglrHC8KgtGG5zBWbnFqs4gUB3zsl/IQ/cWSIly6uce94hobt4QeC9jiQNDm9XOXVmSJNR1A1V6otfvn+UUqHBmjYHnFDpWG7/NGzUwyno0wXhCqjLEk8uqtXGHPPllBlmXPLVZKmRlQXgh6TfVFemS5xdrnGkZEUlZbozfOCQKgR5+L81VvLZGMicXVoOInlegylTGRJYqWqX3FfMzGVhVKLuKGydyCJ16Y8Prqzh5emhJF3zfLQVZnd/Qn29id4ZarI144vko1ppEyNv3bvMH1xnXvG0jw0keXFiwWOz4lr6IzRlKmSMFXev0dUMbfVI7exjW1sYxtbxs3g1G+sOkQ0BcvxMDXllmYPt6qadjXcjHtxq3q+1h/Hcjw0WUKWwA+6P7c+oNoqFWez4PVmWDHcKG63frp3cj6b9WI5nlDAW6vZVJqXezE1RWyeOz1fHcrf+p6vpKlyfL7MycUKuirjeiIIsV2xiT48nKLh+KiSRFRXWCy3SEc1OtGFqkhCMl2RqSPmh6AY12k4HhFdId4+Vrnp8vpMic8+NsH+IZnlcov5YoPhdISdffH2sUUl7fhcifvG6zx/oYAiS/i+z5P7cliuR83yGM1EeOniGt88scQ946L00/Fku7h6uVoVAOWWc0UCKAhgodTk8b19BIGYu1FdIWGo/OUbC217AI8jo2mKDZuDQ0l64gZ12yNhqBweSfGV1xdYKDdZqohqUzqi8dCOHjrOSAlTY7bY6AoiZQlyCZNnzuXDvsJS3WYgZdJyfKby9fDc+xMG949nQtGJq6Gz7qwXo7Dcehg0dfoJm7bHeE+UUsOhJ65Tb3kkTJXd/XGWK61QkbHZpp9WPZ9IW4wFaAt/CIGYvoRBJiaosta6ddEPRNCnyBKmprTPRQSRfruv7fK49WnYngiQTRXfD0hFdVYrLVqOF1Za65bLyYUKxbrNjt44JxbKDKcjnFgoU2u57BsQdlWyLJGvtijUbZ7cl2MwHSFmKAymTMpNB1NTkCWIaCrFuk1Ek8N75LZpkzv6Yjy4I4uiyvTGdE4uVvn6mwv8nUd3MNDuIzssweuzpS5Bl8FUBFNV+f6ZFeaLTYIgIKbLvHBxjUd29NIT11mpWiRMldm1BvOlJk/u6eNvPTRGwlQp1Gy++PwlfvbuIf7q+CL9CZMXp9bIJU2KdRsZQIJKy+WNuRKONwZsq0duYxu3LW63Dcc27hy8m2PnZnHqN1YdvCC45dnDqK6yVGl1UTU3U027Gm70XtyqfriNx1ksN2nZXldFYD06AdVWBTQ2C15v1IrhRnGr7u1W59rVzueJ3X04/tWVHTdTW9UUqU0NFOp8y1VLGM7HtFChj0D4i71/Vw+mrmCoCpbj05vQ+bNjc1QtF8OTadrCYLjUcHhjrswjO3toODbllsNHDw7wxmyJhu0hyyJgG81E2NWfCNUdQWyy67bLUCpCvdU9FvJ1UWF7fE8PPzy9zOHhFMdmSqFgSswQvY+HhtM02qqAmiLx5kIVU1P5wP4cNauB5foiyeN4+OsGbNLUODCYYigdaVM57SsquwDlps3Thwb4T89Pc2G1BkAmqhPVFZ7Y08cLF9cAsGyPjx0e5Mdn81iuR9PxyCUMJCQ+ftcgpYZDuelgaArT+RovXMizKzcBbB5E9sR0XpkuEjfV8JyarsePz+e5dzTN/RMZig2na915u4TGZutOzFBFn5rtdjEEAiAZ0VguWyyWm7y1KAKqhyZ71onG+Liez0gmguVeDsjcds9fqV316UsYHBlJ8+pMMZzTq5UW4z1RXC8gZoigTfQCBoxmIqyu86ZTJCH5L0tSOP8NVW5bJkjEDZViw8EPhFLobLHJveMZDFXBD6DSdMPzAtAViacPDfL8hTwr1RYXVmt8YF+OnrhOzBDfieoqluvjegG9cYNUVGN3Lk5fwhAVvYrFpXyDr76xyJ7+OBdWa8R0FU2RsNtBWl/C5NFdvTyyo4cHJ7IkIyq26/P7f3WKS2t1cZ8DkbySJYkfnFnh/oksl9bqjGWEt6gEfPPkMkenCjwwkeHiao09uQSDqQg/c3iQ3riOocqsVFoMpiLC0iJoB85eQMvttl3YVo/cxjZuI9yJ3lHbuD3wbo+dd0O58N3KHr7dhno4HSEZ0ULPJ9hcNe1quJF7cav64TY7jq7ITFcbV3heddDZUG1VQKOziVyvwmm0M9f5un3dVgw3iptxb99OrfFqQiubSexnYjo/OL2MJkv0xvWwkty03S563Wbfl4CJnijTa40wEKg0HXpiOkXJxvMDqi0HTRYy64ossVRuCWqqqnBgKMmJhTLnlkUg8eTePpYrLXoTBqWGgySJTXRAQL5mhRtit20W3Bs3kGRRjdFVGVOVGUlHqDbdkB7pB6Iv7IHJTKji16HXdahzIMbTZF+c86v1MGjTFImopjDRG6XTQhoEsKs/wcXVGsMZkx+eWeXJvX2s1W125+L462yVZAmG0yZRXQlVJofTZldfGcBYNsaXXpxBV2UODiWx3QBTkzm7XOU7p1a4bzzNifkKgQQLxSZNx8VQFQxVJmaoDKSEr1q56bJUabVFWgzuG8/g+36XmMj6ILLleMyXWl1BpK7IeH7Ay9NF+lMm1ZbLZVmOt09obLbuJE2NHX0xmo4XBs4RXdgpHBlL47g+A6kIazWLquJyYqEcipPIssRET5SfvWsIU1N4bFcvmiKxVrM5uVjB6FTQHJ9P3jdMAFxYreEHAfOlFj939xCFuhVW101N4dBIip29cb5zaik8x6VKkyOjaTRFpmFbok9SEsbS+weToQhVRFPQFWFgvVKxOL9S5dBwqi2Qo4QJof2DSV6+VGClajHeEwurq6osEzckckkTxw3oTehoqoShym2VTUGdzEQ18Ww0maGUianK5BIG6ahO0/ZQ1q1bQ+kID072hOvGd04uUWk6PDCRoS9h4vkBpipz71iGb5xYwnZ95goNxrPinXvfeJYfnV0hG9UwVZmn9uY4eqnAX725yJvzZaK6Ss1yGUxHiLSFgSRJBMAxQyVuiON2EmSbKR5vRcTmdsV20LaNOxZ3qnfUNt4e73b19N0aOxvP+6l9ffzozCqF+jtXLlyP680ebuU+biV4vVFVv+v9/juhKN4oNqMuJkwNU5O7+p/Wn/v6gGorAhrD6QiqAq/PlsOq0FyxyQMTGbS1+nVbMdwobrTXcLOxoypi49+Rc99MaOVqEvsSAXv6E3zrrSWW2hUqzxfUsfvGMiG9brPvl+o2O3pjjGWj1CxX+ERJ8NfvHeZ4m0JmqApJU/RL7elPCRGQVIS+uOjvytdtRrMRmrZPzFAIAlipWOiqTMvxUGQJRZbx/SDcOI9lo3zv1CpHpwo0HBe3HXglIxoLpRZ//4kdyJLYJD4wkeHbby2FKoLhPWsrLOYSwhhYkWWeP59nVy7OgxNZHF8o451drvBXx5f4u49NMtETxQ8CTsyV2T+UZLI3hiKJ33liTy+vz5TDXjVZgqGUyWK5hbtUxfUCNFWi3HAYSpkslC9XkR3fp267FGp2KKKSS5iUGk6otDnRE2U4HeHsUpWn9uXIRgUdsDeu880TS7wxV2ZnLk7LEQHsbKGBqkjcPZxiuq0a2RETGclE2TuQ4NWZ4hVVv878azl+SGXtYCsJjc6681dvLjJTaIQb9/1DCQ4MpFipthjvFcIrby2UqbW8cNOfMDXmig1kSeLIWJrx3hhBEGB7Pt85uUKt5bDcro6NZKP8wj3D5NprckQXwim/cGQI2/OpWx4xQwS2uYTORG8cUxPJiPlikzfnSjx9cBDHF+enSHD3WJrTi1Vsz8f1RY/deE+U9+3qZa1d0VMVoRTZoc+CqNxpijCZLrXfO8mIxlo7KSRLIpA5vVjlkZ09PH8hL3rwbB/L8dnbn6Bhe7x0sYDvBxiawkRPlHtGxe8VG4Jq/L5dPezojTNbajLREwufycY1SwE+dmiQ5y7meWW6FNKHJ3ujfPLeYQZTEXa2qZffOL7E148v4AciIZFLmrw5X6ZmidaAiCZTrFtkojqrVYs9/QkMVUaWJExd4dBQksE2VTOmq9dUPN5Wj9zGNm4x3mtxg59WvNsB1a2onr4bY+ftaF3rN/JAqKR2PffwenrDtnIfryd4HclE+fhdQ5xve1wlIxq7colr9pSsR/f3XZIRddPvv1OK4o1ic+PkyzSu9ZvGqwVUmwlorFZFBrzcdEibGrv6hMjDknM5KJlZa/Dxu4foTwhl0BtR+rwe1G33Ch+rTo/kWt2+5r3dbOzYrs/rs2XOLdW6lBk3Cq1cTWJfliX+31dmkaXLtDXL9Vgs23hewC8/NAqI833x4hpxQyUT1ZAliZ6YMHI+OlWg6Xg0HR/fDyg0TO4ZSTFXalFuOuzsi/PqTJE350sMpyKk29c+U2y0Azu53U8kkUsaoYiC2k4cxAyNhKmFm2RVkXl1usiBoQQ9cUMEme0q3gsX1/jZuwYZzcYIELYAHRVILyCUaI/pCvsGEsjAqzNFinWbg0Mp3pgrhaqAAymT6bUGA0kTWZZENahq8eBklqPTRfI1i6VyC0mSODKS4gP7c+GmvS+uU2o6nFysdKlCZqIaEV0JBVAAPF+Ybq/vU5VlQd2tNB1cP2AgFUGVJe4dz3B0qkDL9YjqKgcGE5xbqfFzdw+Righ6nakqLFWanFuuYa+j/24UE9mMyrh+/hmq3FXdv56ERl/CIKIrIa07bqjs7Isz1hOjYbsU6jaGqnZX+VSZyfaxhcWDsAZ4c7aEoUpMrevtbVgupYaN2v6+mLsa51fr4WfW6iJ4HstGiRsaju+TMnWcpE+p4bBQaeH74l4PJk00WebesTTjPTGsNpV3arXOD8+ssLc/ia7K1C2P3rhBX8KgZftkYjq2F/DARIbRTJTXZorETQ3HE9WtwZRJX8IkE/VRFZmTCxVyCZO7RlLMl1rs6I3SF9f581cX6BRpgyCgZrn8zKFBNBUaTj+qLLFWa1FpOvz83YNkYsZV16xcMsKZ5SoLxWZI1xVrQpNnzuX51cd3kEuayEHAkdE0pxcrnFwUTzppquSrFrv646H9xZnlKg9O9HBspojZXjtUWWKyN8ov3DOC6wW8OlNEAjIR7QrD9K2K2Nyu2A7atnHH4k4yT/xJ6bt7twOqW1U9vdlj51rn/aNzq13nfSP3cKu9YVu9jzciVQ9weqm65We/le9fD0WxE2y0HI9XZ4o3PK+udm87vUAHh5KYmnJdAdVbC+Wu/sOormB7Pp+6b4Sq5dJyLvcGvjVfYfRQjMMDqWv/6A1i/VpkO2LT99LFtU0FZjZmozdWQDtVqA6qLYeW49NyrlRmXC+0cjWJfVNVOL9SY0//uh7O9kZvodwMs/SSJGhYR6cK4tm3FfBcz2dXLs5SpQWB2HifWapSbjgcGcsIM98goGm7zBWaYQKlYXuhD1mH9rhQavD0wQFmi01ihkqt5aKpgiJ5YDDBUCpCOmJQtWwe293L63MlXrlUJECo4g9lIjyys4dS0+b48QoAA0mdwyNpinWHparYpCuySGgcHk7x58fmSEQ1euM6i+Um94xlqLYcLMcPKzWGqoS9eLmEwYmFEg3LRZMvV1pOLFTQNYVP3TeCoSm4vs8Xnr1EvmZjuV5owuz5QZcASlRXmS3WrxAWclxhMVJtCfl1zw/oTRh848QSK9UWfe0KIUi8b2cPx+fKWK5HoW6jyBLD6Sgf3N9PpSX87RRZYiwT7RITuRqFOmlqPLqzlwcmsjQd77rm32brSRURlJaaTrgOnlmq8uZc+Yrvb5z7dcvlzbkS2ZjOQzuy2G6ArkooksRModFFb93ILFjvGdjxqOuL67wyXSBAqPM67YC/bnu8NFXg4FCSfHu9q1suo9koM4VGOI/8QEj3f+zQAKs1i/6UiaGKKtsL5/NM9sWJ6Qr9CYPRbJTd/Ymw2p2vWZxfqVG3XQZSJifmy0Q0mXPLNUayJvsHEyF923Z9njm3ykDK5NtvCRrnaDbKaE8MCYl7rtHT7Pg+VcshYWrECQgCwop5uSEqd6/NFEkYMrWWw4cPDPD0oUEs12MwZTLeE2Wp3MJ2hRl3teXw2kyRvf0J3rerh6l8A0OV2dEX48R8ibcWxFxbqwla6ft39fLj8/lwHdmqiM3tijtv17iNbbRxp5gn/qT03d0KSuFmG8H1x7lZ1dObPXa2GvzcDO+2zTY2nQyu7fq8OlPcMqXwRqTqr+e8bySI3Iyi2PGYemW62NUHcyPz6lp9d7mkweHh9HWN79WqdYVgjOsFXMrX+fLLszx9YOCKHp13O9G0cS3a1Rfj+6dWWGtYGKoSfm65avHKdJEP7O+/6ncThsrJxTI7+uLhRnB9JWW9MqMiS+zsjTGciaDKcltgQaFpe119fAEdJb7Lg7aj3BfT1a5eoFeni/TGdYYzKQJEter0UoVXpovcM5pmZq2I6wckTJXzqzXSUY1vnFhiojdGw/Z4fE8vVcvl/Eo1VNmjfXy7fQ/uGk5zYqHCbEH4rXXGXVRP03I9Ti5WOTSc4M35MlOrddYn9adW68iSEOXoUM8Sps6fvjxDKqJx/3gW1w+I6gqzhQZ/9soc79vVg+uLoM/UFF6bKdKfNGnYHpWWQ2/coNpyeOligRMLZdJRjYbl8cl7R3jmzCrpiIbc7pGbLzYJgHvGMvzo7Arz5WYYmHagKTKmJlNuOGTjBhLQGzMYb/cGdlBoOAynI0hSBMcV33c8QaPMxPTwGQ2lTH58bpXptQa9CZ2q5aHKMF2ok43rPLa7F1WWwx6y86s19rTX87ejUL+TOb3VdXmrc//VmSKD6UgX5a7pXKbcuf7l8b+Z8u8zZ1dZp1/SNgy30BSJ8Z4YbrtH2fUDLq7W2T94eVz6AaEY1FhPlISp8cBEhh+cXua5C2t4fhDSJM8uVxnPRnhqn7BPiLR77Tq9lbC5KI6pKry1UA699Xw/QJYk1uoWmiLzxN4cnzgifDsLDZsTc2U+fnjoms+gULfJJUw8L6Deti+QJQlTlelPGjhewKHhFNmYyYn5ChISyahGy/Hxg4BURCNmqOiKCB51VcbzfZqOi9q2y8glDFG5r7TYv86PcWatgR8E/PIDo6y0q/pbFbG5XXF77Gq3sY13gHdD6OFm4yep7+5WUAo32wiux81aaG/22Lla8CNLwsfs0lqdqXwNXZFZKDU3DQq36t22lQzuYrmJ5Xh8+EA/5aZD096c9nYjUvXXc95b/f5WKYqbKc11fuudzqur9b+MZaPvqLfs/Eq1K2ADQkrdbPv3N+LdTDRtthaVWw5Su8dFleVw821qMnFTDbPRm33XaPcaXVythbRHfV0A1qGzKRI8sbuXmUKDfM0iQCgr1louPQm9q48vqitkYjpmO7svfkchFdEYSkXw22G7JMGu/jhvLVQ4uVghCAS10tBk7hpOkYpoBAi59IVik525OLtyCT64PyAd1Vgut7iwUuPwSJq3FiqUGhb9SZO65Xa8o+lPmPy/L8/iBwFJU0VyhBDEfLHJSxcLfOLIED0xYQ482RNlKl/HWxe1eYHYsPo+fO3NRUBURC6s1HhqXx+KDK4vftPxfBbKTQxVwbU9Fsst9g8mcf12ZaJ9LZbrcWg4xcnFSkgLm15rcHSqwIGhJGdXhNqjBKQiGrWWMGGuttUE1weVkiTRFzeYytc5tVihw/6VCPjlB8b405dnwsAtCEQP3C/dN8pgysTQFAp1m/vHs1zM1yg3ham47fuUmg6mJqNIQkxGV2QkCc4tVzm/XOPfPXMBEJWaD+zLocmXx8w7NVa/GraalLoeIaFO9a3j+6atE7e4lk+moMN3VzA7SQjHC5AglM5fq4kEVcP2WKtZXSIaqzWbByZ7wiTgixfXWCg1Q/sBEM9+30CCI6OZ8Nzjptp1fR1RnAcns7w2Wwo/U2657bVJQlOE32Cp4VC3XHw/4IULa+Exjoymr+it3ghVkWjaHg9NZonoKi3XJ6LJNG2Xb5xYYk9/gq8fX+TwSIqoJsy6/8MzF3H8gCf29NCfjHD0UoFSw8FtWyYkTI1Hd/VSbbrUbA9DlcN333o/xgC4tNbg0LBz3SI2tyvuzLPexja4cXGEW4GfpL67W0Ep3GwjuB43a6G92WNns+BHlsTv/dXxRTRFplC3eWAiy0tTBe4dS6+jFF3GO/Vu25jB1RWZQs3mz47NMZaJhpu5jbS3G5Gq78B2feaKjWtSf7c6drZKUdxMaa6DG51Xm/W/vBOs30StR0duvOl2b+De7UTTZmtRyxbVkvFsFE2V8X0xB7Mxnaiuhs+l892rqV52NkqdqmjK1MLgR5JE39dbCxWWqxayBHcNp5AkUXmstDe/uiKTiWjsziVImCrlpqAFGppQe7QcP6RHGorM2eUa02sNXN8nCCBuqCyWm8hI7MrFKTcdUhGNB3f08MZsiW+9tcS5lRqaInFgMMlk+zMvXyrwxlyRX3l4gqbtMtsOtHVVZrVmMZKOMF9q4geiMrWzL8YLFwskIhrfP73CRE8My/X41P0j/Nkrc9jtDXg6qrGjN0a+dpl22rRd/tq9w3z31AqX8qLfKRXRSJoqT+3LhbSxWsslaohgtSemU24Kw+ujUwWOTRfDsZWN6bhewJnlKve2Pdk6xy43HZYqLU4sVIjpCsW6zWDSZLHSIggCslGN+VKTluOFwSKA5QY8f36NT90nqhPNtkG4ocpthT7RjxXVFSRZBNog5OVrLZfRTITZYhO73QOXjen4fkAmqrNWv3wvZgsNXrq4xgf25a6gN9+sd2JMV6/Zs7n+fbJVIaHOerkxWHm7+Xs9dh8JU0OWoGo5nGuv3SCSKfdPZLqOs7s/wdRqnZliI+yRnOyJcWQszVS+juP74b1df30PTGT4/ulljk0Xqdsunh9guR57++OcWaoSBDa6KqO1g589A0liusI9o5lwjRhKR952zepPmDyyo4e/OrEYzi1DVcjGdH7m8CDNTiDrw/MX8oxlovzqEzu5tFbnkckss6UmEiJxYLkiSFYkoR6bSxrU8o0w+F1/H29UxOZ2xXu/q93GNm4ANzszd7NxJ/XdvR1uBaVQQgQWy1XrCqPhm73Q3syxs1nwkzI1vv7mIvOlZrjxcn2fxVKTY0HA43v6rrhn78S7bbMMbkRXWCiL7Ot6is1G2tv1StVvREedayhthj0hm9GZtjp2roemtFnA1sE7mVdb7X/ZKlKRKyvFTdtjrN2XElGV8LndikTTZmuRqcvEdJULq3U0RQrNnvM1q0thrW67VyixdVQvvaVquFHSVbGp7KhHgtjk/+UbM5eFOPygTfPq4bWZIqosheIYnhfwS/eN8F+PzTFXbIbnOZ6N8pn3jaMrSls4wmKx1GT/YJzeuBnSDBdKDY7PldEUGcv1Ge+NcvRCAdvziRsqo9lo+3NNig2Hv/XQKLbno8kSZ5YqDKRMfun+UeZLLVIRlcGkKSpogQjE9g0kOLVYpdCww/4ly/XbwWPAL943zJtzFVRJVLIattfl5zWQMvn6s5e4uFoLxVYkSVQD1Atr/OoTO6hZTbIxnW+dXGK20GDPQIKlcouoofLi1Br3j2fZP5CkbrskTY2EofLGXBlFEnL0qiIzV2xw31gmNMWO6ApP7c3xzLlVkqbKStVCkSVs1+PhHdlQzKUT0Nie31aRFOfedDz6UyYzhTpTebHxzkQ0pvN1LNdnodTE9QPuGklxZqnK/sGkMKluqyYW6w5vLZaRpN7wXsQM4eE1vdYIqySb2UDcSJ/qcDrCRG+M751cvqJn84MH+q94n7xdwHgjyb7N1sD177uNdh+7cnHYUIxPmRpj2Vj4/+dLTS7l6zyys4eH6cFqV7FSEY2vvr5AwtTCd2jnHDvX16nSVVpOmASwXY89/Qnqlkep/TfHE4qS+wcTeEHAzlx8y9cMokI8tVbvul+KLLFcaTFbbLCjNy7ok0GA7fqcz9e4azTFhdU6R0bT/PGL0xwaTonKWjuZMZ2v82evzPG7T+8FuoPfzn28WSI2txvuzLPexjbW4WZm5m427pS+u63gVlAK1+o2j+7q5bnz+a7M47u10N6ssbPZy9zyhMntUCrCYlsaulCzGcpEWCg2ydcsxrKXr+edBqWb3ceOV5S6zvsJrqS9wfVnmDuwXVERXV9Vgc0pisPpCNmYhiJJV2S8vSAIr/tqm6LOZm5972Onv2EzvJN5dbOr4rtyiTBA6yAAapbLg5MZ3rezt12xuDWJps3WIiF+IKpt69XUNiqsabJ8hXS25we8fKnIvoE4H2j3zqxXR+2Mp5WqRRCI6lrMVHG8AE2WWCg36UsYfPhAP/maUG1MRzS+8toCBwaTHB5JdZm4vzpd5BfvFWPquyeXeHxPH8+dz/PChUIo/rEzF+dn7xqi5XhYjkdc10CCvrjBa7MlWo4X9vcMpRVKDYevt6mLelsm/ZEdPdA2G5ZlMS8lScIPAuKmRqFRJm6opCIauYRJRBdVh+l8nffv7kNXasiyqCJ6vk82ZnDPWBrHE+IffQmD6TUFWZbw/QAJ0d+3Vrcvm2arErOFBglTmICL5yc8q45NFzk+VxaJCUliX3+cjx7sR1MkapaLrso8tquXi/k6r7wihFFatsdwJsJHDg5wdrmKoSrEDYUHJ3sY64nyJ0dn0Ns9jZ1q/EQ2xl0jmatW88+v1JjojfHaTAk/CFgqtyjWbO6fyFJtOfzo7CqOG5CJafh+wOO7e1FliT0DCTRZGDJPtYM+uLoNxI32f88U6pRb3fO63HKYKdSv8o1r450m+zZbQzvvu1emi100YU2RODycwvV8Pp4a7JoHl/L1Ljq5H9DlH2mqOt85uUyl5SJJUkittF3/inV5T3+C1arFSlX4DqaiBj86k2d3f5zBVATXD9AUiXrLpWF57B9Kosryda1ZM4UGlaboifQx8X2IGwprNRtVlulPmtw9kiIZ0dBkiRcvFSjWHRaKTcpNF8vxOTFfYancap+PTKXp0HI8au1evE7wW245XffxRkRsblfcuWe+jW3cAbgT+u62is6G+uWpAjXLDTfecV3hgcnsTaEUrm+23pmLX7da33uJjS/zS/k6PTE9pCMBnFys8P7dfQCXaSHcWFC6mWFzy/FQZZm+hEl/wqDWE+3qvdhYiXonGeZqyyHV7i1YagelHWwMcuKmyv0T2SuEOcayUT776ETXdW+2KdJkiR+cvmzO3BfXydesLu+vDm5m8Lse11u960sYfPbRiSuueTQb5W8+NM7BoW6VyHdbYXaztajScrhrJC16TBwf3xc9KLmEMEPuBPeaIpGN6sQNNQy8dEWovRXrQiBj37qKLhA++++fWua+tjT8QllUzxzPpyducN9YhqbtdfWbnM/XkGTCCsH6PpTOmNLadMulSisUpwmAmbV6m2rYx88cHmSiN0pEUzi7XMXUFExNGPFWLZd8zQoLGbIEYz1RliotzizXyFdFH1EuYRI3NKYLDYIgwPF8slGNbEzn1GKZ8ytVZFmiJ6Yz3paPX6mKuTDZG+Pn7hrh6NQas8UmrhcwV2yQMFQ+cWSIrx9fxHJ9bNdmJCOsB1aqFpIkhFiyMZ1cwgwTPqmIxg9OrzJbaHap3s2VmmiKzL0PZig0HMYyEZ670J30UhSJV6YLVFsOf+3eYd5aqLJvIM6LFwv899fmQ0N0ENX4587nw/EZAMWGTbHtD9lBueXw4/Or7OtP8jcfHOPMUpWHd2YpNhy++MI0fiAKRZIkkYyo7OlPMpgyaNgeuiqRr9nICFn3xTJXtYG4kT7V+VIT12PTHjTX4x3TqN9Jsm+zNdQPwPY8/qcnd7BSsUIrlLiu8sOzK6xn9W0mWLRpUliCuuUx304MdhJYpibTcuPhNc+Xmkzl6xweTolEmuujyfDYnj6eP5dnKl8Pv9sJ5DVZ5sg1lCI3g1B8dMNn1xEH2tEb45lzec6v1DizXGMoZRAzVD6wL0e0bQzeMYLXVRlJkiAI8HzRl1ppSuiqwvmVIotllcf39LFYaXYlFu5Ewbe3w+29C9rGNu5w3Al9d9eL1arVljcWL8Cx7DtbEK8W0PoBOH5w3Wp9twPWv8zzNSs0Qe3A9QNeuJDnIwcHuGskhSxJ1+13thEdw+bTi8IHyfUCIu0elt39caK6Eja4d/BOKlEbg6lKy2F2rbGpdxp0Bzm1lsvRqQLpqIYfRLAcD0NTSEc1jk4VGM/Gup71+vtYa7n82bHZKzLU949neGW6iKkqV2TlbyT4vRreyT07OJTitz60W8jOt3us9g4kQtPjDt4thdm3M3u3HB9VhsneOAFCEEFTJDRZImYorFTEd2sth58/MsR/fnGaM2cubx935eL8jftHsTZIxK9HLmFybKYYBmwg5vhcoYGhyHxgX4665WHoCjIBsiTmyUYBhvXJBtsTfZTpqIYqy6EiXSc54nrCpDsd0XhgIkupYVNuuvhBgNaWzVdkiU4IMtA2nq5bbjhfHM/nsd29/Phcnn0DccpNQUfsiRscHEry3VPL4lr8gGLDIQjg7pEUTrsCvLc/zumlKi9NFai2xLFVRUaTJR6a7OEThwc5NlNCliVajghcDw4nySVMinWb04tVLq7WwmvqVE7SUdHvBGC2+xCrlsvFfI0T82WiusJLFwuM90TpT5q0HB9NkRjJRDm1WOWDTZcT82X6EwavXCoQ0ZRwLe9gtWZxMV/jQttnbDOBKC8IsB0fHyGo4vrg+xKnFqvsysV5YDKL7fpkIhq27/Pnx+Z4cl8fX3ppFoA9/XE+df8IubjOmWURHObrNnty8VBldH3/2VYCrI3jvdQQ66++Lghcj1vdnnC1hNSPzq52zf2gzT7YuLZ2hK2KdZtvnlhs0yXFeuoFYj5HdYW4qeL5PoZ6OaHV6RUvt+/JZlU6Q9U5OlVor1ERVEXuUly83oANRLJBliVG0pEw4bOrL8rXjy+xWG6yfzBJNqZhagprdYuUqbJ/KEUmppON6fz2R/bwH358kWLdDhMRUV3h0FCaiC4zkIqgKRJL5SYf3N+PIsu3ZavMzcJP1tVsYxu3IW73vrutotPzU7e9rhdg3fbeUSb0JzGgXY+RTIRduTjn1zWSq7LEIzt7eW221JbwFmIk1+N3thn2DSQ5s1glX3eEQasEw5kIh4ZTLJZbqOs2ZDdS4d3YS/fqdOmqn10f5MyXmswUGldQ7PI1Qcu51oZsM9pipyJ790jqplVkt0rhvB5sFoxNFxrv2OD8Ro+90ew99O9al1zoKBVO5es8sTdHeamGT8BqpcWH9uc4PJyiYQuaYd12+e6pZf7+4zuveh4d6uJ6KX9ZIhSUuZiv8Z1TKwA8vruXTFTn4mpNZNbb6Eiqd8aU4/ocHk5xfL7MYjsY1BR4eLKH5YrF906t8I0TSwylI/TENH7jA7uZKTZo2B6mplCo2ZxequAFIkA0NYWFUosjI2lsx2ex0kJXZPJVi6GUyeGRFPmazURPlB+eWeXUYoWJnljbSFtum0srJE2RgIkZCtmozotTMyxXLCzXEwqXkoQkCQPtTz80xl+8viDuhyzx/l29JA2V5UqLbFRnICUqnKIa5+MHojI6ko6QimrULY9E2yajWLdptueV6/ns6IsxV2xSaNi0HJ8gCIhoCvuHhMjLhw/0E9VkDgwlubhaD02PxX2UiJvCl643rmM5Ppm4jixJTK3WQkl1XZH4+N1DvHBxja+9ucDZ5RqFusVCqcmTe/s4uVCh1HTpiekU6jaFhrAbiLT7j4p1m5MLFfb0x0kYKqaq8PTBfs4v10KVUb0tOjHeE6X5NgHWZuN9JGNSaTmYqhKyEPRrqD3eCrxdQgpE8uSV6SIHB5OcXxXJuIiqMNkX48dn8/jnAhq2sKDYN5CgP2nyzDnhRZaKqMwVm3zowADH58uhPxmIwM1rJwGu1mPXG9M5u1IjQFS71/eCvZM1cFcuwVN7+/j2W8th4uaD+3JM5escGk5RbDg0bY+UqfHpB8f58bk8r86URN+vprBvIMn//KE9/OH3zuF4QtRoMBXhyX19vDlT5tTy5STSdKHJ7z6977Ztl7kZuLN3RdvYxh2C27nvbqvYTEGu8wJ8p4p9PykB7WYYzcT4Ww+N88cvTnN6qYIfwIGxNOdXavQlDJLm5R6iG9mgzxUbXFypkYpopKIarhegq0Ll7vh8BbktinAj8vUdrM9k67LMRI/o2dpYadv4gi817CsCNrgy+7vZcYp1e9P+tU6W+OCwck1z163iahTO8WyUzzwyviXq4vrzjmkKPz63iirLxHSFpuMR0RWkAL53ajnsz7oZvXQbKwyZmM73Tr292fvxuTK1DZvhqK7QsD1OLlYYzkR5fbaE5XhCGnymxFK5Rc3yUGSJbFRj/1CSYt26qsG54/vsG0yiyBLlphMGCK4fMNYj6ItP7u0jqivkEiYvTxfZmYuRiuhdNMym5YU9dqmIUD5Mmiq9CeEnNd4T5dxyjYVSk3vG0iiyRLVp86H9Of7s1TmqLZezyyKBcu9Ymr//xA5m12ocHk6RMFRhmDyZ5a2FKrYrqlOu7zOSilBtueRrNjFd4ZEdPVxYrYW/JdGuGj0wyvRanULDZa3dLjVbaIQBW4CQWZeRWCg1Mds9ZLIs8cF9/ewbTPAH3zyDoSloisSH9uco1GxeuLCGHwSMZqP4vviv63csGgQtWlTTxPzIxnTW6jaVpkNK0tpVGOHhVWk6QpWw5WKoOsW6w1A6Qjamo8pSqBS4XGmxVrd59nwegD25uKhSynIoEDWSjvLs+TxN2wsDA02RmSs2ef7CGoMpk5enS6gDCc6u1EiaCoNJk7FsNJRt/8HpFUazUV68WCAb09AUmbtGUlzKd5gcQnI+YaqY2mUfwc3G/2aJD9v1cT2f48vVK3p7N6owvhe42twXqo0STccL1SMPDSf59lvL6JpMq02tNzWF5y+s0ZcweHRnT2hV4rg+r04X2de+9x30J4xrij5drcfuRhKpEU0RtjOOh9zuDfWCQFAmDZf+hImuynxgbx/PnF3lwmqN3bmEqITLEi9NreH6Pr//ycOcWa4RN1Qu5Wv8Pz++yMcOD3Yda6bQ4PxK9Y40zd4q7vyd0Ta2sY1bgs0U5OByFvydUk3ey4D2ZvcRbfy9kUyEX35ghLrtUbc80lGNb7+1RGKDvxi8c6n6YsPmh2dWSUc1snGxqQ2CgJfasuRP7u1jodTCUGWSporr+23Fyeu75rli44p+RlUOmOyLMbVaDwO3zV7wfhBcEbB1sD772znO+g1Yb1y/pnffzcqWdyicvXEDQ5VDypgsSfznF6a5eyQVUok2oy5uPO/+pE7L8Xnm3DLzpcvUwNFslI8dGrhug/OrYbMKQ4deJUvONc3VHd8PFdY6z0dXZc4sV3H9IKyM7elPMJWvc26lhiwJ/yhJkig2LPpTBnXH5dxKnZipMr1WY/9QKrw3HW+rw8PpsK/I9UV/2KvTRZIRjW+dWALgA/tyfOq+Eb58dIZn8vnwnHfn4vzKw+NcXKkyW2wgy6Jn8OxSFb/lErSDmvlSk8GUyWyhQd1yeWCij2+9tcRq1eKhHT3tapcISv7zc5f4/z69j8WyzYGhFBdWqvz5sTnydRulXRH7+F1DXFirM1NqMrVa54k9vZxfqbG3P86+gaRQnlQkinWHr765yC/dN0KhIZ6XIkthwBQ+F8RcUGWZmKHwv3xsP30JgxNzJb780kw4ZxKGypdfmuFjh4f4X3b0CIPipMFQ2uTbby0TwLpgRmZHXyxMfBiaQkRTGMlE6IkL82LhleViqAqJiErCUElFdcZ7oixXWuTaG2cQ98bxfFbW9aleyNe5ZzTNiYVyOCYiuvBq29UXo9R0ieVUEqbKQMrkwqrolaJ9vSA8yCzHZypfZzBltr3F3NCPT1dkYobKX76xSMNyWW4ffyQbJRPTuzzwoHuttRwPTZaQJbrGuwQMpSIslVs43uV5tFGF8b3C1ea+3VbkPDSU4uN3CSGSvoTOa9NFsrEoe/sTuH5ATFcwVZmTixUe393HQCrCWs1ivCfGTKFBbN0a3OlL6wS/V+uxa7ken/vATiwnuCmJ1PlSk0LdJhlRieoKrh+Qa/fJLpVboW2FrspM5eu0HJ+m47FStcnGNBq2xyvTRT56cIBL+TrlpsMbc2Vkia5AvINK885R5H4n2A7atrGNbWwJmynIweVqiSpfXYL9dsRcsbGpkfLP3DV4BU1xK8Hdxs2z7frULIfxHpFJtlyfA0NJ5otNxntiZNpVsc1Mr68HVctlZy7OsZlimBkPgP6kyb1jaSzXp9pyqUtiY/RO1NlqLZdXp4u8eHFNKI21N4K5hMHDO3r46MGBa6pzRXU1lLbeiPXZ380y5hJik7WZd9/NFPPpZL3X97/Yrs/JxTItx+eukcvCIRsro5udd9LU+NOjc0yv1YkaatiHNFto8I0TSxxuCz3cSC/d1SoMS5UWl/J1HpzMdvWsdLBeyCBpauzpT1Co21iORwBkojqlpoPWNgPfkYvxX14usFwR3niO6wvBDE/hxYsF+hMRvvzyDCD63P7WQ+OkIzpxU93U22ql0uLV6SI7+uLs6I3zM4cH0VWZgaTBF56bojdhcnAoie0G6KpERFP50oszHBxOslK12NefYF/bXHih3CRAwvMCBlMmd49m+M7JRbwA+hIm3z+92jYqdsOqhaGKKsZiuclfvDbfNhguM5iOcv9ED34QMNET47nzeebalbtiwyZmaJxdqXFmpUZMV1iuWPhBgK4qjPdEQxl/gISpMJqN0nQ8YoYaBow1S6gxxk2Vi/kGpibz315foDeuk4pogt4sS7xvVy9ffXOBhKEyV2oymDQ5MJTkgcks/+3VOYJAGJgPpkw+uL+f59pzf7nS5K/fP8JXX1/kxPzlIOuukRQ/c3iA12ZKvHKphCJLPLW3j76EgbJu7U5GVPriKSotN1S91BWZmuUymY3x+N4+MjGduUKDXbk4xYaNqcl4fkChbnPPaIYgKGK7HSqsxJ7+OB87PMCbsyUme2P0xg1KjXLog9gX1xnORPhe279uz7rE1UK7cvfYrst2ARvXbrutrnjveIal8uU+MC+AH5/P88iOLOmoflUVxvcKV5v71ZZDs53Myrfnr6nKHBhKcWymyNFLa22/MomYqfL+3X1Ynqi+JUyNuWKD4UyE0Uw0TEJJiIBs/Xp5K5gu+ZrFifmyoJ/HRYDWGzO4eyTN8xfXyNdszq3UaNgeTUdQfmvWZVVILxAiKQ3bY6CtaNlZSzvr03okIz/ZYc1P9tVtYxvbuGnQFImUqdFyrtx4p0xt0wX0ZuJmVsVqLZe/eG2Oly4WKDcdPF/IcV9aq2N5Hn/nfTvC396KSMRmm+dKy+HlqQKnF6shTUWR4PBImhcurGG3m6oVWWIsE93Ut20riKgyr84UmVtH6fODgNlCA1mCD+wTnmw3os42V2zwwoU1XpspdWWH54tNZEli/2DymhRFU1N4dHcvr04Xrwj67hvPhNnfzehC620g1nv33ezex82y3qIyFLAnF0dXZRKGuqk4wmbn7QUBU3kRJHi+j7yur3C20Ah9kG5EYfaq9CpFZrrauKqgx3qKlKrAqcVKOA9s16fletw/nkWSBL0ppqusVi2sNk1VkSUUWaLUVobrmJHLEpxdrvGll6YZzUbYP5jaVHVWz0R4+lA/uiLzjROL2K6PIkt8+EA/EV1lrS56HX1frDvFwObgcIrJ3hgxQ6U3ofPGXInhTIS72tYAj+3u5YsvzvCNE4uheIfj+WFPnaEqDKVNFEn4k4mNoM8v3jeCHwT8jQdG+avji5xcrLTNp4UZ9EcP9pOKaOiKTG/cCCtJuYQJiLXQUCQimhJWjQAiisL/8Mg4X355llOLl/tu9g8m+JsPjhFpj4eG5TGcNsnXbFbbSY0joxmev7CGrgiLjv6EQS5p8MZcid64wd99bJL5YhNdVfADn28cX+TAUJJSw2EgGeFPj84wkomwZyAuhIk0hcVyk2+eWOJ/fGySbNQgbqpENJkdfVEMVaVuuSQjGlFN4Zlzq5xcqHSJxwylIrxvVw8JQ+WesQyqLIdUy4bt4QcBdctlrtjkyGiKDx3Icc9Ymr6EzvmVGv/puSlGszHOtfulHM/nyFiactNmtWazoy/OpXwdtV3d7ih9KrLMcqVFuS3vXmu5fOX1OdZqNvG2sIWMCA5OL1a4bzzDUtnC0BWiWqd6aIVKjJupML5XuNrctz2f/oTRZaXSlzD40tEZ5gqNcL2UZSlc9//HRyeZKzbRVZnJdvXcb9MQq1x9vXy3mS6243HXSLorqfjGbIlHdvbgBYQVXUMVfckDKZPptQaaLKiUEU14LpqaQqVtQ5KKaMR0lXqr+/mNZaPsyt3ZbShvh+2gbRvb2MaW0HS8cPO80aj00V29tK6hIHejuNnqelP5Oi9cWGvLTwsFNkUWPkcvXFjjyT39HB5JbVkkYrPNc91yqdvif/dNiIAmYWi8cqnI6SXBu+9QhypNB02VQtPr64EkSe1eFSn8vY7oQanh4LQzsAGEz229HHjneq6VdV6tWhybLl4R2NRtl2PTRX7m8CD7Bjf9KiA2J2eWK/TFDTIxPVQpVCUJXZUJgoBXZ4qb9q+tt4EY64mSMLWbkhHemATQNqkUe37APaNpjk4VmCs1abR7STpjviOOULddZEkExh0RkyCAR3f18tLUGsF6ypYkMZg0adhe2Ae2UdURthaUXo1elTCFwuBiuRlWl2DzXp6BpInj+Sy3leqimhDUyCVNTi1UeGmqwAf356jbHroiI3PZ89f1AjwpwNDkUEFSlnxOL1WZLzbZP3i5OrledbZue/i+kP2fLzXDyp3nBzQdr02dE/dCV2U+ftcQJ+bLnJgvM1ds0p80URWJe0bTfOetZQoNmw/uz2E5nvBDCzPxosLQlzBEZa3UQpKEzLypKViux58fm2Ox1KTSctnZF+f0YgXHF+bOD05kaVheO+iTQRK9YYeGkiRMta1eKdG0PU4tVVDky9tsH3h9tsRwOhLS2dT2GvP6TJFdvVGe3NtHuWlTqNld62cuoXN+RYz7asthpWpRabk0bBcJiUv5Bs+cWw2vcTgd4f7xLA9O9KDI0HA8nr9YoDPwOj1hu3NxlisWZ5erbYXLBK/PlLC9IEyG9MZ1ZgtNVmvdybmVaoszS1U+dkhM9IGUSURXUGWJTEyYpsdNlWLdZqHc4tilIl86OsNENsL79+aY6ElguUJwIqqJKuTh4RRTbRN2x+9Ub31UWepaA9R1Sp+X8nVsN+D43OWg0g/E3LtvLM1SuRUK20z0RHlgIoO7CY0O3nuf1KuJcQ0kzVA9sgPHC2h0KlDrormObxlcvsbr8Sd7t61GTF3hzFKFtbZFS9AW//mvx+b46MEB3r+7hzfnyhwcSnLPaJpnz+dRZImAgJrlkYlqHMhG8fyOcqSwBUhFNH5wZjU8Tsc+5ie5nw22g7ZtbGMbW0RUV8PNc8fX5UblgLeCd0Ndb6ncxPMDVioW1XXGq6mIxu7+BNNrdRzfv2qvROf41+pL8tft1Dvc+5YrTKHFy+vyv0c0BS+AM0sVZotq18vz7V6qmiIzmo0yV2xeFj0IxIu9P2lSa4nNoLWO1rpe3ruDa2WdKy3nqgFCp9fx7TC9Vuf4QrmLXitL4vuqLLFUtsjENCzXxfYEbaoDP4D5UouduXhYObkRbJYEmOiJoip0+fyMZqP84PQK5abTdc87XlZ3j6YBQXMaSJpdCY1URJiY/+zhIb5/WsjDS5LEjt6YeC6Wy6uXiqHX4ft3XVZ13GpQei1qZSqikYnqoo9kXWVzfF0vz1S+zldeX6A3brArJ6oyfQmDcytVvvjCJX7urkGc9iZ6OBNhua1EKkkBfhAgSUIlVV0frAQBLfuy8e1mqrNT+Ro/OpcnG9PZlUtwdKoAiPHaCTK9ICAI4OHxDC9cyNOXMLh7NMNQWnidOX6A5Xj8jQdHhXJhrcXffWyS//TCpVDVdKXS4t7xNAlT4/hcSXg+tU2od+biaO3zVmSZ12ZLrFRaHBhK8fpskYmeKPmazXdPLVOo21Qtj8d39WCoCp4f0LA8XrpUBCATUXlsZy/6unlVbNqs1WwqLYd81cILAhRJQlMkxrIRSi0X09BQZVGFLtYdkhFROZroifG90yv0JwySEeELF9FV1moWK5UW6djl3k7XD6hZLrbnYagKdctjsieG5fjh2hY3VB6YzHJivsKXj84wW2jQnzR5c67MkZHU+v0+nh9wYqHMeDZKoWHj+wGyLGGoCjXLpdAWnXFsl8d29bFStTizVMUPRHC1uz/BRw/2h9VFXVN4ZarArzw8JoSs/ICeqM7Z5SrffmuJHX1xQNDvE6aKJAnqageqLDGUjoS2JaWmzdGLBbJxnV25OI4vqsiL5SYVy6U3YXBoOIWuiGTQXLHBPaOZK2jCt4tP6mYUxWxM56+OL3S9c1aqLQ4OpTi1WKHVLhs6ns9IJkJ/0uzq5dpqQvPdshpZj5btkTA1FFlibd0ziOgKy5UWO9vPf63W4mfuGqTQsDm3XBNriiSEoP6H903QE9U5PKKGa2PT8Tg0nAq97W7ENudOwnbQto1tbGNLGE5HSEa0rpffjcoBbwXvRF3v7QIdSYbZQrMrYJMlkTE+vVRhuiBEFxbLTVq2FxpIbwzcNpqcNmyXQl1kzRVZYjBlUqjbRHUFXZGxPZ+lSotMVGeiJ0rL9dFkCUOTObtU5fXZUhjgpaMaD05meeVSYdMKTOelmo7q7BtMCmGIupDVVmQwVUVU89o7MqNNFTI1uUsZrIONWef191CVpa5K3nqoskRUv7qyG2xucitLEjVbVDYNTeG1mRJRXcEPAo6MpkXGvb0JrlkuKVNlodSkWHe6TN2vd3NxtSTATKHBZJ/Y7LYcD8vxSUdVFFlivCdKdQMVp9ymToJQ7HtluthVgVYkiXzV5q2gwkcODnB6qUo6ojGSifDGbKk9ru2QHttREbyeBMTV6FXVlkM2phPVFCE4sq6yaTleOGeWyk1mCw0ueAGeL2Tld/bFKDddUVlC0JbyNYsP7+/n2fN5ViqtkCY5konwwX25kNYXXrsskWj3lmw2fx03ECp3fsD7d/XSFzdQFYmkqZI0VSotVygZBjCYFAbXni+CED8QSZBduRivz5ZYrlnkqzb9SYPzK6t88sgwv3jvCHXLpS9hENNV/u2PLoh7IEtossye/hi//MAoLcflZ+8aYiBpUrccXpoqcHA4zVrdIRnR+PPX5pkpNIkZCposcXKxwmO7+ji/WiMVvTzmExGNsZ4o6ajWVsIUCncd4ZZou6dNUyQOD2d44UKB5YpFzFCx2n08g2mTL75wCccL+J8/tIdcwmC20OT8ah3XDzBUiZiuMtkbYyBhkEuYKLJETFe4sFrjUr7O8xcKPDSZZaHUZP9ggnLTxfMDHtqR5cdnV6m0HMZ6YkLOPaYzU2jw3MU1nj44EF5LRxRioyS+IkMmpnMpL6wThjMRvvrmAlFd4QP7cqFp8kKpgeN6PLm3j7uGU6RjGpWGw7/5wQXun8wylo3x1kIlNA/v9NwV6zZ3j6axXI981Sbd9vdKRTQe2pFlslckG1qOx2QuxksXC8y2qYGKLPHwZA+piMa33lpmZq2O3J5XD+7IYurdSarbzVZmM4riB/d3V+A0RabpuLx/Ty91S6xPhia3lT+FfcP1WJ+8W1YjG6EoEpfWGsR0ld4BofTaGzdwfJ+zyzWGMhGePS9MtgfTJr/y8Dh1y8Vy/baHoMdcsc5Te7ufV9xUfyqCtI24PUbsNrbxE453m4JwK/Be+apdr7reVrKHhiLTE9fZnYvRlzRxvYB0VGOu2MR2PJqWh6LIYW/Qc+fzm4o6rO8N8nyf587nQ1qXpgjT37tH0kyt1rmYrzHRE6VuCV5+p39I1RUurNTD4KgTCKxULL7w3CXuXieAAVe+VDv+YglDxVDlkIYlSzCQNsOqlARM9sTYkYsR0ZQuH7KW44UUxbiuosoSPzp32fB1Vy7GZG+MUsNGW0cndX2fwZTJYOraAXvnGa4X+cjXLM4sChXLzjU3bY+4ofL6bImHJnuw2pLdA0mDi6t1nr+wFhYF+hMGsiyFghdbxbWSAE3bY77YoFB32lnsKEhBF+0NIKLJjPfGWKm2eHVGVGR398dZq1vULVElKDUdDg4nubBaw1BlLMdneNDkjdkSqiIzW2h00WO9IGBvf4J9g8ktX8vV5mQyIsbDN08ud/k0gQhO9wyIY/hAy/VptXuSQAREZ5erDKZM9g0msT0xnuKGwv6BBA9NZrEc4dNWsz1USajXdaApMveOZehvexBuOn+lgN25BHPFBqeXqnz9+CIAQymTDx/o56WpyxvyXNJAqQn5+YVSi7rtMZQ2OblQ4eBwknLLYbnS4vhcmSNjaf78tXmWKi0WSi1+4cgQr04X+TuPTiDLEtWWS8IU8+QLz06haQpnlsS1EsBHDwrqn4ygGBbrNroqnr3jB9hewPfPLPPARJYP7e8nposKQqHe4tlzeR7b1cvDO4VgxmJZiGSUmw5euQUBPDCZ5cfnV6m2PCZ7YyyWWiQjYrxHDZVP3T/K6aUqY71RHC9gtSb6TxUJJCQq7YRHIqJxfqWKqSlENJmfPzJEwtQ4NJwiHdW4ayTNG3NFJnriNBxPmHAHQjTqxFy53RskhJCGMxEMVQmDJ0MT5uOpiEZ/mzorS+LenV2qMpyO8NpMiY/fNcgbsyWiukrVEubi/QmDX35wnK+9uUDNdqm1XExNYTBl8ncem+TEvBgniizx2myJfQMJjoylKTYcIposgstzeXIJM7Qg6IhDdea4ocq8NlMKxwdALmHw6kyRS2t1Pnygn0LbdzBftzl2qchnHhlnOB2l0hTB+J1QldlYgYtoCk3bo9hwwvVXV2RUWSaXNDg8nL5p6+A7VTLeDJoiE9UVliqtUBE0oivCX7Bho8kSEuJ9YGoK3zi+yL1jGeZLzfD5/9zdI3fcfundwvZd2MZti5+EQAduDQXhVuG98FW7HnW9rWYPXdfnl+4b4c9fneeFi8LgNh3VyCVMfumBMU63PaoSpoapySxXLTbWmNZXF5uOFzZHd4I22/UZTpuMZ6M0bI90RMgX7x1IYKjdlam67TKUinRV8qoth5lCo0u1cP31rH+pjmVjnFuqheIWNmIDde9ohv2DybCv4a6RNF98cbrLh2wwZfAzh4f4zsklXB/64jpvzJWJm2oosV9vOfz8kSH+yyuzXFwVPSiSJEy9P3nPyNuO482eYafnDy6rgAW01fV0hT39cXriBq7v819fmWN6rdH1DJarFt87uXzdgc7VkgA9MZ3nzuWJ6EpIxUpHNYLgMp3OXWcDcClfZ1dfnDfnymFF9oP7+jm7VKXlCk+imuWSier0xk0emMiwuz/Os+dFL6XnB2FviusHnFqssFhuXte1wOZzstKy+VffOXdFwNa5b51ER8JQ6InpzFqXx4MiS/gBaLLEuZUqL15c462FMh/aLwQ5klGNSgM0VWZnysTxfabO18nEhAHzzr44n3lkjHzN4psnFtEVmYbtorY9vmxPZNBXqxbVloupyUIwoq2s+IPTKzy+p5dduTieH7Azl+AvXj3NxXyDSLtiEjdUTixWqFgOH79rkLrlEdMV3pqvMJ6N8ov3jrBYbjLeI2wA/uuxeRbKgj78s4eHODq1xlyxyQMTGREgKDIza3X8IOCT94oNousFFOoO6ajWDvRcYoaK7fg0LA8/EFVrTZHxPJ0AiWKX7QJM9kQ5v1oXgigBjGcjXMrX0VSJxXKTlaolEiiuR3/SZE9/QlCn/YBfvHeElu0yXWiGlODxbJSdfYLGmonpGIrME3v7WCxbnFioUGm6vDkrsTsX55cfGGOtYdO0fXpiBpJEOCYl2r2wLQe53CKiK2ElWUKsHaamdCVYzi5XSUW0UPyhYbvoqky5rTJatT2ePjTA148vcGqpQi5hik25Iof//dihAd6cL4veSAnh32V7QiyjBYW68NWL6Cp1y9uU9mZ7PrWWqATb7fsaM0RfsRcEV/i5zRQbzJeaTOUvj/HTS9U74v27sQLnBQF/9OMpzq1UQ/Gs3bkEH7978LrfwTdqNbJVRHWVHb0xdFWmaXu4ftDuNZXY0RejWHfCNbXackhFNPYNJnl/W5jrJ8W39WZh+078lOJ2D4huVaDzbt+HW0VBuJW41b5q16Out9XsYV8ywhdenMZQZR6czIaeN4W6zdfeWODDB/qx2zShjo+VtU4ZbmN18fxKlR+cWWXfQIL7JjI4XoBEwEKpxfMX8vztRycYykTQFYl7xlKcXqySiRs0bI+IJjOUMsmlDOqWG1ICO+qS64+7Hp2X6nypGcq7b+w1nCk0ODCU4p6xDLWWy58dm+3yIZMliULd5utvLvDAhKgkBu3vmZocSux7AZyYLjGYinB4OEWA6M2xXY+zKxUe2dm76Tle6xl2KjtDqUiXCpiQZxc+YPeMZfjR2RUurTU2/iQgApCVauu6Ap2rJQE6Qi27c/Hwb50N7HLVQkJ4TXVsAFKmFlYxOxXZly6uhRXZfM0K/fDW6hZvzJXpS5hM5evoqkw6qnf1Nbp+EAqdXC82zsmXLq5hajLDqQixtsJex6R6vtxEaUeLuirz5N4+fnBmNVShcz2fIyNp9g4mOHpxTXiEJQxKDVENVC2PSstFVQQd95Fdvfzmh3aTr9rE2wbK//mFGVZrFoossScXZ7bYIG5qrNUs/AAyUQ1Jgp25OHPFZtijs1huMZqNMr3W4OV2v9gDE1nmyy1UWQoFXTr/XSwL/0ECsaGdLzVZqrTYlYuTr9kcGk6hSHBmuYKuyLRcH12VWKq02p6FAa7vowcSqYhO3fZouZ4QBQmgp+17WG461NtS/Q/u6OH0UoVvvbXEmaUqkiSEI/YOJrvkxi3XY99gEteHpUqTIICIroIE6YgWJlgkCSZ645xYqJAwNf776wuMZSKkohp/+32TnJyvUHNcdEViptDk6KUCD+/o4cMHBhjNRHhtpshz5/PoqkK15aAqEvsGEjx7fo2YISrq6YhGsWHTE9cpNW08P8D1fExNpmG5xA01DNrW6jYfPNDPcllUNUEkWNIRjUd393K8HXTZrk8uYTLvNUXSxfLIxAxOL1bRFBnXF+uL54tevjfmSvzCPUNMrzWQgN39ce4aSbFQEtUXWYKxnhinl6tdfaUbAyzPg2xME8F/u+9RUwSd02gHBh102AwNq3te3Ynv31rL5YdnlklHVR7d1RtSnm3X44dnlhnPxq7rWm7EauR6YGrKFQJmrh8QaRvVTxcaDKYiyDI4rs+5lRp1y+Uj6yi727iMO2O0buOm4nav/NyqQOdW3IdbRUG4lbjVAf/10DK3mj0UggQyF8t1Ki1B7YkbKo7nM9ErXn6dPrKkqXFgMMXBa/QMdOTSz65T6qu2nLDqVm64VFtCYTAT08nXLZbaEuoRTWSd9w4mKdbtsNrWETUwVLlLprqDzkv1imsOEDvB9s52fXC30YdsrWaJzWPzshZBR7Ck1RYy6Ikb+AGcX60RafeuGaqoMCRMjVrL5/h8CUNTrjoeNnuGMV1lojfGR/b3s1y1QvGAhu2iKRJG28qg1nKJ6oIatJkG3GYGq9fC1ZIAluNf0e/XsRt4pt0PZHs+nh8Q11Ue2tHD2aUqTVeoKmqKxEK5RcMW/l/NNuXwQ/ty5BIGd40I6tpTe/t49nweiS79h9Az7WYgHdV5Yk8f3zix1EUj6xh7p6IiGNEVhZ6ozqfuHQZZCivC6YjGN04shabgB4aSnFmqcvdoCkUSvWeGKihPf/Tji3z+I3tYq9tkojH+nx9fYq1hhdXkc20z6jMrNTIRjULDwXZ9JnuifPBAPysViz39cSF00XLY2x9npWqxd8DF9wOatktf3KDWckL/JlkSgiKiQiSUGxOGStVy2dEbo+l6XMrXWRmIc3BImKKvVi1MoG55DKUiZGM6lXag4gcQN0SF1dAUfubwIMmIyuO7+3juQh7LCZAliX0DSc4sVXBcn0Ldotg2tC7UbXRVJhcfCynGPTGDqdU6D+/IkonqNF2PsUyU5y/kmSs2ybWrR0PpCCcXKqzWbExNoR2Dcn6lxp8cneHhHVm+dSqPF4jAuz9h0HI9TsyXGUwZPHc+T9xUycYMMlGNg0MpTsyX6UkY7MzFqbVcYobM+3f18fyFPJO9MVaqFrIkhSIn7jo12WRE477xDOmIHlZvV6pJjl0q8K0TS5TbfcD7BxPYnkfSVBnNCtEWPxCBhJD0byvZIqilcUPB9+HDB/oxVBlVpk3p1Kk0XXJJQXFsWH5Yke0Eh+vf+3FTIWFoVHWXpiOEl0RfraC9rp9TsgSjmSiJiIoXBF2U8PWWHXcCpvJ1jk4Vr/BJBVHxfXx3ncObsDKuhhuxGrkeDKcjvHgx35VUjOkK3zyxyPdOrZCOaqzVu9sOUpGbsw7+JGI7aPspw51Q+ZkvNak0Hfril+Wzb/ZCe6vuw62iINwqvFcB/1ZpmVvNHjZsl5olgoOkqeEHQVh9KtTtK+TfM1GhxNdwvE2VCzd7yazvg4oZCmt1QcE7OlUgXxOm26osoSoy02t1XpkqdPXNJUyNsWx00+Otf6nG2t42m3mg3TueuXpwx+VqHlyu6HUES+CyNYDl+MiyxEg6wmhWmAgbukLTdnl9psTF1QhN27umQMjGZ6jJMtOFGl96aYbpdiVNkiTuHU1zYCjJCxfWUBWZTFRjudJiKBWhZrldmzJTk9t+WVvH1ZIAqajKjr74FXYDZ1dq9KcMDg6lKDYckqbKVL7ON04shhtTCSGrXm46LJSanJgvk47qfHB/PwulJv/9e+fw/YChdIS+hMGnHxrj+FwZyxUUp07l4Wb12WRjOifmK7heQLYtxy7LEgRQqDvkay2mTtTQVZlDwym++NI002sNfD8gG9eJGyofOtDPXSNpmq7HZG+UXMLkGycWubhaD5/Brlycp/bm8PyAJ/f2UazblFtOF/23brv88OwqBwaTPH14gNWqTTau0Wi5PHs+T6HuhH2YPXGdXMrg4FBCWEO4whZAVyQMTSEd1bE9n6iu0Bs3qLQcFBmiuoKmymCB7QV4XsBsscFSpYUiSxwZSSNJYrzv7o9zdrlK3FTIJQ1qlkfCUMnXLFaronKnKhLzxQYP78xSbTmstY3HJ3qjLFZa9MYNTsyXw2vsT5rkEgYvXVyj2q70jPVE+NQDI3z1jUUhYuQHfOLIELqi0BcXggzQFqyp2YxmI6xUWrg+2K5YZ86tVPml+0fYN5gkCAIqTYd0TMfUFCZ6omiKzEAqwnyxQb4m7DIODCXZP5Tk6FSBkwsVqi2HuKFyaDjFRw8O8PpsCc9r4UsB2ViUx3f30pvQOTicumJd7bxnX2t7bJXXCTfNFBvcN5bl6KU1qi2X+WIDXZHxgoBMVMfxfKEA284f2a4Qzlgou9QlsYZ94flLRDSFhu1x71ia587n6U+aVFuX57mpybTcePjeT5o6PgFxQ21bDYiEW8pUSUV1YsblexMEMJqN8Oy5fFe1fqNlx7uFm5ngXKm2Ng3YQCTYVqotYOtB263qUY+b6hWiKhIBjifmzeI6WwOAff3JOyaQfi+wHbT9lOFOqPw0bPcK+Wy4uQvtrboPt4qCcCvwXgf8W6FlbjV76AfCD8rxglAm3/UCkqaG5XhdgYuqQH/K5FtvLYVVsI2B6q5cgrFstKtXzFCFh9FEbyysmnUoeDFDIZcwwwBBV2Uurta6ApJc0uDjdw9ybrnalbyI6wp3j6bDzUBUkzk+V+LV6SLltrqeLMFc20i5Y6692VhcL1HeqeitpwR2rAEiusw9o8Ig9dRSFUUWtKeILnN4OIXn+yxWWuiKEE1QFCERXqjbV2xYOs+w1nL5wdllZEkKA4tUVOfsSg3b83lsVy+rNRtVlsJ729/2N4PLnmMdVbnrwdVktmuW8AjrKIBGdYX5UovemB723mSiGt87tYLlevS1FfxcP+D0UpVMVPRjKIrMkdEUf/LSDCfmy0TalcJ8zaI/afL6TInBdITXZ0thH9gH9uZuWuKjUBfGwzFDCZMHiixx71iaV6cLvDlXomF7GKpEy/F5aDLL+eUaTccnovucXCiwUrW4byzDqaUqu3pjfPvkEhdW6l1+CxdWhDT3Y7t6uGcswzdPLF4h2rK+r85xAwggE9F54XyB12bKYTVaam/ko7rCrt44Ddun1Rai+fjdQ/zFq/N4QYDnBxQbDoMpk525GAulFp4f4Lg+u3Nx3rezB1NTeGxXL8PZGCfnyzQdQQGUJQnHFSqHhZpDoleHwMPzfeG5pshcyte5sFJntWJxZrnGz981SNMNqNkuUU3h3HIVTZVDb0pDE6Wx+VKTByazJNoJDVOReXW6yEyhEVbz54tNDo2kOLtcpVS3AaGiOdkb5a6RNC9cEObDnSCuUBfm5bYrKrx9cZNfvG+YC6s1BlKRsEqRimrEDQ3H89nTn+C/vDLLVL7OQEqoM0qSxIsX1yg3HD71wAjPnF0LBVROLJR5/85e7rmGZUtEUxjLRjm1WAkFS5q2x3K5xaM7exjJxJgvNRnNRjgymuathQoRTUFvGyNbrujlTbTfDylTC6vAHcl/H5grNlmr2+zqi4eU2Zbjc3G1Rrld1XR8n48eHOiqIq/WRLJnz0CChWIz7EntjeucXKiESaEONlp2vBu42QlOVdksfXcZ2tv8+2a4VT3qmx3nyFiGf/ODC10G7vv6k3zuAzsZvg0YX7cr7pwd4zZuCu6Eyk9EU64I2ODmLrS36j7cKgrCrcCdEPBvNXuoKzKmdlkxLQACRCC3oy9GLmGwoy+OKsucX6lyKV/vEgnZGKj2JQw+++gEX3juUhi4KbLEPWNpfvbwEKeXhGpah4K3saLToWAOpSMcWpfxLjVtViqXTYk1RaYvqb6ArnEAAFI/SURBVKPIElPtc5roiXBivkKhbtNsB6CSBJ4v+kGWyi36EkY4FjvedLbno0gS6YgQW+m88juUwFemiyFVMGlqfH9xVWxS21UUy/VYrrRo2h4PTGT55omOAmAEU1Mw1AInFy4TOzduWDo2AIeH06ENgNvuQSk2nDCAXavbPLU3xzNnVzF1hVxic1W5a+FqGe+N4/WukRTPns1zelk8r4GUiecFHNmfCyk8miKTimgslF0sVwi8tByPStvLrWm7nJgvM5w2Ob9So+l4oedcpu1PlY3pPDiZZSBpYmgKjutzZqUSKg9eLzZeX6lhh2Oqc2/HslFeuLjGVL5+eaMcwIl5ETjtG0jw/dMrJCMqTdtjZq3BB/flGEqZeAFcyjdQZAlZvuwDKCExW2hgtSuym1WcDVXm3rE+js0U+fbJJcpNF0Xu543ZUttQWXxOkkQ/XbXpcnalxv/9owuAmEcf2t/PZx4Z5+VLBSot0VsmSxIf2NfHQqlJLmkSNxSiusKx6RJBEGC5PpXWKlFDZTAV4b+/Ph9We37zA7v59sllTi6WsRwxryZ7YvyNB0Y4u1Tl3vEMhioz0RPl1dkyEV1FV2UUSWK1ZjOUilCo2+EYrbZcVqoWC6UWr8+WAKG4aqpKeK6uH1C3PGYKDXpiOo/v7qVmeRwYSvBfX5njx+dWiRkq/QkhGtKwhLjRzr4Yu3MJkhGVXNLg+fN5Om2uEU3hruEkr8+VWa7UCALxTC+u1okbKp4vgtyAAF1VeH2uxAcP9IdqnePZCE/uzVGz3ZDWuVk1qOl4PLU3hyJJzBRFRdb3A3bm4oz3xLmwWqPleJxdqvLJe0cIgjlmi2IzLkuiYvc3HxhjtV1VsT0/DLhUWcJGrMmO5+M0fbwN1iIt5/LforpKqeHw9IEBbM+n6XpEVKVN2Za4bzwT0tgbtsv3Ti1vSqteb9lxs/FuJDj7E2aYTLvy34zrZhx0cKt61Dc7zv/v503OLFUpN4UAyd6BxHbA9jbYDtp+ynAnVH4cL+iiYazHzVpob9V9eK9k8t8N3AkBP2wte+h4PveMphlOR9qbxSCU6O9PGGiKzD1jGc4sVa8qgrExUD04lOJ3n97H+ZVql+FnRFMY64nRsF1ajsdau/9lI4TvVbSrEvW9U8tEdeG1ZTk+mioxvVbnB6sr3DcuDGNtL2Cm0ECWhPx9x/TYD2Cx3GSp3OTwSIq4qfLgZLYrsAShHrk+sPQDsD2P/+nJHaxULCpNQSMdTJtYnhf27/ntDaHt+mGvEcBcqclfnVjk13O7r7hf6zcsm9kALJabYaWmQ9f0A2He/sjOHsZ6hKLn9WSEt5rxXq1a/NnLcwylTXYPxHG8gOG0yctTBf77a/M8tKOHqK6Sr1o8OJnl6FQhHPO25zOUiXD/eIaFstiYLlcsBlJiIyXLEqamkIxotByP1arF6cUqr80UQy+q3f2Jd5T4mCs2eHmqQM1yw2psylSptBySphbeW02RmcoL5c/ORtnxxDO8mK/zxJ4+TE0YR6eiGg3Lw3YDBlIRWo5HX8IgX7NEkNWWM1RlWXgBtoOIzSrO+weT7V4lNxRAcX3xrB/a0cNA0sR2PTRVRpUkvntqhWzcQG5/NgjgufN5DFXmf3hknNWqjanJzJea/Phcvm0LEXBwOMm55SqvzhSJaEq7v0oIUzyyo4f/zxM7mSk0GOuJ8uz5NSK6wscPD1G3RUV1arXOs+fXeP+uXlaqQmrfbdMpd/TF2/L6CuWWzWvTpTAQUBWJhXJTVIHXzYPFUovFSouDg8kwgFmstHhwMstLU2ucW66RMFValoeEqEwvl1vh7xqqzOGRNBO9MfYPXqa99Sci4drWaDnsysWZKTbDY5eaNpmYLu71OuGWQt1mKG0S1WX+xv0j6KpMqeHw9TcX2NEXozBXvurciOpqOAcfRlhxZGMai6UWX3tzgZYrVBwvrtb50IEcP3f3IKam0LR9IrqM5wXETJV8TVBRI7rCXcOprgpYteUwko0yV2iEybTL12x02askI1qXUmfd9qjbHumo1iV9/+pMkcm2kNR6amHMUHh4Rw/FhvX/b+89w+Qor7zvf4WuzmF6ctQMygmUQEiAJZJARsaEXfsxfrXg5bLxkhZkvF5sHhvYNdgYE2zANl4bdhfW4ISNkx4ECARISCitJCQkzWikkSaHns6pqu73Q3XXdE/3jHo0oXtG53dd82G6q7ur6q6q+5z7nPM/wzqrZ8p4LHDWFGk1oG8d7MzIQLq8QPQIRkp1kYWctBEyeSxGYkyYDJGfuKrqin2pD9pkhEJWs+d1j4SJPA/5kMkfDyaDw5/kdKuHksBDFHh0+iK6Kp7AcXBZDKhymWFMpAWO1FEttRuz1iWlOmKfdPjTol1SQtCjzGHMUMI0ielR51BMhkkUcEGDW49QaL3dFCyrL0aVy4S4rMIg8uj2R3GwzYeYomJ3iwcSz6Ox249FtU6cW+NMU5k80RvElfMq9NYABp5DU5cfvoiMYFSBSdLk2o0ijxKbUVP/Mgg40unHKU8Yc1PUGxVVW0WPxDOVEFMNluHSNZNOYbs3rJ+f7kAM5zcUj8jYGcmKd2OXH829wbTtDAKHfYnaJa1JugiDyOs9pmrdWlPsaFwThthypBtrF2q9viSRx6m+EKaX2VBsNern+5RHOzcmAw9bIpIZV1haCthIjm/XCQ82f9KVZsidP60IsqIilmiCDWjREgCwGAREZVWX1wYHcExbyJBEHr6IjBqXJpUviRyislYjWeUyQRQ4eENxqIwlmtEb0FBs1dPeskWcHWYDGGNYXFeEvmAMHACjyOHKeeXYd8qLj5r7Eil8wIIqJ5bWu2ESeZQ7TFAT96VB5PHukW6c3+BGhzeKnkAUnb4I6osteOdwN2Kyigsa3PjouAeSwEHkOSiqFuXhOGDbsV7MrrDjcGcAFqOIwx0+OC0SHKYwRJ5Dtz+i1795q7WURD+0zxdbtfosYyJi9pmF1TDwWkPraFwFOC0ie2FDMfYkomyAJq9/qi+Ei6YX606bojLsa/XistllqE80cneZRdxx6XT88oPjONLp18/trDI7/r8L66AqSHMskjAAUYXhQJsP00tsWFLngqxoi07nlFgT/QGFRM9GTm9dcLw3hF/vPAWB15T9Su1GiCk1vNnujeR8mfrjjAEd3ghqiixwmg26kxyTGThwqCmy6BGvmKzgv7edwInENWEQOPjCMq5eUIHtzX0AtNTIpYkUzdR+lcmyiKSU/0gWQpPiPqkRZ5MoYFaFHduP9aKlN6QvaoxlbfZ4LHDaTCKWTiuCqjJtgSbxPLEZtdcnmz1BnBk0ymcZkyHyk+1Bm1Sqk0R+TJyDiT4PuaYgFHIrhsng8OeKCoamrgAOd/j1ehOO09IAHSYDVs3S0tTGwlEdPKZL64oyeqXVuS0ZvXYicSUjTVhRGdq8Yexo7sP/WV4LQEuR+uLyerz9SRe2N/cCiWOZVmzFpxdWIhCJ493DAfQGovCF47hoRokmjMCQpkqZlNgPRGRsberBy9tb0JhQw/zcshrsOuGB1SjqEckyuxFt/WHwHJch3mEQ+DRFulSSBku268luMmiGtqCl3SVX4pP1ayO9xkay4u0NxyHwHKaXWHWZ/GKrhNWzNLXHpKomB6DEKqElIWMviTx6AlE0dQdRZjfp7QuicQUrphcjJqtQmZaipslaM9SXWDPk/VNTwHLllCeUsfIOALtP9uOSGSUIxweMQ7NBgMkgwG2T0NIXAmOa+IfdZIA/EtfHkDGGTn8EF88owbnVTgRjKkodEspsmux/udOkC5soCoPJwGNG2cCzbXDEWVZV9IdiONjmgy8iQ2UMjoTzcLw3CC4hC88BOOkJIRCVUTerVBNoUbV+cL6wpjgZSZwziyQgrqjYdaIf1S4Tdrf0A9BEXSJxFcGoptyZFF+xm0SYDTxKbUYYRa3/mN0k6nWlvYEoOnntHCYjvHxCyv+Dxh580uHXjXtJBGZXaPL+kbgWcfqgsRfbm3sh8Km1sJo6Y2rQSOA5LKx2YO+pfuxv8yGQaJ1Q6zLjK5c0oNUbRiCiwGoSUG43ot0bwilPGNG4CrNRQGmPEYe7fLokvkXS+t0JnHa/yOqA4qLVKKKmyIyegIhyhxGd3ijAgE5vBAaBA8dpdWkmkUeZQ0JXyjU0+N6wmUQsq0+P0ksCDxUMn1taA39URiSWLhg23yCktRopthkhpbQaORD24v2jPZhdYceRrgAUlWH3CQ+W1Rfh3BonvGFZX1SKyEravZ/rQmjqMyY5fqU2CduP9cIbiadFecayNnu8Fjhriixpqp6TdQGYOHNopM9CCj3yk+1Bm2QsnYNCOw/5bMWQi7OYdHQHp2Il1QIL5frJhWBUwcdtXliNIkrsRt0IDce014OJvj6jdVQHp665rQa09Ycxu8KWEe3aebwvrddOKCZnGOPJ1ME274BGv9Ukoi8UwyWzSuAyS4jKWqPhvlAM3YEoGoq1ayemqHpdaKpKZZKkM3XSE8QrH7XAYhCwenYpZIWhqsiCWrcFB9t8cNskxGQV7oSKXalNgic4cH4kgYfbIWUtnI/JKiJxRY8crJpZinePdqed3xllNlQ5zXivsUd/zWkyoMZlwSlPCKG4kvOCxkhWvF1mAxbXurCjuU8vjuc4DotqnLjm3Er0JM5Xso9VS19QN54dJgNWTi/GvCoHjveGsKDaiWqnGRfPKMEzbx/FzpZ+AMDSaUWoK7ZgWX0Rdh33aHWFvJYaV+U0jdiY6/RHsta4KCrDe409uPuyGSiyGhGKyeA5Dh+3ebGrpV/vD9ftj6K+WFMoHRAE4bC0rgizK+zYdLALLquE8AkZK2eUoi8Ux87jfXoK39xKBz41qxQxOd0BTY0472nxYN+pAcER7bxr6ogWSUy0RtCcYZtRhMqY1tsuoB2XzaT1EDNLAmwmEf1hGYGIjGPdQZgMWsPmCqcZFU4TInEFgaisG81qogFxICrDIAroDkRR49bSPedU2HVH1W7S6jojcVUX5Cm2SvggoZiYNO5jsoq9J7043B7ABQ1uvTm4NxRHKKbAInH6PcoAzKt0oCjRXgEAppdY0dIbQktvCBFZ1dVZWz1hqGD44oXTEIlrzccPtfvw3pE+fXxnldnwhicEs0FAQ4ktsYApQBJ5dPmjqHRqqovtvjBWzynD//u4A76IjFZPGHFFxdwKO2ZXOPDCB83a/jGgtsiMC88phpplrSD13ghEZOxo7kvr8cigCX38fk8reI7TFyGSkbHktZyt1QgALOSAvSf7YU3cw+GYgqUJh62tf2BRaaiF1FwWQrMtzjJoZRaD64qBsavNHs8Fzonuk0oUFpPHyiLGlEK+8ScyClYo5yGfyowjdRZllSEcUxCOK1DBYMpSn1XoBKIyiiwSTvWH0dY/oF7lMBtQ6zLrNVrJa/Gv+9rR0hfS0xnr3JbTXovZUtcskoBARMbKGcXwKHGIQnoPtlSDgec43ZBMkkx3MoqCHvkJx2ScV+PEb3e14pMOHxg0GfGZ5Xb83ZLqgdqxROphpz+atTBfN7I8YVQ5zdiVkPkGgMMdfiyqdcEqiTjRF4TK84jEFSypK0Kd24ydxz1wmQ3gE5Gb6aXWtCa3AOCLxBGIyGjqCugOo9tqwKVzShGNM73m71h3AByAtQsqdKc2HFfwp31tCERl3XnKZUFjJCvetW4LPmn3p6mZMcaw95QXAs/hHy8+Bypj+uJOcrySCz4xWcGrO1vQ6olAVhn6QzH87eN2XDSjFPUlVkRlFfMqHRAEDn/c04ZOf0RX56x1W7Cswa2ngOWKPEx9r6IyBGMKLpyuXU+HO/y4an4F+sNxPYIKTnMybr24AVFZwbxKJ9xWCc09AWxt6sGsci3ttcMXwWt7TuGLy+uxdmEFeoMxmEUBnlAMP3u3CSU245C1KbKqwiqJaU6bNywjrqiodJogJiJDPKf1LGvuCSKccs0zpo3DjFKrXqcZiMiQVYZAVEFrosXC8nPcKLZKCMcV8DwHKRH1klWGKqcZ5U4JV84rR5ndCE8whrb+MJxmCZKoNWY+p1TraZZcashm3PsjcUTiKiLxlHuIaTVS5Q4T3FYJIs/pmSEWI4855Ta4LAZEZRUlNgnPbm7U1C5TItHBmIwdzR58emElVs4oxSftvoyUV6tJRGNXAFZJRLHNiBKbUYv62ozYd6ofFknrmyf4OBxu9+PvltWizGHUHTpFUfFRswdrF1QiHFcgCZymzqkydPsyHf/UeyOb41VkNmDjQU3BcVb5wBza6Y9i5wkPLptbrh9bNkrtJlw0owQLq51YXFuUVgM8lgupgxdn+4IxzKt0Zq0rBsamNnsyZDQRkxO6coiCpNCiYONNvpQZR+IsJp2Q9450ZxRCSyIPl1maNONjNgjoCUThMhtQmZLuFY4p6A5EYR5kPJfajTBLQlodwenIlromK1p649bGXlw6p0xPxUqSFvmxSBm1nQLPocpl1mpIEmajURTxyo4mHOnyg+e0nl88Dxxs8+IVWcVXVjXA3x1KiyYM/t301V+GXS0enEpJ32SM4Q//24pLppfihiU1ONzhhyRqdTdNXUE0lFohKwxGA4+Z5TZcNqccO4/36Z+PySoCERnLphWhI6UvT18wjs2fdOvX2e4WD7r86RHAXlnFwXZvxn7nsqAxkhXvQFRBudOIdp8hzcFwmERYjSJMBiHjHkytVfzNrpOwGyVUuzjEFRX+qIxdLf3o9kdRU2TG7pZ+FFsl7G7ph8Uo4tP1lRB4TfEuGJFxsNWHtQsqsx7HUJTZTRmOfZLBPeyCMRlN3QH83ZIaxBQthdBqFKAC+M2uU1jeUAx/RAbHATtPeNKcFc1RUfGL94/h2kVVeOdwNwCt9mhepQOB6NDqg33BmC7cknSIBZ5DY1cA00ttMBoSbSJ4Dp2+CGrdFpQn7jeWSLWdn4h2vv1JF/pDcdiNIkJRGSZJSETgDOgPxXDpnDJs/qQL/eG4nopX4TRh1ewS+CJag/tgVMaSuiJ80NijN48HtBTlVbNKEVeYbtwvqHKi0mnSW26YEyqrTT1B/VrsDcawcnoJPmjsgchzutx80kBPTWc70RtEXEl32FLHJ6lQmi2CmqzxCsa0YyixGXHSE0J9sVZ/mBSVUcEgiVoNakd/BFsau3HNuZX4n+0nsGyaG3MqHTBEtZTmQH8EW450Y9EgRebB90Y2x0sQOETiCsREy4vU685mEtEXjKHUbhx24cQiaY7aUPfVWJG6OHu4w499p7xDbjtWtdlnmw1DTAx5vXq2bNmCH/zgB9i1axfa29vx2muv4brrrtPfZ4zhoYcewvPPPw+Px4Ply5fj2Wefxfz58/VtotEo7rvvPvzqV79COBzG5Zdfjueeew41NTX6Nh6PB3fffTdef/11AMC1116LH//4x3C5XPo2LS0tuOOOO/D222/DbDbjpptuwuOPPw5JGkht2L9/P+68807s2LEDbrcbt912G/7v//2/4LjMNCBi9ExEFKxQasjypcw4EmdxqPqZTn8Ubx3sxOxyO+akCFIUMkaRx6JaF3a39KMzxYmwmwxYUueCMWGsZnNq/dD6KPWH48M6DNkMr2TKYJs3DD7LYyPVYKh2mVHntsAkChm1nUUWA5ZNcyMc1/qKHerwJVKcWKKmjUdMYfi43afLg0uiVnvEmIoiiwFgyNr3TWVAmycMs6T1+GIM4HgORkHAn/a3o7LIhLcOdUISebgtEnieYVqxBVGZwSBwYJo2A25cMmCwROIKmroCei1dKqcTJ0lGN5Lj5h/is9kYyYp3MCbrq/99wZiW/mvg4bZKunx4KqnPjmhcQVdKtIJBc1QB4KQnjMXTihK/oaCh1JpohB6B2aCd47oiCz41q1Q3dHOlocSKZfVF2HnckyHaNLiHnVUSIatAY/eA2EpSd2VGqR3zqxwwGYSskQiTQWs4fW61E7VFFlw8o0SrhbKb8JcD7XjzUCcaSmxp5zYZAXWYDLpwy9L6IsQVhgqnCQ0lVnzc7kOxVUrr1SYrKlasno66YguCUQUOs4h2bwT/ve0EqhLfKQocrEYRLosBvsRnewIxxGWGpdPccJhFMHCa9H9cgcBxCCdSnpNqpBc0uDPUSAHtmcgAWCUBVS4zth/rzSoEZDbw8EfSv296mU0X30ga6IFEjSMD9MhqNgwCD57jsLtFG8tZZTY09QT1PnepfbjURHprTyCGncf7MK/SgeXnaIInZonHx6e8+O3uU/jiBdPgMhsQjatoKLZhT4umepm8VmKyikW1LtiMIuxGcch092z3ZTSuwigKKLVrjcVTI4ySyA9buzrwvQIYY+Oi4DgUE1mbXSiZPMTUIa9OWzAYxHnnnYcvfelLuPHGGzPef+yxx/DEE0/gxRdfxKxZs/Dv//7vuPLKK3H48GHY7dqNcM899+BPf/oTXnnlFRQXF+NrX/sa1q1bh127dkEQtNXym266CadOncLGjRsBAF/5ylewfv16/OlPfwIAKIqCa665BqWlpXj//ffR29uLm2++GYwx/PjHPwYA+Hw+XHnllbj00kvx0Ucf4ciRI7jllltgtVrxta99bSJOFzHG5LOGbDD5UmYcibM4VP2M9l4UXf7IpHHanGYJsyvsMAg8+kIxyIqmkOe2SDin1AqnWVusGU0EdKjUNZtRRFTWIhep6oiD1SNTHY5UA3rwNXq8JwijKCAc13q0AVpqnMgDosAjmEj15DmtLmZ7cx92t/RDHqLvW12RGdVFZi0dVE6mYCqoLjJDEnlEYgpklWH19BJsP+5BNK5ASdQOJeuzTnrC+Jer5+jnZneLJ6OGLpXhDLxYIipRbjci2/LY6RY0cl3xTt6DFknMer+lvjb42WE3ith70gOnWdt3Bi31U6sd4/RrISqreOPjDpxb48KK6W74IgoMAoeYrOBIVwCzRmjg2Uwirl9cgwqHGZ5gDOG4ArMkoMgiYcX04rRjHMpY5TlgVrlNa86sqrBIAqpdJvQGY7qDXWY34drzqvH+0W78ZX87jvcEsaTOhb2nvHCYDChJqVUaHAGdUWZHtcuMI8mUTAAGHrigwY24ytAX1Bqog9PG6lMzS+AJx9HSp0Xlmro0afwyhwnmRCNrjuOwYkYxKuxGbG3qhSQK8IdltHrDmF1uR7lDayqtqgwn+zQxj3LHQNRRZchQIx08pjNKrXj7UBd6Q1G9N6FRFNDl1xpSz6mw61FhlQFxlaXJzWf7zoZiC1xmLZIbS4m2SYnef3FZxbuHu9Hli6C5N4ildUXYc7JfS3WNyKhymtHlj+jXaiSu3Yv94ThOekI40hGAWeLhj8oA0643BuDAKS/WzK/ArhN9+iIzB2BBtQMLq53Y2tiLiKzo/Q8Hk+3aMRq0Z5LVKOiCLqkk75ehFk5EASh3mvD/Pu7Qr7OJmH8pdZGYzOT16ly7di3Wrl2b9T3GGJ566il861vfwg033AAA+M///E+Ul5fjf/7nf3DbbbfB6/XiF7/4Bf77v/8bV1xxBQDgpZdeQm1tLd58801cddVVOHToEDZu3IgPP/wQy5cvBwD8/Oc/x4oVK3D48GHMnj0bb7zxBg4ePIiTJ0+iqqoKAPDDH/4Qt9xyC7773e/C4XDg5ZdfRiQSwYsvvgij0YgFCxbgyJEjeOKJJ7Bhw4azKtpWKNGp0ZDPGrJs5EuZcSTOoqywDHU9SeARiMTR1BMct0al40F9iRWVnSZ0+aOwGAXdaeM5rR9ZfSJCMZoIaLbUtUhcwfRSGw61+xCOK7o6Yjb1SCA3h8NhFlFsk9ATiOky+7LC4DAbNKGCxOp+sVXCzhMeOC2aQiagrbTvPtGPps6gLk7C81qdTG8wBlXVrkeFMXR6I1hQ7cTMcjuuml+B5Q1u/PTdJrR7I6h0mvQUKS1dSkVjl1+PGuV6nWUzqCSB18UNUlMrB392OHJZ8c71Hsz27BAFDm39YfQGYqguMiMU0wzgSqcZ7d6wHmEVBQ4xRcWp/jCOdAbQ3BPUHV2rUYDIV5/2WLLhCcbSGrBnK1rMdm55TrsXWvqCej/CmKyiJxDVU1m1Bu4WbD7cjajMwHHaNVbqMOF/T3ViRplNd2qSpC5oZGsDcNITRkOJBVfMLYM3LENWVIiCFhmzSEKa8mhEVtDRFcHcSjsqHGZ0JnqoNRRb0BOI4qr5FRAFHmYDj0tmluJwl0/v4RWTVURkFReeU5xx7ZxuTL2RODhO+w6R5/VFiSqXOdGvbXiDP/mdqe09zAYel88tw1uHtBTO5Hg5zQZcMa9cf564LBK43iB2tXgws9SGI10BNPUEsXJGMU70BuFKiJuYDALqi62YU27Hmwc79XvQaTZgVrkddpOmlCnyHHoDEdy3Zja6/FF4w3EUWQ3o9EXR7o3AZR3IKArGlIw5MNu1w0F7btlMYobDNnjOGvwcE3kejV1+HE8sFKVeNxMx/1LqIjFZKdgrtLm5GR0dHVizZo3+mtFoxKpVq7B161bcdttt2LVrF+LxeNo2VVVVWLBgAbZu3YqrrroK27Ztg9Pp1B02ALjwwgvhdDqxdetWzJ49G9u2bcOCBQt0hw0ArrrqKkSjUezatQuXXnoptm3bhlWrVsFoNKZtc//99+P48eNoaGjIehzRaBTR6EB0wufzjcn5yReFFJ0aDfmqIRuKfK3+jcRZLLebcH59EbY29qaJNVQ5zVg5oxjlKfUzk4F2bwTNPUF4w3G9ps1p1iJeSUYTAc2WumYyCDjRG8LiaUWYX+VAqd04pHpkktM5HGU2E2aV26GqPqjMoPd54jlgfpUD08usmFVhRySuoLU/kmZgZRNWEBIiI1VOE8wJ8QcOQJc/glP9IfQFY3jrUCfqS6w45RmoUUoajLLK4AnG0B8ciKyN5DobysBr6QtlpFaO5YJGrvdgtmdHKKagzG5Kuy96/FEsrnOh0mtCfzAOk0FAfzCOJXVFKLUbcaDNpzsnIs+hxOZIS4HLhaRjEIwpacp82QxvIPPcmg0CthzpRqr4oyRqNUk7T3hwXo0T3YEYGLQ6ybsumw5ZBYJRGUVWCTajiKOdgbTasIFzMrCgMb/KiXuumInDHX54w3E4zSKMAo/W/ggiiopQVIbVKELktQiOkjLQosAjIiswG0S8c6Rbf2/vyX4sqXVh5YximBPR0WqXGStnlKQZ40YDh3cPd6ddO7mMaSSmNY3PJjACAJVOM+ZXOYc0+Fv7w2jpC6XVpJ7yhLG8oQgXTnfDYTIgrjIYeA7BqIxyu1FvzC6JPOZUas3Ca90WxJKp0UYR91w5SxfuUVQVmz7uxKn+MC6eWaIvPmniShwW1RbBatRqWd0WI176sAVFVk18JRCV8OahTpxTatMXcZJkmwOzOTorp5dkqL/movZ4uMOvLxIMZqLm33ylLk6FRW8ifxTsldLR0QEAKC8vT3u9vLwcJ06c0LeRJAlFRUUZ2yQ/39HRgbKysozvLysrS9tm8O8UFRVBkqS0berr6zN+J/neUE7bo48+ioceeui0xzsZKLTo1GjIVw3ZcORj9W8kzmK506QV0qtacb+qasZ6XFVxojeIcufkcdpa+8OQFWBhtSujXkxWBlQch0spq3NbtEjVEPUYydQ1oyDoURBZZbAYBCyvd+vpiEOpR+aKZBBww5Jq/G4X0NQd0J226aU2XLe4GnaTlgq6u8UDSdSU+pIr/zFZS4cLxxRdWKHHH8X59ZpwhDcUh81kQDAmwygKWFDtRLcvqhnskhZdMUtCRmBHVhmMKWIuZ7oowaDVsS2e5oIvEkdfcHwXNHK5B5PPjtTzqKgMF80swdajPbrzqjDtOrnj0umIyiquObcSFkkAA8N/bj2RFk0qs5swu9IOfzj7QtJQnMni02DjORxXUGqTdLENoySg3C4hrjBUucwotRvBcxy+cH4dXtp+Aoc7tCu2wmlCXGa4Ym4ZOrzDR0AHL/bxHFBmN2JfqxdHO/1aI2weqHGZcfPKeswqd+hjEIzKePuTTj1NMImiMuxv8+KqBZVYWONM++3Bx1yyxJTTmKZiNPBgSDrkAwIjSWqKLMPeq/2hWJrDltzn7c0ezKmwYW6lAy6LBF8kjpO9IRzvDelpk8mU6YXVLkwvs+H8BnfW/T7c4cf8aif2nOzHliOaOIzCGOZWOPCli+rRF9J6s1kMAg62edHiCUEUOBTbjIgmxGWOdvoxrdiqNVfPUpOWSjZHp8wx/LnNRiHOvxPBVFn0JvJHwVvYg9MOGWOnTUUcvE227cdim2Svm+H25/7778eGDRv0/30+H2pra4fd/0Kl0KJToyFfNWSnIx+rf7k6i33BGCyS1lC2LxjVG1K7rUZYJHHEIgr5RJfBH9Q7KEnSaMg1pQzIPvnWFFlw0/Jp+rlNGmjZBDlSf3ckVLvM2Hm8B19cXgt/VEYgosBmEuEwCgjEZN2xjMYVeIIxnOgL6oZkKKb1j6tzW2BKCCsYRF4Xjqh1W8DzHGRFU39s8YQwo8qGFWoxHGYDLjynGG39YQQjMgwpEbwZZTaUDjqvuV5nQxk2q2aWIq6ycV/QyHYPDhYdyXYeD7X5cPHMEsyutMMTjOsR1L0nvbh6QSVmV9ixrakHP367ETNKbTiv1oW4wnT1yI+aPbiwoXhE+zpa4zcUk/UG0sl6VYHncMmMErT0hXCw3YcKpxk9gQiauoOYUWpDU1cAssoQl1X0BGJ481AXrk60Z0hyutRDp8mAP/5vG3r9UZQ6TPCGYuB5Dq39Efxqx8mMekgGDgaBS3PaTAZNpl9WszdxT+V0z9Vs8wEHrY6y0x/NEBDJJcKrMpZV1VNRGT5u8+PKeRVYXFeEwx1+vHO4O8PBSx7fcM5hJK7grUOdMBl4LKxxapE2noPJIODl7S1YWO1EY1cARgMPl0XC+Q1udCccbKOBR1RW0OGNwSDwep+15O/mOgeeyZxVqPPveDKVFr2J/FGwV0hFRQUALYpVWTkgg9zV1aVHuCoqKhCLxeDxeNKibV1dXVi5cqW+TWdnZ8b3d3d3p33P9u3b0973eDyIx+Np2ySjbqm/A2RGA1MxGo1pKZWTmam0OpavGrJCJZeJtz8UQ2t/GBZJAAcjZFUzEMyS1lfHGxpaaKLQGInRkEtKGTD05Ds4srH7RH9Ov5srNpOIxXVu7G3xIKYwhOMKFFWFJJjQ2BlAY5fmWM4otaLVE4Y3HE8TVvCF44irKpwmA7r9Ma33k1VCiycEW2LVvT8Yg90sIhJXsO9UPwJRBe839uDGJTX44/+24pP2gXjhjDIbPr+sFlKWnmOnu86Shk1bfxh9Qa1Gz2QQEIpJePdod14Mm2wCFdnOY3c4gsOdfiysdsIfkfUIaurzxCKJKLFKONThR1QeEHA50+baozV+zQYhzWEDtAbQmrR+DIvqXGj3hhGJKzjY5oM3HMe8Sgf2tXrRF4qj2mVGmzesN5ROHu/pUg9jioqTifo2o8jDlpKe19IXyqiHdJgMmFfpzIiKaw2mR389ZJsPeoMxXDSjBDtPePSUyGzHNxQWSdSdvsGU2436frutEgIROcPBi8S1hRJ3Sr3ZYEIxGSf6QugNxBCVtSblpTYjPKEgAlEZcysdeq/FYpvWp+6cEiv8MQWKwmAyCJBVlibZn8vvjpazcf6dSoveRP4oWKetoaEBFRUV2LRpExYvXgwAiMViePfdd/H9738fALB06VIYDAZs2rQJn/vc5wAA7e3tOHDgAB577DEAwIoVK+D1erFjxw5ccMEFAIDt27fD6/Xqjt2KFSvw3e9+F+3t7bqD+MYbb8BoNGLp0qX6Nt/85jcRi8X0NgBvvPEGqqqqMtImpypTaXWMFKRGjsoYvOE4PMFY2iQfislQGYPCJo8QSbXLrKn7qZoBmVTdk3geHI8Mo2Gw4xUc1Dg6SbbJNzVKYzUIsEpC1s+fqbESiMg45Qlj48edWnNtpvWVc5gMuHhGCcJxBaLAwxeJY06lHbtaZF1URuA5zK10YH6VE3FVhd0oguM4XLu4Coc7fEiuwzSUWPHe0R5wHNAT1mqcOA548YNmrD23EtcvroYvLMNq1IRPeoNRfMqVmZZ+Olr7wzja6cfek/1pvdKcZgMWJdoSjJVhk0ttSbbV8eHO4+xKO3zDCFSYDAKW1heh60AH2r0Dixxn2lx7OOPXbTXAbZUS12v2Y4wrLE1QA9CaOLd4QlBU7X73hmW9NcGpvhCW1LkAaJkm3YEoGkqsqHKZUFNkyTn1MBwfuP7lLCFnX3jgM6nHmBoVzyVFOVeyzQcq00RQ7rhsul5DNpIIr8kg4KIZJRlOcVJUJznWfcEYlk0rQjSuZGy3bFrRsBkMKtOUXQMRGSoYGAMkgUO3PwqzJIDjtDpdjuMQiip482AXvr1uLg51aCI4S+uKoCSic7ER/G4qZ1KjdTbOv1Np0XuioTrAAfJ61IFAAI2Njfr/zc3N2Lt3L9xuN+rq6nDPPffgkUcewcyZMzFz5kw88sgjsFgsuOmmmwAATqcTt956K772ta+huLgYbrcb9913HxYuXKirSc6dOxdXX301vvzlL+NnP/sZAE3yf926dZg9ezYAYM2aNZg3bx7Wr1+PH/zgB+jr68N9992HL3/5y3A4NAnzm266CQ899BBuueUWfPOb38TRo0fxyCOP4Nvf/vZZoxw51VbHSEFqZEgCr6/MpiKr2oqtcZgeRIWGzSRiQbUTz73dhE86B8SB5pQ7cPtl04e9BkYy+War5UmmVqZG6kZjrJz0BPHy9hM4mpBUT9aBHWjzIhRT9NS1cEzFnpP9mFlq09MejSKPcFzBB4094Dg3TvaFYBB4BKMWrJ1fpacjRuIKmvuCONET1OvXwjEFVUVmbDnSjU8vrERvMIbe4OiOpScQzXDYAMAbjmPvyX6sC0QBjN5py7W2JNvq+FDnkYMmblPhNGNeikBFOK5gW1MPvOE4HCYDvKE45pTZsWhQeuSZNNceyvh1Ww1YVu/Gn/e1DXuMcVXNaOAelbUaPbtR1F+TRC1FVuA5cBwHiyTqUfa4wlBiM2Jx3UC2y+B00lKblNZCILV5farDkMRqFNKczVUzS9MEL0aSopwrYz0fVLvM+PBYDy5ocGv1grKqXycRWdHny2BM1vu8Dd6uwxcZ1phnjMFtleAJxdGfyHSIq9o1pWVEaBFDDlras6Rq4ioAEJYVnGgPYf3yOnACB184DrtJhM0o4lC7LycnItt95LYasGp2KaJxNqyRfbbNv1Np0XsioTrAdPJ6lezcuROXXnqp/n+y9uvmm2/Giy++iH/5l39BOBzG7bffrjfXfuONN/QebQDw5JNPQhRFfO5zn9Oba7/44ot6jzYAePnll3H33XfrKpPXXnstnnnmGf19QRDwl7/8BbfffjsuuuiitObaSZxOJzZt2oQ77rgDy5YtQ1FRETZs2JBWrzbVmYqrY9T8MnfiiqqvzA5Wj1xaV5TWd6jQ6fZH8eqOk5BVFQ0lVj3VU1ZVvLrjJOrc1iFXmXOdfLNFaVSm9VWrc1swo8wOWVVHbayc8oRxuMMPBq0eidf6a4MxTZgkWXubVOU70hVATFFR4TSjV1ZxsN2LSFzV+kQ5k4akkpaOuLvFA5dZgqVSTEtRc5oNKLUZUebQGuw6zAbMKLOfcW1jNK5kOGxJvOG43tJgNAQiMt461AkDz6HEJuniGxxjeOtQJ25cMpCCOZRAxeDzmEyFFAU+rQbp4zZvmtS9VRJgN4m4oMGN1n7tHuKgRUOmFVvOqC60psiCdedWobHLD19YhsMsos5twRtZ6md84Tg+au6DJ6ilxEbjCqaXWGExCPAmJOhLbZoqZCzhpAGAwHEoskjo9EXAYWBhIhSTsbjOhRllA8/QwUZWthYCksCj1m1BX5befZVOI8IxGX/d366/5rYacOmcUj3iNdIU5VxX6sdyPrCZRFw+N32+9CNzvrRKot43LkmqONGwxnyibq7ObcaschtkhcFmEtETiGoR/WgcycxVRWVgKmAQBdiNIpwVNqyaWYrX9rbiUPvAwlUyvfl0TkS25xvPASZRwLNvN6HEZtSVaocyss+m+XeqLXpPBFQHmElej3b16tW6QZENjuPw4IMP4sEHHxxyG5PJhB//+Md6E+xsuN1uvPTSS8PuS11dHf785z8Pu83ChQuxZcuWYbeZ6pxtq2PEAGZJRFt/GDPLbTiv1omYrCZUxhS09YdhnkQrhY1dfhzp8mekeoo8B28knlZTM5hcJ9+hahhUBhzvDWFelRMLK5wZ74+UYESGkJANl1UtRarEziCrmhpcRFbAc3xWYYWk5H+2xtVdvij2t/bDaBAQjSv6eCdT1HgOuoiFozugv/5Jh/+MV0EFnkO104yugJYmlmzFwHHAzFIbeI4bdSpca38YJjGzliuZtpaagjkagYpufzTNYQO0qHS7N4KNBzows9yGo11BiDyHMrsRtcUWhM8gRSrbSvQpTwgtfaE0KffkeG3+pAu7TnhQbDNmdahklaHUZkxznnuDMcwqt6PMYURfSiuH+hIrrllYpUfOshlZ2VoIeCNx3LikGvtOeXG0c6DpdrXLjLULKvBJR3prnL5gHJs/GVhEGEmKcj5X6nOZL0djzEdlFZ85rxJ/3NuGfaf6Er9pRqXTjGXTinCw3Qee48ABcFoMcJolhKIyjnb5sbjOhf/Z0ZK2AAcAjV0B/G5XKx6+bv6wx5bt+VZslfT7ypjyrDibjewkU3HRe7yhOsBM6CohRszZtDpGDGAyCFhU58LfDnToIgKAVo/z6YWVI67HySeeYCzDYQOy9xgbTK6T70TVMCQFQoIxRVfX6w/GYDEIiMgqTAYBMZllFVaIKWrWxtW+SBzHugMotknwR2SU2iT0BKKaKmXis0kDzRuJozrF+B3OQDtdxMMo8rh4ZgnePNSF5h7NmOc5DiumF2NWuR1/PdCOykQ08EwN70giHXSwQESnP4oPGnswp9KhvzYagYpkbzlFZbroiMNlxtEuPwIRGbMr7IjJKmLQnPhwTMF5Na4RHctQK9HekIxj3QHMq3Tq0Y5Ug9qcaNeQzaHq9cdw2ZwytPSF0NwTBKDVoHEJ2X+DgcPyhmK9fvGTDh/qiq2YXWEf0shymAwwiQKml9kwv1rQnZfVs8vTIoQuiyHRJDrzWFONtFzvrUJYqT/dfDkaY95uMuCNjzvgMou4dlEVZIXBbBBQ5jDig6M9etsNi1FEkUXCVfMrIAjAzDI7zJKIlr4QInEFVqOIeErPwN5QFC19obT7ejDZxoAB+n0VH5R5cbYa2anQovfIoDrATOhKIQgiJ9xWCYfa/JhZahuTepx8kq02L8ngHmPZyGXynagaBpdZwrRiK/73ZL/+WqcvgulldliNAmRZO85swgqRuIKmrkBaC4KYrOo1TkaRhx+ao7JsWhF2nvDAJAqQRK2HlTcSxzmltrSG3UB2Ay2XiEet24Jfvn8c1S4TFtY4ICsMVS4TWvrC+Nv+dlwyqzTtN87E8A7F5KyKfoBmcKYaAqMRqPCG44jKStriQFIpUGXaeU7FG4kjroxMzGcoJ8lo4BGJq2lNr1MN6tQI4WCHSuR5NHX74TCLmFflQFRWEVdUtHnCeL+xB0unFen1i0mS52w4I0sStZrY1No3m0lMi2jvbvFkddgG/06u99ZkWak/U2NeS0nncNITxpGuAJKJS8VWCefWODGn0oFSuxElNgk8p9Ul/mr7SUiigNWzSxGMynCYDTAnBJL4hJKpwHNpYjDZyDYG0RQFzMFRaODsNLIHQ4veuUN1gJmcfUdMEMQZ0ReMYXGdCx809uBI10BKUzJSM5n6tJXajJhRZkNjynEkydZjLBunm3wnqoahKxDBunMroarAoQ6v3j/PbBBw0wV1sBgFVDjMWQ3BQETGJx3+tJ5x2VImVQZ0+SP41MySxKq8ln45q9w+5MSZaqDlGvEIRBVcNLMYfzvQgX2tXgDA6tml+PBYL2aW2zMcnTMxvHmOgynh1AzGZOAhDBKWOlOD2mYUM6K5wZgCu8kAfySe1tduJD3HUhnKSUqmcKZGO5IGtcnAp0UIgUyHqshqwEfNfZpoBdPSVp1mA86tcaJtmEbaozWycv18rvfWZFqpPxNj3iDwsJtFhGIirEYRqsrA8RwYY+gJxrTawSIz6kus2HmiDzuO9aHIqj3bzAYBcUWFLxyH1agJkKTiMA8/FtnGwGjQruls1xhwdhrZxJlDdYCZ0B1EEEROjEblrNCQDAI+v6wWr+48mea4DddjbKRMVA2DSRTw6o4WXDa3HJ9eWIGwrMAsCvCEYnj+3Sb866fnpkU3TreP2VImeQ4os5uw6WAnzJKACqcZJTYJRzr9OKfUllY7lSTVQMs14hGMyegPxXH1vAqtFYOswGUy4FRfGJGYkpFyBYzc8HZZpAzFRGDAcXJaMvtTnYlBXWyTUF9iTbu+eA7wR7XUSJtRRH2xZVQ9x4ZycpIpnEmxE0AzqJPHODgyCmQa1N1+LUUurqjgOQ4CD9QiM10u1XgarZGV6+dzvbem+kq9RRIRiMjwhLSobnLBxiBoiw9GAw+e18Z6a2MviqySLi4TjimYXWHH4Q4/1EFZB0mhpOHINgZc4rM2k5hxjZ2tRjZx5lAdYCZn3xETBHFGjErlrMCodpmxo7kHf7ekBjFFRTCqjLrHWDYmooah0mnGjHI7WvpC8EXikBNpq55QHDPK7XoNWK77mC1lMrUeamaZDYBmoDlNhozaKUCbVFN7hHmCMV3IJBupaW8qAzwpIhg8zyGSiLBlS7ka6XVX7TKjzm2BSRQymjWXOYxjZlhG42rGwkBcVjG/yoGV5xSjI9EeIMmZGLVDOTnJFM71K+rRF4zpiovhmHLaHoHJqGgwpqT1RfNF4th5fKD2Lfm5VONptEbWSD4/3iIfkwGDwKHUZkRc0eomk8I9RlFAud2IWrcFDSU29AWiqHVb0tJvtx7rxQ2La/CHva3wRwYWPurcFtxyUX1OWRPZxmDl9JK09gzA2W1kE6OD6gDTOTuPmiCIETOVDCCbScSlc9KNw9H2GAOGFtoYzxqGmiILrltUjVd2nMSWUz1QGQPPcZhVZsf/uaA2J6GO1H3MljKZrIdKTXtKRnM+aOxJq51yWQy4oMGNv+5vQ19QO7clNgkH272njcplu8aSqX7eSDwj5epMrrtUx2CwozmWhqVZEtHUHUhbGLCZBLjMBrx5sAtRRUW7NwxJ4FHntpzRbw/n5Fw+txyldmOa8W0ziad1iEYqJjLW/bdG8vnxFPmYDITjyrANvA08j0V1RTjc4cfMcntadDkmq9h8pAt/f34tii0S4gqDwyyOuGVHtjEoc5jIyCbGDKoDHIDuIoIgcmKqGUBjvYKXT2nxfaf6EYzJKHMYoaoAz2vprPtO9WPF9JIRfVe2cY7G1YzUOpVBT5etK7bAbjLAIolwWyVsPNAGgRvog2aVBCyscuJghw+zyx0ZztJwaW+9wRgun1c+pg3JJ2L1Vvs+Axq7BxQ7PCFAcTJUOE1wmA2a6I3IZ9QTjYSRHEsu245UTCQbozWyxtJIm8or9RZJHDZlfVFinIaLLgciMtbOrxzT80FGNkGMD5P/qUUQxIQx1QygsTIu8ikt3twTxL5WL2SVISarA73NRA77Wr1o7gliYc3I+sFlS5nsDcYy0huT6bLnNxTr5/Fwhx+SkN4HjQPQUGLF+dPc6PBGIIla3dhI0t4AjOl1N96GZTYHtNgqYcdxD2wmEclMNT+AnkAM/eH4GV8nIzmW0207FevA8ulE5NrY+0yodpnhMBuypqwPtRgyntFlgiDGF7pTCYIYEbSKmkk+pcW7/BFE4yrsJhF2iJAVBlEYEBvo8kcADDhtuRqR2VImc0mNzdYHjUFzLlXGcP3iahgNQ6fXDf7tVCbiuhtLIzub89vaH8la21coEvSTPQ16PJ2kkTLe0fexrgEkCKKwobuVIAhilARjMnhOi6QwaOmERkkAx7Sm1uOprGkQONiMWqPc1NQ2qySizm2BQRiQsD9TI3IkxuFQfdAYtCbSDDhtel2+GA8jO9UB3d3iGVKMBSgMCfrJnAadzxTlwUxU9H0sawAJgihsCvfpSxAEMUmwSiIqHKYhBQHGM6Ws1G5EXFUzapGCMRlxVdVFBQIRGW8d6oSBH6g1SzqWbx3qxI1LhjciczUOR9oHLRv5iJZMhJE9WVIPRxuVmarjNxImMvpOzhhBnB0UxgxBEAQxiXFbJew84cmIMHX6o9h5woPL5paP228rCrCo1oVQVEGbd6AvV5XTjEV1LigJ8Y7W/jBMojCkY5mLEZmLcXgmfdBSyVe0ZCKM7MmUenimjsBUHr+RMJkaexMEMTkgp40gCGKU9AVjsJnEjAiTycDDZhLRF4yNSEZ7JMRUFYGogoU1DiytL0I80actJisIRBTEVW1/stWaAZpj+UFjD+ZUOsZkf0bTB20ioyWDo0GRuAKeAwb1GdYZCyM7mXr4UXMfAlFZj3baJAHnN7gLOvUwF/IZ7So0J2myRFUJgpg80FODIAhilARjMhwmA+ZVOjMcFUnkx9VgtEoibEYRMVnN+ttJ43CoWjNAc9zGah9Ho1Q3UdGSbNEgxhiqXea0puKpjKWR3e2PoqUvpI9VnXti663Gi3xGuwrNSZpMUVWCICYH5LQRBEGMkqTBKIm83mQ6lfE0GFONw8G/nWocjkWtWa6caU3URERLhooGxRWGnSc8OK/GmSahDoydkZ387WBMSRurYEzJS93VWJPPaFehOUmTWdCFIIjChJ4aBEEQoySfBmOuxuFoa83OZL9GGlWZiGjJUNEgSdRSWY2GdHXHsTSyC63uaqzJZ7SrEJ0kktknCGIsoScHQRDEKMm3wZiLcTiaWrOJYiKc3+GiQQ6TAdPcVpxbUzQuRnah1V2NNfmOdhWik0TKjgRBjBXktBEEQYwB+TYYT2ccjqbWbKKYCOf3dNEgp0U6a+quxpp8L14k94GcJIIgpiKTe4YgCIIoIPJpMObSGyvfjmUujPc+5jMaNNG/nY9+aZPhGiMIgpiMcIyxIQSOifHA5/PB6XTC6/XC4RgbiW2CIM6MfBi140G+emNNVvJ5vibqt+maIAiCmBzk6huQ0zbBkNNGEIXBVDFqAxEZv9t9EgLHgQF67y+OMSiM4cYlk1uRcLxIOuz5iAaN928HIjJ+s+vkkBG9XFQqp8qCBkEQRKGTq29AT2CCIM468tkEeKxp7Q/DJAoZjbPL7UZcNKNk0isSjhf5TGUd798erUrlVFnQIAiCmErwp9+EIAhiapGLUTtZiMSVDIcN0Bpmf9DYg0hcydOeEfliNCqVp1vQCEQmt8IlQRDEZIWcNoIgzjqmkvR6KCZnOGxJOv3RSXUsxNgwGpXKqbSgQRAEMZUgp40giLOOqSS9znMcTIbsj3KTgYfAcRO8R0S+SapUZuN0KpVTaUGDIAhiKkFOG0EQZx2jMWoLDZdFwjmltgzHzWTgcU6pDU6LlKc9I/JFsl/a4Gs8l35pU2lBgyAIYipBT1+CIM46CqEJ8FhR7TKjzm2BSRTgj8QRV1QYBB52kwFlDuOkckCJseNM+6Xls48dQRAEMTQk+T/BkOQ/QRQO+ZR9H0tI7Y8YS+h6IgiCmDioT1uBQk4bQRDjwVRxQInCgK4ngiCIiYH6tBEEQZxF5LPvGDH1oOuJIAiisCAhEoIgCIIgCIIgiAKGnDaCIAiCIAiCIIgChpw2giAIgiAIgiCIAoacNoIgCIIgCIIgiAKGnDaCIAiCIAiCIIgChpw2giAIgiAIgiCIAoacNoIgCIIgCIIgiAKGnLYz4LnnnkNDQwNMJhOWLl2K9957L9+7RBAEQRAEQRDEFIWcthHy6quv4p577sG3vvUt7NmzB5dccgnWrl2LlpaWfO8aQRAEQRAEQRBTEI4xxvK9E5OJ5cuXY8mSJfjJT36ivzZ37lxcd911ePTRR0/7eZ/PB6fTCa/XC4fDMZ67ShAEQRAEQRBEAZOrb0CRthEQi8Wwa9curFmzJu31NWvWYOvWrVk/E41G4fP50v4IgiAIgiAIgiByRcz3Dkwmenp6oCgKysvL014vLy9HR0dH1s88+uijeOihhzJeJ+eNIAiCIAiCIM5ukj7B6ZIfyWk7AziOS/ufMZbxWpL7778fGzZs0P9vbW3FvHnzUFtbO677SBAEQRAEQRDE5MDv98PpdA75PjltI6CkpASCIGRE1bq6ujKib0mMRiOMRqP+v81mw8mTJ2G324d09IgBfD4famtrcfLkSaoBLCBoXAoTGpfChMalMKFxKUxoXAoTGpfxgzEGv9+PqqqqYbcjp20ESJKEpUuXYtOmTbj++uv11zdt2oTPfvazOX0Hz/OoqakZr12csjgcDnpIFCA0LoUJjUthQuNSmNC4FCY0LoUJjcv4MFyELQk5bSNkw4YNWL9+PZYtW4YVK1bg+eefR0tLC7761a/me9cIgiAIgiAIgpiCkNM2Qj7/+c+jt7cXDz/8MNrb27FgwQL89a9/xbRp0/K9awRBEARBEARBTEHIaTsDbr/9dtx+++353o2zAqPRiO985ztpdYFE/qFxKUxoXAoTGpfChMalMKFxKUxoXPIPNdcmCIIgCIIgCIIoYKi5NkEQBEEQBEEQRAFDThtBEARBEARBEEQBQ04bQRAEQRAEQRBEAUNOG0EQBEEQBEEQRAFDThsxrmzZsgWf+cxnUFVVBY7j8Ic//CHt/UAggDvvvBM1NTUwm82YO3cufvKTn6Rt09HRgfXr16OiogJWqxVLlizBb3/727RtPB4P1q9fD6fTCafTifXr16O/v3+cj25yc7qx6ezsxC233IKqqipYLBZcffXVOHr0aNo20WgUd911F0pKSmC1WnHttdfi1KlTadvQ2IyM0Y5LX18f7rrrLsyePRsWiwV1dXW4++674fV6076HxmVkjMX9koQxhrVr12b9HhqXkTFW47Jt2zZcdtllsFqtcLlcWL16NcLhsP4+jcvIGItxobl/bHn00Udx/vnnw263o6ysDNdddx0OHz6ctg1jDA8++CCqqqpgNpuxevVqfPzxx2nb0LyfP8hpI8aVYDCI8847D88880zW9++9915s3LgRL730Eg4dOoR7770Xd911F/74xz/q26xfvx6HDx/G66+/jv379+OGG27A5z//eezZs0ff5qabbsLevXuxceNGbNy4EXv37sX69evH/fgmM8ONDWMM1113HY4dO4Y//vGP2LNnD6ZNm4YrrrgCwWBQ3+6ee+7Ba6+9hldeeQXvv/8+AoEA1q1bB0VR9G1obEbGaMelra0NbW1tePzxx7F//368+OKL2LhxI2699da076JxGRljcb8keeqpp8BxXNbfoXEZGWMxLtu2bcPVV1+NNWvWYMeOHfjoo49w5513gucHTCQal5ExFuNCc//Y8u677+KOO+7Ahx9+iE2bNkGWZaxZsybtnD/22GN44okn8Mwzz+Cjjz5CRUUFrrzySvj9fn0bmvfzCCOICQIAe+2119Jemz9/Pnv44YfTXluyZAl74IEH9P+tViv7r//6r7Rt3G43+4//+A/GGGMHDx5kANiHH36ov79t2zYGgH3yySdjfBRTk8Fjc/jwYQaAHThwQH9NlmXmdrvZz3/+c8YYY/39/cxgMLBXXnlF36a1tZXxPM82btzIGKOxGS1nMi7Z+PWvf80kSWLxeJwxRuMyWkYzLnv37mU1NTWsvb0943toXEbHmY7L8uXL0+acwdC4jI4zHRea+8eXrq4uBoC9++67jDHGVFVlFRUV7Hvf+56+TSQSYU6nk/30pz9ljNG8n28o0kbklYsvvhivv/46WltbwRjD5s2bceTIEVx11VVp27z66qvo6+uDqqp45ZVXEI1GsXr1agDaKqnT6cTy5cv1z1x44YVwOp3YunXrRB/SlCAajQIATCaT/pogCJAkCe+//z4AYNeuXYjH41izZo2+TVVVFRYsWKCfdxqbsSWXccmG1+uFw+GAKIoAaFzGmlzHJRQK4Qtf+AKeeeYZVFRUZHwPjcvYksu4dHV1Yfv27SgrK8PKlStRXl6OVatWpY0bjcvYkuv9QnP/+JJMmXe73QCA5uZmdHR0pM3pRqMRq1at0s8nzfv5hZw2Iq/86Ec/wrx581BTUwNJknD11Vfjueeew8UXX6xv8+qrr0KWZRQXF8NoNOK2227Da6+9hunTpwPQ8t7LysoyvrusrAwdHR0TdixTiTlz5mDatGm4//774fF4EIvF8L3vfQ8dHR1ob28HoJ13SZJQVFSU9tny8nL9vNPYjC25jMtgent78W//9m+47bbb9NdoXMaWXMfl3nvvxcqVK/HZz3426/fQuIwtuYzLsWPHAAAPPvggvvzlL2Pjxo1YsmQJLr/8cr3GisZlbMn1fqG5f/xgjGHDhg24+OKLsWDBAgDQz1l5eXnatoPndJr38wc5bURe+dGPfoQPP/wQr7/+Onbt2oUf/vCHuP322/Hmm2/q2zzwwAPweDx48803sXPnTmzYsAF///d/j/379+vbZKsPYYwNWTdCDI/BYMDvfvc7HDlyBG63GxaLBe+88w7Wrl0LQRCG/ezg805jM3aMdFx8Ph+uueYazJs3D9/5znfS3qNxGTtyGZfXX38db7/9Np566qlhv4vGZezIZVxUVQUA3HbbbfjSl76ExYsX48knn8Ts2bPxy1/+Uv8uGpexI9fnGM3948edd96Jffv24Ve/+lXGe4PPXS7nk+b9iUHM9w4QZy/hcBjf/OY38dprr+Gaa64BAJx77rnYu3cvHn/8cVxxxRVoamrCM888gwMHDmD+/PkAgPPOOw/vvfcenn32Wfz0pz9FRUUFOjs7M76/u7s7Y8WIyJ2lS5di79698Hq9iMViKC0txfLly7Fs2TIAQEVFBWKxGDweT9qqW1dXF1auXKlvQ2MztpxuXJL4/X5cffXVsNlseO2112AwGPT3aFzGntONy9tvv42mpia4XK60z91444245JJL8M4779C4jAOnG5fKykoAwLx589I+N3fuXLS0tACg+2U8ON240Nw/ftx11114/fXXsWXLFtTU1OivJ1O2Ozo69PsC0Ob05PmkeT+/UKSNyBvxeBzxeDxNoQvQctuTq5+hUAgAht1mxYoV8Hq92LFjh/7+9u3b4fV69YcIceY4nU6Ulpbi6NGj2Llzp57atXTpUhgMBmzatEnftr29HQcOHNDPO43N+DHUuABahG3NmjWQJAmvv/56Wu0IQOMyngw1Lv/6r/+Kffv2Ye/evfofADz55JN44YUXANC4jCdDjUt9fT2qqqoypM+PHDmCadOmAaBxGU+GGhea+8cexhjuvPNO/P73v8fbb7+NhoaGtPcbGhpQUVGRNqfHYjG8++67+vmkeT/P5EX+hDhr8Pv9bM+ePWzPnj0MAHviiSfYnj172IkTJxhjjK1atYrNnz+fbd68mR07doy98MILzGQyseeee44xxlgsFmMzZsxgl1xyCdu+fTtrbGxkjz/+OOM4jv3lL3/Rf+fqq69m5557Ltu2bRvbtm0bW7hwIVu3bl1ejnmycLqx+fWvf802b97Mmpqa2B/+8Ac2bdo0dsMNN6R9x1e/+lVWU1PD3nzzTbZ792522WWXsfPOO4/JsqxvQ2MzMkY7Lj6fjy1fvpwtXLiQNTY2svb2dv2PxuXMGYv7ZTDIoqhL4zIyxmJcnnzySeZwONhvfvMbdvToUfbAAw8wk8nEGhsb9W1oXEbGaMeF5v6x55/+6Z+Y0+lk77zzTtq8EAqF9G2+973vMafTyX7/+9+z/fv3sy984QussrKS+Xw+fRua9/MHOW3EuLJ582YGIOPv5ptvZowx1t7ezm655RZWVVXFTCYTmz17NvvhD3/IVFXVv+PIkSPshhtuYGVlZcxisbBzzz03Qwa4t7eXffGLX2R2u53Z7Xb2xS9+kXk8ngk80snH6cbm6aefZjU1NcxgMLC6ujr2wAMPsGg0mvYd4XCY3XnnncztdjOz2czWrVvHWlpa0rahsRkZox2XoT4PgDU3N+vb0biMjLG4XwaTzWmjcRkZYzUujz76KKupqWEWi4WtWLGCvffee2nv07iMjLEYF5r7x5ah5oUXXnhB30ZVVfad73yHVVRUMKPRyD71qU+x/fv3p30Pzfv5g2OMsbGO3hEEQRAEQRAEQRBjA9W0EQRBEARBEARBFDDktBEEQRAEQRAEQRQw5LQRBEEQBEEQBEEUMOS0EQRBEARBEARBFDDktBEEQRAEQRAEQRQw5LQRBEEQBEEQBEEUMOS0EQRBEARBEARBFDDktBEEQRAEQRAEQRQw5LQRBEEQxBTglltuwXXXXaf/v3r1atxzzz152x+CIAhi7CCnjSAIgjjrYIzhiiuuwFVXXZXx3nPPPQen04mWlpYJ2Zf6+npwHAeO4yAIAqqqqnDrrbfC4/GM6HuefvppvPjii8P+zlNPPTW6nSUIgiDyAjltBEEQxFkHx3F44YUXsH37dvzsZz/TX29ubsY3vvENPP3006irqxvT34zH40O+9/DDD6O9vR0tLS14+eWXsWXLFtx9990j+n6n0wmXyzXKvSQIgiAKEXLaCIIgiLOS2tpaPP3007jvvvvQ3NwMxhhuvfVWXH755bjgggvw6U9/GjabDeXl5Vi/fj16enr0z27cuBEXX3wxXC4XiouLsW7dOjQ1NenvHz9+HBzH4de//jVWr14Nk8mEl156ach9sdvtqKioQHV1NS699FL8wz/8A3bv3q2//+CDD2LRokVpn3nqqadQX1+v/z84PTKV1atX48SJE7j33nv1qB5BEAQxeSCnjSAIgjhrufnmm3H55ZfjS1/6Ep555hkcOHAATz/9NFatWoVFixZh586d2LhxIzo7O/G5z31O/1wwGMSGDRvw0Ucf4a233gLP87j++uuhqmra93/jG9/A3XffjUOHDmVNxcxGa2sr/vznP2P58uVjdpy///3vUVNTo0f02tvbx+y7CYIgiPFHzPcOEARBEEQ+ef7557FgwQK89957+O1vf4tf/OIXWLJkCR555BF9m1/+8peora3FkSNHMGvWLNx4441p3/GLX/wCZWVlOHjwIBYsWKC/fs899+CGG2447T584xvfwAMPPABFURCJRLB8+XI88cQTY3aMbrcbgiDoET2CIAhickGRNoIgCOKspqysDF/5ylcwd+5cXH/99di1axc2b94Mm82m/82ZMwcA9BTIpqYm3HTTTTjnnHPgcDjQ0NAAABniJcuWLctpH77+9a9j79692LdvH9566y0AwDXXXANFUcbqMAmCIIhJDEXaCIIgiLMeURQhitqUqKoqPvOZz+D73/9+xnaVlZUAgM985jOora3Fz3/+c1RVVUFVVSxYsACxWCxte6vVmtPvl5SUYMaMGQCAmTNn4qmnnsKKFSuwefNmXHHFFeB5HoyxtM8MJ2xCEARBTC3IaSMIgiCIFJYsWYLf/e53qK+v1x25VHp7e3Ho0CH87Gc/wyWXXAIAeP/998d0HwRBAACEw2EAQGlpKTo6OsAY00VE9u7dO6LvlCSJIncEQRCTFEqPJAiCIIgU7rjjDvT19eELX/gCduzYgWPHjuGNN97AP/7jP0JRFBQVFaG4uBjPP/88Ghsb8fbbb2PDhg2j+k2/34+Ojg60t7djx44d+PrXv46SkhKsXLkSgKb+2N3djcceewxNTU149tln8be//W1Ev1FfX48tW7agtbU1TQmTIAiCKHzIaSMIgiCIFKqqqvDBBx9AURRcddVVWLBgAf75n/8ZTqcTPM+D53m88sor2LVrFxYsWIB7770XP/jBD0b1m9/+9rdRWVmJqqoqrFu3DlarFZs2bUJxcTEAYO7cuXjuuefw7LPP4rzzzsOOHTtw3333jeg3Hn74YRw/fhzTp09HaWnpqPaXIAiCmFg4NjhJniAIgiAIgiAIgigYKNJGEARBEARBEARRwJDTRhAEQRAEQRAEUcCQ00YQBEEQBEEQBFHAkNNGEARBEARBEARRwJDTRhAEQRAEQRAEUcCQ00YQBEEQBEEQBFHAkNNGEARBEARBEARRwJDTRhAEQRAEQRAEUcCQ00YQBEEQBEEQBFHAkNNGEARBEARBEARRwJDTRhAEQRAEQRAEUcD8/wfKJfyLAfbEAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Yorum: Genel malzeme ve işçilik kalitesi (OverallQual) arttıkça, evin satış fiyatı da belirgin şekilde artıyor.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Yorum: Yaşanabilir alan (GrLivArea) arttıkça, satış fiyatı da genellikle artıyor. Ancak bazı uç değerler (outlier) gözlemleniyor.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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YPn16NkYYioK2Y6xvSGRxcbGCNhEREREROeK0KRUiERERERERKWAK2kRERERERAqYgjYREREREZECpqBNRERERESkgCloExERERERKWAK2kRERERERAqYgjYREREREZECpqBNRERERESkgCloExERERERKWAK2kRERERERAqYdaI7ICIiIiIihxeKJmnsjhCOJ/HardSVuPA6dSp/vNCeFhEREREpYAf8vTy7rZXu3kT2thK3jZULq5lW6p7AnsmxouGRIiIiIiIFKhRNDgrYALp7Ezy7rZVQNDlBPZNjSUGbiIiIiEiBauyODArY+nT3JmjsjhzjHslEUNAmIiIiIlKgwvHDZ9J6j3C/TA2a0yYiIiIiUqA89sOfrrsH3K+CJVOT9qCIiIiISIGqL3FR4rblHSJZ4rZRX+LK/lsFS6YuDY8UERERESlQXqeVlQurKXHbcm7vC8b6smgqWDK1KdMmIiIiIlLAppW6+fjS6TR2R+iNJ3HbrdQPGPY4nIIl82uKjlWXZYwpaBMRERERKXBep/WwQZcKlkxtGh4pIiIiIjLJjbRgiUwuCtpERERERCa5voIl+QwsWCKTj4I2EREREZFJbrgFS2Ry0t4TEREREZkChlOwRCYn7UERERERkSniSAVLZHLS8EgREREREZECpqBNRERERESkgCloExERERERKWAK2kRERERERAqYgjYREREREZECpqBNRERERESkgCloExERERERKWAK2kRERERERAqYgjYREREREZECpqBNRERERESkgCloExERERERKWAK2kRERERERArYhAZts2bNwmQyDfr7yle+AoBhGNx+++3U1dXhcrk477zzeOedd3KeIxaL8dWvfpWKigo8Hg9XXnklBw4cyGnj9/tZs2YNPp8Pn8/HmjVr6O7uzmnT0NDAFVdcgcfjoaKiguuuu454PJ7TZsuWLaxYsQKXy0V9fT3f+ta3MAxj7N8YERERERGRgyY0aNu4cSPNzc3Zv2effRaAj3/84wDcc8893HfffTzwwANs3LiRmpoaVq5cSTAYzD7H9ddfz5NPPsm6det48cUXCYVCrFq1ilQqlW2zevVqNm/ezDPPPMMzzzzD5s2bWbNmTfb+VCrF5ZdfTjgc5sUXX2TdunX88pe/5MYbb8y26enpYeXKldTV1bFx40buv/9+7r33Xu67777xfptEREREROR4ZhSQr33ta8YJJ5xgpNNpI51OGzU1NcZ3vvOd7P3RaNTw+XzGww8/bBiGYXR3dxs2m81Yt25dtk1jY6NhNpuNZ555xjAMw9i2bZsBGK+88kq2zYYNGwzA2L59u2EYhvH0008bZrPZaGxszLZ5/PHHDYfDYQQCAcMwDOPBBx80fD6fEY1Gs23uuusuo66uzkin08PexkAgYADZ5xURERERkePTcGODgpnTFo/H+a//+i+uvvpqTCYTe/bsoaWlhYsuuijbxuFwsGLFCl5++WUANm3aRCKRyGlTV1fHokWLsm02bNiAz+dj2bJl2TZnn302Pp8vp82iRYuoq6vLtrn44ouJxWJs2rQp22bFihU4HI6cNk1NTezdu3fI7YrFYvT09OT8iYiIiIiIDFfBBG3/+7//S3d3N2vXrgWgpaUFgOrq6px21dXV2ftaWlqw2+2UlpYetk1VVdWg16uqqsppM/B1SktLsdvth23T9+++Nvncdddd2bl0Pp+P6dOnD/0miIiIiIiIDFAwQduPfvQjLr300pxsF4DJZMr5t2EYg24baGCbfO3Hoo1xsAjJ4fpzyy23EAgEsn/79+8/bN9FRERERET6K4igbd++ffzxj3/k85//fPa2mpoaYHAWq62tLZvhqqmpIR6P4/f7D9umtbV10Gu2t7fntBn4On6/n0Qicdg2bW1twOBsYH8Oh4Pi4uKcPxERERERkeEqiKDt0Ucfpaqqissvvzx72+zZs6mpqclWlITMvLcXXniBc845B4ClS5dis9ly2jQ3N7N169Zsm+XLlxMIBHjttdeybV599VUCgUBOm61bt9Lc3Jxts379ehwOB0uXLs22+ctf/pKzDMD69eupq6tj1qxZY/huiIiIiIiIHDLhQVs6nebRRx/lM5/5DFarNXu7yWTi+uuv58477+TJJ59k69atrF27FrfbzerVqwHw+Xx87nOf48Ybb+S5557jzTff5NOf/jSnnHIKF154IQALFizgkksu4ZprruGVV17hlVde4ZprrmHVqlXMnz8fgIsuuoiFCxeyZs0a3nzzTZ577jluuukmrrnmmmxmbPXq1TgcDtauXcvWrVt58sknufPOO7nhhhuOOFxTRERERETkaFmP3GR8/fGPf6ShoYGrr7560H1f//rXiUQiXHvttfj9fpYtW8b69espKirKtvn+97+P1WrlqquuIhKJcMEFF/DYY49hsViybX7+859z3XXXZatMXnnllTzwwAPZ+y0WC7/73e+49tprOffcc3G5XKxevZp7770328bn8/Hss8/yla98hTPOOIPS0lJuuOEGbrjhhvF4W0RERERERAAwGX3VNOSY6OnpwefzEQgENL9NREREROQ4NtzYYMKHR4qIiIiIiMjQFLSJiIiIiIgUMAVtIiIiIiIiBUxBm4iIiIiISAFT0CYiIiIiIlLAFLSJiIiIiIgUMAVtIiIiIiIiBUxBm4iIiIiISAFT0CYiIiIiIlLAFLSJiIiIiIgUMAVtIiIiIiIiBUxBm4iIiIiISAFT0CYiIiIiIlLAFLSJiIiIiIgUMAVtIiIiIiIiBUxBm4iIiIiISAFT0CYiIiIiIlLAFLSJiIiIiIgUMAVtIiIiIiIiBUxBm4iIiIiISAFT0CYiIiIiIlLAFLSJiIiIiIgUMAVtIiIiIiIiBUxBm4iIiIiISAFT0CYiIiIiIlLArBPdARERERERGblQNEljd4RwPInXbqWuxIXXqdP7qUh7VURERERkkjng7+XZba109yayt5W4baxcWM20UvcE9kzGg4ZHioiIiIhMIqFoclDABtDdm+DZba2EoskJ6pmMFwVtIiIiIiKTSGN3ZFDA1qe7N0Fjd+QY90jGm4I2EREREZFJJBw/fCat9wj3y+SjoE1EREREZBLx2A9flsJ9hPtl8lHQJiIiIiIyidSXuChx2/LeV+K2UV/iOsY9kvGmoE1EREREZBLxOq2sXFg9KHDrqx6psv+ZYi07WoK80eDnvZbgpC/Ooj0qIiIiIjLJTCt18/Gl02nsjtAbT+K2W6nXOm3A1FwOQXtVRERERGQS8jqtzK8pmuhuFJQjLYfw8aXTJ2Vgq+GRIiIiIiIyJUzV5RAUtImIiIiIyJQwVZdDUNAmIiIiIiJTwlRdDmHCg7bGxkY+/elPU15ejtvt5rTTTmPTpk3Z+w3D4Pbbb6eurg6Xy8V5553HO++8k/McsViMr371q1RUVODxeLjyyis5cOBAThu/38+aNWvw+Xz4fD7WrFlDd3d3TpuGhgauuOIKPB4PFRUVXHfddcTj8Zw2W7ZsYcWKFbhcLurr6/nWt76FYRhj+6aIiIiIiMiITdXlECY0aPP7/Zx77rnYbDZ+//vfs23bNr73ve9RUlKSbXPPPfdw33338cADD7Bx40ZqampYuXIlwWAw2+b666/nySefZN26dbz44ouEQiFWrVpFKpXKtlm9ejWbN2/mmWee4ZlnnmHz5s2sWbMme38qleLyyy8nHA7z4osvsm7dOn75y19y4403Ztv09PSwcuVK6urq2LhxI/fffz/33nsv99133/i+USIiIiIickRTdjkEYwLdfPPNxgc+8IEh70+n00ZNTY3xne98J3tbNBo1fD6f8fDDDxuGYRjd3d2GzWYz1q1bl23T2NhomM1m45lnnjEMwzC2bdtmAMYrr7ySbbNhwwYDMLZv324YhmE8/fTThtlsNhobG7NtHn/8ccPhcBiBQMAwDMN48MEHDZ/PZ0Sj0Wybu+66y6irqzPS6fSwtjkQCBhA9jlFRERERGRsBSMJY3tzj/HGvi5je3OPEYwkJrpLeQ03NpjQTNtvfvMbzjjjDD7+8Y9TVVXFkiVL+OEPf5i9f8+ePbS0tHDRRRdlb3M4HKxYsYKXX34ZgE2bNpFIJHLa1NXVsWjRomybDRs24PP5WLZsWbbN2Wefjc/ny2mzaNEi6urqsm0uvvhiYrFYdrjmhg0bWLFiBQ6HI6dNU1MTe/fuzbuNsViMnp6enD8RERERERk/fcshLJlRyvyaosmbYTtoQoO23bt389BDDzFv3jz+8Ic/8KUvfYnrrruOn/70pwC0tLQAUF1dnfO46urq7H0tLS3Y7XZKS0sP26aqqmrQ61dVVeW0Gfg6paWl2O32w7bp+3dfm4Huuuuu7Dw6n8/H9OnTj/CuiIiIiIiIHDKhQVs6neb000/nzjvvZMmSJXzxi1/kmmuu4aGHHsppZzKZcv5tGMag2wYa2CZf+7FoYxwsQjJUf2655RYCgUD2b//+/Yftt4iIiIiISH8TGrTV1taycOHCnNsWLFhAQ0MDADU1NcDgLFZbW1s2w1VTU0M8Hsfv9x+2TWtr66DXb29vz2kz8HX8fj+JROKwbdra2oDB2cA+DoeD4uLinD8REREREZHhmtCg7dxzz2XHjh05t7333nvMnDkTgNmzZ1NTU8Ozzz6bvT8ej/PCCy9wzjnnALB06VJsNltOm+bmZrZu3Zpts3z5cgKBAK+99lq2zauvvkogEMhps3XrVpqbm7Nt1q9fj8PhYOnSpdk2f/nLX3KWAVi/fj11dXXMmjVrLN4SERERERGRHCbDmLhFxjZu3Mg555zDHXfcwVVXXcVrr73GNddcw3/8x3/wqU99CoC7776bu+66i0cffZR58+Zx55138uc//5kdO3ZQVFQEwJe//GV++9vf8thjj1FWVsZNN91EZ2cnmzZtwmKxAHDppZfS1NTEI488AsAXvvAFZs6cyVNPPQVkSv6fdtppVFdX893vfpeuri7Wrl3Lhz/8Ye6//34AAoEA8+fP50Mf+hC33norO3fuZO3atXzzm9/MWRrgcHp6evD5fAQCAWXdRERERERGKRRN0tgdIRxP4rVbqStxTZrCI8ONDSY0aAP47W9/yy233MLOnTuZPXs2N9xwA9dcc032fsMwuOOOO3jkkUfw+/0sW7aMf//3f2fRokXZNtFolH/6p3/iv//7v4lEIlxwwQU8+OCDOUU/urq6uO666/jNb34DwJVXXskDDzyQsyZcQ0MD1157LX/6059wuVysXr2ae++9N6da5JYtW/jKV77Ca6+9RmlpKV/60pf45je/ecQ5dn0UtImIiIiIjI0D/l6e3dZKd28ie1vfmmzTSt0T2LPhmTRB2/FGQZuIiIiIyOiFokme2LQ/J2DrU+K28fGl0ws+4zbc2GBC57SJiIiIiIgcjcbuSN6ADaC7N0Fjd+QY92j8KGgTEREREZFJJxxPHvb+3iPcP5koaBMRERERkUnHYz/80Ef3Ee6fTBS0iYiIiIjIpFNf4qLEbct7X4nbRn2J6xj3aPwoaBMRERERkUnH67SycmH1oMCtr3pkoRchGYmpsyUiIiIiInJcmVbq5uNLp9PYHaE3nsRtt1I/idZpG66ptTUiIiIiInJc8TqtzK8pmuhujCsNjxQRERERESlgCtpEREREREQKmII2ERERERGRAqY5bSIiIiIiMqFC0SSN3RHC8SReu5W6ERQTGc1jJ4uptTUiIiIiIjKpHPD38uy2Vrp7E9nb+sr2Tyt1j9tjJxMNjxQRERERkQkRiiYHBV0A3b0Jnt3WSiiaHJfHTjYK2kREREREZEI0dkcGBV19unsTNHZHxuWxk42CNhERERERmRDh+OGzYb2HuX80j51sFLSJiIiIiMiE8NgPX2LDfZj7R/PYyUZBm4iIiIiITIj6Ehclblve+0rcNupLXOPy2MlGQZuIiIiIiEwIr9PKyoXVg4KvvgqQhyvdP5rHTjYmwzCMie7E8aSnpwefz0cgEKC4uHiiuyMiIiIiMuH61lrrjSdx263UH8U6bUfz2Ik23NhgcmyNiIiIiIhMOsNd+NrrtDK/puioXmM0j50sFLSJiIiIiMiYO14Wvj4WNKdNRERERETG1PG08PWxoKBNRERERETG1PG08PWxoKBNRERERETG1PG08PWxoKBNRERERETG1PG08PWxoKBNRERERETG1PG08PWxoKBNRERERETG1PG08PWxoHdLRERERETG3LRSNx9fOn3SLnxdSPSOiYiIiIjIuDgeFr4+FjQ8UkREREREpIApaBMRERERESlgCtpEREREREQKmII2ERERERGRAqagTUREREREpIApaBMRERERESlgCtpEREREREQKmNZpExERERGRSSsUTdLYHSEcT+K1W6mbggt4T2im7fbbb8dkMuX81dTUZO83DIPbb7+duro6XC4X5513Hu+8807Oc8RiMb761a9SUVGBx+Phyiuv5MCBAzlt/H4/a9aswefz4fP5WLNmDd3d3TltGhoauOKKK/B4PFRUVHDdddcRj8dz2mzZsoUVK1bgcrmor6/nW9/6FoZhjO2bIiIiIiIiw3LA38sTm/bz9JZmXtjRzu+2NPPEpv0c8PdOdNfG1IQPjzz55JNpbm7O/m3ZsiV73z333MN9993HAw88wMaNG6mpqWHlypUEg8Fsm+uvv54nn3ySdevW8eKLLxIKhVi1ahWpVCrbZvXq1WzevJlnnnmGZ555hs2bN7NmzZrs/alUissvv5xwOMyLL77IunXr+OUvf8mNN96YbdPT08PKlSupq6tj48aN3H///dx7773cd9994/wOiYiIiIjIQKFokme3tdLdm8i5vbs3wbPbWglFkxPUs7E34XlDq9Wak13rYxgGP/jBD/jnf/5nPvrRjwLwk5/8hOrqav77v/+bL37xiwQCAX70ox/xs5/9jAsvvBCA//qv/2L69On88Y9/5OKLL+bdd9/lmWee4ZVXXmHZsmUA/PCHP2T58uXs2LGD+fPns379erZt28b+/fupq6sD4Hvf+x5r167lX//1XykuLubnP/850WiUxx57DIfDwaJFi3jvvfe47777uOGGGzCZTMfoHRMRERERkcbuyKCArU93b4LG7gjza4qOca/Gx4Rn2nbu3EldXR2zZ8/m7/7u79i9ezcAe/bsoaWlhYsuuijb1uFwsGLFCl5++WUANm3aRCKRyGlTV1fHokWLsm02bNiAz+fLBmwAZ599Nj6fL6fNokWLsgEbwMUXX0wsFmPTpk3ZNitWrMDhcOS0aWpqYu/evUNuXywWo6enJ+dPRERERERGJxw/fCat9wj3TyYTGrQtW7aMn/70p/zhD3/ghz/8IS0tLZxzzjl0dnbS0tICQHV1dc5jqqurs/e1tLRgt9spLS09bJuqqqpBr11VVZXTZuDrlJaWYrfbD9um7999bfK56667snPpfD4f06dPP/ybIiIiIiIiR+SxH37QoPsI908mExq0XXrppXzsYx/jlFNO4cILL+R3v/sdkBkG2WfgsEPDMI44FHFgm3ztx6JNXxGSw/XnlltuIRAIZP/2799/2L6LiIiIiMiR1Ze4KHHb8t5X4rZRX+I6xj0aPxM+PLI/j8fDKaecws6dO7Pz3AZmsdra2rIZrpqaGuLxOH6//7BtWltbB71We3t7TpuBr+P3+0kkEodt09bWBgzOBvbncDgoLi7O+RMRERERkdHxOq2sXFg9KHArcdtYubB6SpX9L6igLRaL8e6771JbW8vs2bOpqanh2Wefzd4fj8d54YUXOOeccwBYunQpNpstp01zczNbt27Ntlm+fDmBQIDXXnst2+bVV18lEAjktNm6dSvNzc3ZNuvXr8fhcLB06dJsm7/85S85ywCsX7+euro6Zs2aNfZvhoiIiIiIHNa0UjerFtdx9pwyFtYWcfacMlYtrmNaqXuiuzamTMYELjR20003ccUVVzBjxgza2tr49re/zQsvvMCWLVuYOXMmd999N3fddRePPvoo8+bN48477+TPf/4zO3bsoKgoUwnmy1/+Mr/97W957LHHKCsr46abbqKzs5NNmzZhsViAzDDMpqYmHnnkEQC+8IUvMHPmTJ566ikgU/L/tNNOo7q6mu9+97t0dXWxdu1aPvzhD3P//fcDEAgEmD9/Ph/60Ie49dZb2blzJ2vXruWb3/xmztIAR9LT04PP5yMQCCjrJiIiIiIyCgf8vYPK/vdl2iZD4Dbc2GBCc4YHDhzgk5/8JB0dHVRWVnL22WfzyiuvMHPmTAC+/vWvE4lEuPbaa/H7/Sxbtoz169dnAzaA73//+1itVq666ioikQgXXHABjz32WDZgA/j5z3/Oddddl60yeeWVV/LAAw9k77dYLPzud7/j2muv5dxzz8XlcrF69WruvffebBufz8ezzz7LV77yFc444wxKS0u54YYbuOGGG8b7bRIRERERkQGOtE7bx5dOnzJDJCc003Y8UqZNRERERGT0drQEeXpL85D3X3ZKbcGv0zbc2KCg5rSJiIiIiIgMx/G0TtvUyBeKTBGhaJLG7gjheBKv3UpdiWvKpPVFRERExtLxtE7b1NkSkUlusk+kFRERETmW+tZpGzinDbROm4iMgyNNpA1Fp056X0RERGQsHE/rtE2dLRGZxBq7I3mvEkEmcGvsjhT8RFoRERGRY21aqZuPL51OY3eE3ngSt91K/RScXjK1tkZkkjqeJtKKiIjI5FZoc/C9TuuUv7itoE2kABxPE2lFRERk8jqWc/ALLTicSMfnVosUmONpIq2IiIhMTsdyMWsVaMulQiQiBeB4mkgrIiIik9Nw5uCPBRVoG0xngiIF4niZSCsiIiKT07Gag68CbYPpbFCkgBwPE2lFRERkcjpWc/BVoG0wDY8UEREREZEj6puDn89YzsFXgbbBjipoSyaT/PGPf+SRRx4hGAwC0NTURCgUGtPOiYiIiIhIYThWc/CPVXA4mYz4nd23bx+XXHIJDQ0NxGIxVq5cSVFREffccw/RaJSHH354PPopIiIiIiIT7FjMwe8LDoeqHjnwtY6HpQFGvDVf+9rXOOOMM3jrrbcoLy/P3v6Rj3yEz3/+82PaORERERERKSzHYg7+cIPD42VpgBEHbS+++CIvvfQSdrs95/aZM2fS2Ng4Zh0TEREREZHj15GCw76lAdp6YgSjCeKpNHaLmXgyPebrxk20EW9FOp0mlUoNuv3AgQMUFanqnYiIiIiIjL/G7ggNXb3sbg8RTaSztzttZqJJ75RaGmDEhUhWrlzJD37wg+y/TSYToVCI2267jcsuu2ws+yYiIiIiIpJXd298UMAGEE2k2d0eItAbn6Cejb0RZ9q+//3vc/7557Nw4UKi0SirV69m586dVFRU8Pjjj49HH0VERERE5DhzpAIjacMYFLD1iSbSpAzjWHV13I04aKurq2Pz5s2sW7eOTZs2kU6n+dznPsenPvUpXK7jr/ymiIiIiIiMrQP+Xp5+u5mGrt7sXLUZZW4uW1ybLTDitlupLnLQGowNenx1kWNKredmMowpFIJOAj09Pfh8PgKBAMXFxRPdHRERERGRCdc/q+axWXhmWzNv7usmMmCu2hmzSvnsOXPwOq3saAmyucHPS7s6cgK36iIH586t4LQZpQU/p224scGIw8+77rqL6upqrr766pzbf/zjH9Pe3s7NN9888t6KiIiIiMhxaWDZ/lK3jT9sbaXO58JEmr4MUzSR5vW9fs47Mcwp03zUl7h4ZXcHZ80uwwBiyTQOqxkTEE2mptQi3CMuRPLII49w0kknDbr95JNP1sLaIiIiIiIybH1l+/uvsxaMJglEEjR09eKyW3LaRxNp2oJRILMkwAULqkmkDTpCcYLRJB2hOIm0wQULBi/CPZmNeEtaWlqora0ddHtlZSXNzc1j0ikRERERkanuSIU2jgeN3ZGcgA3AajEBEI4n8z7GdvB+GP4i3JPdiLdm+vTpvPTSS8yePTvn9pdeeom6urox65iIiIiIyFQ1cEggQInbxsqF1dlCG8eDfIGZYUCdz0VTIEIynVt+o7rIQVWRM+e2Iy3CPRWMOGj7/Oc/z/XXX08ikeBDH/oQAM899xxf//rXufHGG8e8gyIiIiIiU0m+IYEA3b0Jnt3WyseXTp9ymaKhePJUeAzHkpwzt5yXd3ViNZvoW22tptjB5YvrSKYM3mjwH1fZyRFv4de//nW6urq49tpricczb6HT6eTmm2/mlltuGfMOioiIiIhMJfmGBPbp7k3Q2B2Z8pmjPvUlLkrctpz3w2ox0xtP8pEldXicVgK9SbxOC1VFDrY0dvNOU0+27fGSnTzqkv+hUIh3330Xl8vFvHnzcDgcY923KUkl/0VERESOb280+HlhR/uQ9583v5IlM0qPYY8m1gF/Lxv3dBGKJYkl0rgcFio9Dt5tCdAejJNIpbFazETiKZbNLqOlJ0r/UZMlbtukzU6OW8n/Pl6vlzPPPPNoHy4iIiIiclzKNySwv6m0KPRwtQdjNHT1kkilmVnuYdNePz63jXJvJjHUGYrR2B3hpV2ZEv/toXj2scdDdnJYR8RHP/pRHnvsMYqLi/noRz962La/+tWvxqRjIiIiIiJTUb4hgX1K3LYptb7YkfTN7wvHU9kArchppbE7Qmc4xsJaH3armXgqs8h2azBGvmGCvUNUmpwqhhW0+Xw+TCZT9v9FREREROToeJ1WVi6sHrJ65GQc5ne08s3viyUyAVo4lqItGMViNpFKG6TSBhaziVgyPeh5pnp2clhb9+ijjwJgGAa33347lZWVuN1Te7KfiIiIiMh4OV7WFzuSfCX/HTYzsWQKfziOy24hnkzjtlvojSexW804rGaC/dofD9nJER0VhmEwb9483nnnHebNmzdefRIRERERmfKOh/XFjrSAeL75famUgdNmIZk2siX/I/EUdT4XhpG5v8/xkp0c0daZzWbmzZtHZ2engjYRERERkQl0pIBoog1nAfF88/v2dIRZOqMUh9Wcvc0APA4LKxfWUOG147BZjqvs5Ii38J577uGf/umfeOihh1i0aNF49ElERERERA5jOAHRRBruAuL55vdFkil6uhN84owZdPXGiCbSOKxmTMD77SHqS4+vJRHgKIK2T3/60/T29nLqqadit9txuXLHj3Z1dY1Z50REREREJNdwA6KJNJIFxAfO74smUrzfFmJnWzC7Hlv/OWxTvehIPiPe4u9///vZSpIiIiIiInJs9QVE8WSaYDRBPJXGbjFT5LQVzJpl+QqM9DewRH//+X2haJLtLcGcBbT7DLfoSKEPHR2pEff8k5/8JMlkEo/HMx79ERERERGRAfoHIf5wnO5InH0dYSKJQ+XvnTYzcyq9BbFm2WgWEB/tkgiFPnT0aJiP3CSjo6ODyy+/HK/XS3FxMeeccw67d+8es47cddddmEwmrr/++uxtfUsM1NXV4XK5OO+883jnnXdyHheLxfjqV79KRUUFHo+HK6+8kgMHDuS08fv9rFmzBp/Ph8/nY82aNXR3d+e0aWho4IorrsDj8VBRUcF1111HPB7PabNlyxZWrFiBy+Wivr6eb33rWxhGvuX9RERERETGxgF/L09s2s/TW5p5YUc7+7t62binC6s5M8+rTzSRZnd7CKt52Kf446avwEg+w8mW9Q2ZvOyUWs6bX8llp9Ty8aXTjxh0HWnoaCg68QHt0Rj2Hr3lllvYtGkTd9xxB9/97nfp6Ojgi1/84ph0YuPGjfzHf/wHixcvzrn9nnvu4b777uOBBx5g48aN1NTUsHLlSoLBQ6Nar7/+ep588knWrVvHiy++SCgUYtWqVaRSqWyb1atXs3nzZp555hmeeeYZNm/ezJo1a7L3p1IpLr/8csLhMC+++CLr1q3jl7/8JTfeeGO2TU9PDytXrqSuro6NGzdy//33c++993LfffeNyXsgIiIiIjJQviCkN57CY7fS0NWLy27Jae9z2rBZJn4qU1+2bGDgNpIS/X1DJpfMKGV+TdGwHjOcuXSTkckYZqpoxowZPPzww1x22WUAbN++nUWLFhGJRLDZ8kfRwxEKhTj99NN58MEH+fa3v81pp53GD37wAwzDoK6ujuuvv56bb74ZyGTVqqurufvuu/niF79IIBCgsrKSn/3sZ3ziE58AoKmpienTp/P0009z8cUX8+6777Jw4UJeeeUVli1bBsArr7zC8uXL2b59O/Pnz+f3v/89q1atYv/+/dTV1QGwbt061q5dS1tbG8XFxTz00EPccssttLa24nA4APjOd77D/fffz4EDB4Y9z6+npwefz0cgEKC4uPio3zcRERERmfp2tAR5ektzzm1tPVHKPHZe29OF12mlN55JVlQXOTh3bgXza4o4rUCqK/YN6zyaBcSHOy+tf7tQNMH+rl5MQMqAWCKNw27BZBg0B6KcPrOUUo+9YOa5DTc2GHYvm5qaWLJkSfbfJ510Ena7naamJmbOnHnUHf3KV77C5ZdfzoUXXsi3v/3t7O179uyhpaWFiy66KHubw+FgxYoVvPzyy3zxi19k06ZNJBKJnDZ1dXUsWrSIl19+mYsvvpgNGzbg8/myARvA2Wefjc/n4+WXX2b+/Pls2LCBRYsWZQM2gIsvvphYLMamTZs4//zz2bBhAytWrMgGbH1tbrnlFvbu3cvs2bPzbl8sFiMWi2X/3dPTc9TvlYiIiIgcX/IV9LCYTby5v5uTaopYNM1HMJrMlsRv6YkWTMAGR7+A+HDnpR3w9/L02800dPUST6VJpQ28Dit1Phcv7GwndbCaSanbxvyaIloCEd4+EBjy+QrVsIdHGoaB1Zob41mtVtLp9BCPOLJ169bxxhtvcNdddw26r6WlBYDq6uqc26urq7P3tbS0YLfbKS0tPWybqqqqQc9fVVWV02bg65SWlmK32w/bpu/ffW3yueuuu7Jz6Xw+H9OnTx+yrYiIiIhIf/kKehQdHAL5XlvoYAXJJB2hOO2hOMWu4VVXLGSHm5f29NvNbG/u4Y0GPzuae/jl6/t56f0OdraF2NfZy56OMH95r50tjd3Mq/ICkEobvNvcw+b93RQ7bTnPN1nmuQ0702YYBhdccEFO4Nbb28sVV1yB3W7P3vbGG28M6/n279/P1772NdavX4/T6Ryy3cBhh4ZhHHEo4sA2+dqPRZu+kaWH688tt9zCDTfckP13T0+PAjcRERERGZa+gh79Axi7NVMlMhRN5hQiGcl8sUI21Ly0nmiCzfv9uOwWOkJxZpS5+MO2VuxWMw5rZm5fIpWmN5Hizf3dfGb5LLa3BIklUzisFmxmM4Ho4ECwEJZIOJJh79Hbbrtt0G1/+7d/e9QvvGnTJtra2li6dGn2tlQqxV/+8hceeOABduzYAWSyWLW1tdk2bW1t2QxXTU0N8Xgcv9+fk21ra2vjnHPOybZpbW0d9Prt7e05z/Pqq6/m3O/3+0kkEjltBmbU2tragMHZwP4cDkfOkEoRERERkeEaqvz9jDI3K06sJJEyjmq+2LFyNOul5RsSGk9mKmNGE2liycxIv2giRSCSwGo2UVnkxGI2kUobWM0m0gY4bGZmlbuJJdMEIglCsSTRxOBRgoWwRMKRjCpoG40LLriALVu25Nz22c9+lpNOOombb76ZOXPmUFNTw7PPPpudSxePx3nhhRe4++67AVi6dCk2m41nn32Wq666CoDm5ma2bt3KPffcA8Dy5csJBAK89tprnHXWWQC8+uqrBAKBbGC3fPly/vVf/5Xm5uZsgLh+/XocDkc2qFy+fDm33nor8Xg8m1lcv349dXV1zJo1a0zfGxERERGZegskH62+8vdHW9Bjohztemn5hoQGowkSKYMTq7yUum1ggMtuxWYxk0iliSVTuO1WLOZM7tFsAqfNQo3PRWcoRnMgCoDDaiY44LkPt2ZcoZiwHhYVFbFo0aKc2zweD+Xl5dnbr7/+eu68807mzZvHvHnzuPPOO3G73axevRoAn8/H5z73OW688UbKy8spKyvjpptu4pRTTuHCCy8EYMGCBVxyySVcc801PPLIIwB84QtfYNWqVcyfPx+Aiy66iIULF7JmzRq++93v0tXVxU033cQ111yTreKyevVq7rjjDtauXcutt97Kzp07ufPOO/nmN7857MqRIiIiIjI8U3GB5NE42oIeE+VI66V9fOn0IYPOfENCU2mDJdNL2NIY4P2OMN29cT56ej1FDiuhWJL0wYIjDqsFq9lEVZETly0zZLLIacNpM+Nz2hh41j6cNeMKQUGHlV//+teJRCJce+21+P1+li1bxvr16ykqOnTAfv/738dqtXLVVVcRiUS44IILeOyxx7BYDq1Z8fOf/5zrrrsuW2Xyyiuv5IEHHsjeb7FY+N3vfse1117Lueeei8vlYvXq1dx7773ZNj6fj2effZavfOUrnHHGGZSWlnLDDTfkzFcTEZHJQVfvRQrbaE74pTAMZ720oYLQviGh/atC1vlcvL6vi0QqTWN3FMMw2NzQzbI5Zbyyu4u+HIrFbGJBbTFLZ5YSOjh/zW41c8asUmaUedjbEc6+zmSaAzjsddpkbGidNhGRiaWr9yKFL9/aZP1ddkrtpMo6HY/eaPDzwo72Ie8/b34lSw6zNMEBfy8b93QRiiWJJdNUeO389OV9BCIJosnMunRWs4kL5ldT6rVRUeQgkTTwOK0UOyycUFU0aL4fUHBDTMd8nTYREZHJTlfvRSaHfIUo+psMhSOOd/nmpfU3cB5Z/xEQHpuFv+5sx3lweCMGROIpFtQW8cruzuw8NgCzBd5t7sHcasZjt2CzmJlR5mZBnY85lYMvxE3WYH9Uv0zRaPSw5fpFREQKyWiG64iMlIbhHr2RnvBL4akvcVHmsWExmTCAWCKNw27BZBikDCNnHtnAERBVRXaCsSSv7/PjP3ib1WyiqzfOBQuq2e/vJRRLcWK1l3eaemjo6uXMWWXU+DLPGY6nptyFuGEvrt0nnU7zL//yL9TX1+P1etm9ezcA3/jGN/jRj3405h0UEREZK7p6L8fKAX8vT2zaz9NbmnlhRzu/29LME5v2c8DfO9FdmxT6ClHkM1kKRxzvvE4rZ8wq460DAX77djPPvtvKb99q4q0DAc6YVZYNpvKNgHDaLLy8q5N3m3tIHSwwYgCB3gQv7erM7H8jE7w3B6KUuDKLjTcHInSGYsST6eyFuKlixEHbt7/9bR577DHuueeenEW1TznlFP7zP/9zTDsnIiIylnT1Xo6FIw3DDUV1ceBI+gpRDAzcJlPhiONdKJrktT1dVHgdzKvyMqvczbwqLxVeB6/t6cp+Dhq7I/REElR67VR47RQ5rFgtJmLJFCkDYgfnryWSaWaWu2kPxTCbTezuCNEWjOG0mqkocrC3o5d9nb3sbAuxrTmAPxzngL+XNxr8vNcSnPSfuxEf8T/96U/5j//4Dy644AK+9KUvZW9fvHgx27dvH9POiYiIjKV8ZaT76Oq9jBUNwx0bk3VtMsno+xzYrWbKvY6c+/p/DnrjSWqKnby0q4PWYAyA02aUEIgkqC12EklkgjYDOOCPUFPsoL7ExSWLaplX5eXdpgC728NUFx+ashWIJHh9XxenTvfx9oEAMPkLTo0409bY2MjcuXMH3Z5Op0kk8n9BiYiIFAJdvZdjQcNwx07f2mRLZpQyv6ZIn9FJZLifA5fNkhOwQSZAMZtMtAWjFLsy39exZAqXzUKF10EimSYUTWAxm3BaLZS6M+uw2S1mXLZMeON1ZBbe7jPZM90jPvJPPvlk/vrXvzJz5syc25944gmWLFkyZh0TEREZD7p6L+NNw3BFhv85SKQMAtHcxE8omqTS66AzHKe62IHdYiaWTBOIJChyWnHaLNT4XISjCT68pJ5fvXmAHS1B7NZMVckZZW4+sqSernAs53knc6Z7xN8at912G2vWrKGxsZF0Os2vfvUrduzYwU9/+lN++9vfjkcfRURExlTf1XuR8aBhuCLD/xwk0mnmVHrZ3R4imsiU8X+/I8y58yrY19VLOm1gkFk0u6rIwdKZpTQHogCUeR08/moDlV4Hp00vwcCEYRg0d0f4zeYmPrlsBv7e3MzaZM10jzhou+KKK/if//kf7rzzTkwmE9/85jc5/fTTeeqpp1i5cuV49FFERERk0ugbhjvUIu7K6srxoO9z8PTbzTR09RJPpbEfXEOt/+fAY7dS7LSxsNZHMJogkUrjtFqoKsoMgyx22TCbTVjNJnoiCUz9XiORStMZjtMUiNAeimMxm+iNJ+kKx/HYrdm13PqbrJnuo+r1xRdfzMUXXzzWfRERERlzWitLJoKG4YpkVBY5cNktxJJpHFYzXkfuZ6B/Rq6vYEml186G9zsJRBMsrPVht2bmpvVEE+z3Rzh1mo/2UJzu3gRzKj0EIgkOrgyAw2rB57JR53MNyvJN5ky3vjlERGTKGrhgK0z+CmIyeWgYrhzP8i19EQQ6QnG6I4nswtf5MtMGEIgmmFPpzQZsAMVOG06rhROqvJxcbyGaSNERimee+2CWzmYxY7GY2NcRznnsZM90D6vXpaWlmEymIzcEurq6RtUhERGRsXCktbL6ThhERGTsDbX0hdkENrOJLY3dOGyW7AiI/pnprnA8J8PWn91qxmmzsGRGKaFoku0twZwsXZ/6E1ycOauMSCI1JTLdw+r5D37wg3HuhoiIyNjSWlkiIhMnX8l/s4nsmmxbGgPU+DJDFfuyYH3fyTtagtn11fLpm5d2pPmjU2lExbCCts985jPj3Q8REZExpbWyRGSqK+Q5u/lK/pd77LyyuxOfy8b0MjdmkwmH3YLJMHju3VY+dnpmBMRIKrAeL/NHR7U1kUhk0ILaxcXFo+qQiIjIWNBaWSIylY1kzu5EBHf5Ai+TCepKXGxq8PNuSxCLOTP9qrrIwblzK7IjIEZagfV4mD864r0VDoe5+eab+cUvfkFnZ+eg+1Op1Jh0TEREZDS0VpaITFUjmbM7UQWZ8gVeTpuFTQ1+ookUDqsl27Y1GOOlXR2cVHso+XO8ZNCGa/DsviP4+te/zp/+9CcefPBBHA4H//mf/8kdd9xBXV0dP/3pT8ejjyIiIiPWd8JQ4rbl3D7ZK4iJHI1QNMmOliBvNPh5ryVIKKrhwZPZcObswpGDu/E+DvoCr8tOqeW8+ZWUuu0kU0ZOwNanKRClMxTLOUb7MmhLZpRmM3DHqxFv+VNPPcVPf/pTzjvvPK6++mo++MEPMnfuXGbOnMnPf/5zPvWpT41HP0VEREZMV2pFtPTFZHSk4YzDnbNbCAWZ+g9dfHV3Jx6HhWgid9HrWDJFPJmmJRDlrYMFSMo8NlbMrySWMApyzt6xNuKt7urqYvbs2UBm/lpfif8PfOADfPnLXx7b3omIiIzS8TDXQWQoWvpi8hlOkD3cObtDBXdmU6YoSGvPsZ3nVuK2M6fSS5M/QjyVJpkysJjBBFR6HaQxsv1zWi38+5/ep8LryJb+P54DuRFv4Zw5c9i7dy8zZ85k4cKF/OIXv+Css87iqaeeoqSkZBy6KCIiIiJHoxAyLTJ8ww2yhztnN19w17/s/vaWYHZ9sxK3jRXzKkmkxy8gqi9xUeaxsbM1SCCSIJ02SBuZPs2u9NC3KnRflUmvw0qp24bZZMJlt1DqtvPw87sp9dizgdzxkjUe8V747Gc/y1tvvcWKFSu45ZZbuPzyy7n//vtJJpPcd99949FHERERkaNSyCXRjwUtfTH+xvIYG26QPdzqivmCu3KPnZd2ddDVG6fIZaM5EMFuMdMdifNuUw+Lp/loD8Vznm8sA6IZZR52toRIpDJZtWA0gdtuZUapOxu09VWZfG1PF280+PE6bbjtFtKGwaI6H6FoErvVDkBPJMHGPV34wwkS6fSU/ZyPeGv+8R//Mfv/559/Pu+++y6bNm3ihBNO4NRTTx3TzomIiIgcLc3l0tIX422sj7GRBNnDmbObL7gzgPZQDJ/LxvttIQwglTaIxFPMLHfjclgoSljzrp82Wo3dEfZ2hDlrdhkGEEumSacN9nf18tddHVy6qAbIVJl8bU8XTYEIZR579vG72kL0xlL8zYkVJNOHsobPb29j0z5/TtZwqn3OR/3uz5w5k5kzZ45FX0RERETGhOZyZWjpi/EzHsfYSIPs4czZHRjcdQRjFDszx4RxsE0imcZtt/BOU4Dp5W42N3QDg9dPG61wPEnaIJvJA4gn0zT4e0mlDWLJQwVKmgIRrGZTttJk8mBmrikQwWG1kIynslnD1mAMl/1QRcqp+Dkfdsn/V199ld///vc5t/30pz9l9uzZVFVV8YUvfIFYLDbmHRQREREZqeGWRJ/qtPTF+BmPY6wvyM5nNEF2/9L5XqeV7sihgA3A5bBktieSwGk1Y7eYcdstBGNJXn6/g2hibNZhzheU2q1m5lR6cdrMOA7OU4smUvhcNko99uwC3FbLwf+aTdm+G2TWeAOwWXLDmqn2OR/2J/X222/nvPPO49JLLwVgy5YtfO5zn2Pt2rUsWLCA7373u9TV1XH77bePV19FREREhkVzuQ7R0hfjYzyOseHOVTucI82xc9utVBc5ssEOZAKh3niSqiIHrT1RdneEgEyQZSlzj9nnZajMb7HTxrknVHDmrDIiiRTRRIozZpaxryucszyAz2XDbs0ElL3xFLGD9zltZoqcg4PdqfQ5H/andfPmzfzLv/xL9t/r1q1j2bJl/PCHPwRg+vTp3HbbbQraRMbY8T6JXkTkaGguVy4tfTH2xusYGyrIBtjREjzs+cBw5tg5bRbOnVuRHVYIYBhQVezk1Gk+9nSEs48Nx5M0BSIYBmOiLyjduKeLUCxJLJHGYbdQ5LCwqN5HezBGIJKgwmunrsTJnAoP8VSaSCKFy24hnTZ4vz1MMJqkORDBU+nFZjExp9KbrSbZ31T6nA97S/x+P9XV1dl/v/DCC1xyySXZf5955pns379/bHsncpzTJHoRkaOjuVwy3o7FMWaQWcOsrSfKCzvbD3s+MJLlAl7Z3ZFTDMTrsPKn7a28tqcLn+tQxspqNmG3mjGZGFPtwRgNXb0kUmmcVgsLpxXzk5f3srM1UxjFbjXz0SX1PPdua878t1qfg789rZ6WQAS7tYiqIgezyvOfD021z/mw57RVV1ezZ88eAOLxOG+88QbLly/P3h8MBrHZ8o/BFZGRO9KXbyg6dVL+IiJjTXO5ZLyN1zF2wN/LE5v28/SWZl7Y0c5rezp56IX3aejqzWk38HxguHPsvE4rFyyoJpE26AjFCUaTtAWjxJJpTqj0YsJEictGmcdOZZGTGaXuMctY9Z3bhOMpyr0OanwuZld4ePKNRl7d3ZUtJjKrzM3jrzXQEYozq9zNrHI3cyo8ROJp/vfNRlJpCEaT7OkIc0p9CaFokni/IiZT8XM+7C255JJL+P/+v/+Pu+++m//93//F7XbzwQ9+MHv/22+/zQknnDAunRQ5HmlBVBGR0dFcLhlvoxnKmE++C7YG0NDVi9NmZmGtL2cYYP/zgdEsFxBLpJhT4ckGVJAJnvqqRzptliGedWTyndvEU2lauiOcOr2EOZUeeuNpppe62N7SQySZGRrptFmIp9IkDv657BaKHJllCVLpNKdN9x0sZmKZsp/zYW/Nt7/9bT760Y+yYsUKvF4vP/nJT7DbD62b8OMf/5iLLrpoXDopcjzSJHoRkdHTXK7jw0TO/x54jI1makO+oKav2EY0kSYYTWTXIuvTdz4wmuUCQtEkv3xjP2fOOjRk0mE1YwKiydSYDTPsO7eJJzPbEk+lqS9x8qEF1bzwXjsvv99JIJLgslNqSKYNookU25uDlHrshKIJLGYTtT4n3b0J2kMxXDYLDpuZyiI7LpuF02aUjkk/C9Gwj+bKykr++te/EggE8Hq9WCy5EfcTTzyB1+sd8w6KHK80iV7k8FSkR0SgsOZ/j3bttnwXbB22Q5m1RCo96P6+84G+OXZtPbFsQGS3ZKoqVhU7BgVeA79DPzi3MmfeXJCxH2bosVsJxZIYRhqv00oiZVBf4ub9tnaaAxG8jszr1JW4eH57O8m0wfQyF8FoAhOZuW7vtYU4oaqIDe93YDWbKfXYWXHi2GUDC9WI94DP58t7e1lZ2ag7IyKHaBK9yNAK6SRNRCZOoS2iPtqpDfku2JogW6J/4Fpk/c8HvE4rZ80u47GX9ubMf5tR5mbVqbU570O+79Ayj43zT6okljCOaqjncC6klXns1BQ7WP9OK02BzBy791p7aOqOcumiWl7a1QFk1lwr99rZ3xUhmsgMiawqctAVjmMxm9jR0sPbjT3ZfrtsZhZPyx+jTBW6JClSoMZirRaRqajQTtL690uZP5Fjq9Dmf492akO+C7ad4Tjnzq3g9X3+nLXIBp4PhKJJXt/bxanTfCye5ssZ4vj63i5mlnnwOq1Dfod2hRM8v7095zt0uBfIhtuuMxRjd3uYQORQu3AsRTiWZHtzkPnVXjbs7qKpO8rpM0qxWsyEoklMpsx5UTCaZGGtj9d2dwKZgNYfTrBhdyd/e1r9Yd/byU6/JiIFTJPoRQYrtJM0UOZPZKIU2vzv0U5tGGodM4fNzFc+dMKgLFj/84HG7ghd4dzvxmC//+/7bhzud+hwL5CN5EJaazDKno4wtT4nKcMgmTbwOW3s6QjTFIjwgXnl+HsTVBc7+J+N+5lX5eXCBVXEkgYnVnn55ZuN/H5rMyUHlyUwAJvFxNyqIiKJFG80+KfsRbOptTUiU5Am0YvkKrSTtELN/IkcDwpt/vdYTW3ov46ZzWJmRpkbq9nMrJqhLwIN97txuO2GG9yN5EJaMmUQTaZo7I4QS6ZIG3BSTREOq5nOUJyeSJLOcJyOUIxip5X328NYLSZiSYNppS427e3CYjZl5/bZLCYuXVTLlgPd/H5rCydWZ15nKl40G/Y6bSIiIoWg0E7Shrs2koiMvb4gKZ+JmP892rXb8q1jVu51EI6njrhG63C/G4fbbqyCwEBvnB0tQd5o8GOzmHBYzbjsFqqLnVQXOQhFk5w2vYSqYgdWS2YV7z0dYS5cWMMHT6wgnjSATNByUk0xJW4b4VgKgCUzSnl7v//gsgC5SyFMtTVtdelPREQmlUIr0lNomT+R42l+ZSHO/55W6mbV4jp2tQXpiSQodtmYW1VEZZHjiI8dzfDv4X43DrfdWASBPdEE+7rCHHg/MwfNYTFR5LCRShtsbQyQzsRjdIRiXLqohr85sZLTZ5RS6rHRHowxI+ni1GklxJJpKrx2Ljulhud3tOGwxkilDeZVedjfFWZ2hQfHgCItU21N2wnNtD300EMsXryY4uJiiouLWb58Ob///e+z9xuGwe23305dXR0ul4vzzjuPd955J+c5YrEYX/3qV6moqMDj8XDllVdy4MCBnDZ+v581a9bg8/nw+XysWbOG7u7unDYNDQ1cccUVeDweKioquO6664jH4zlttmzZwooVK3C5XNTX1/Otb30LwzDG9k0REZHDGu2V7LFWaJk/Ob4d8PfyxKb9PL2lmRd2tPO7Lc08sWk/B/y9R37wCIWiyWwG5b2W4IRlNfrmf192Si3nza/kslNq+fjS6SMaGjeW23LA38tv327ild1dbGsO8sruLn77dtOw9sFQF4HMJqj02mntiQzZx+F+Nw633XCzmEO1iyfThKLJ7DpzALs7w9T4nKQNmFvlpcxjp9xrp7LIicNqxmIy8ZHTp3He/GqWn1BBPGXQEYoTjCbZ8H4Xsyo8LKrzsXxOGcvmlFFV5KTS66DMYyeZHnxOPpUumk3oL8m0adP4zne+w9y5cwH4yU9+wt/+7d/y5ptvcvLJJ3PPPfdw33338dhjj3HiiSfy7W9/m5UrV7Jjxw6KijJR8/XXX89TTz3FunXrKC8v58Ybb2TVqlVs2rQpu5bc6tWrOXDgAM888wwAX/jCF1izZg1PPfUUAKlUissvv5zKykpefPFFOjs7+cxnPoNhGNx///0A9PT0sHLlSs4//3w2btzIe++9x9q1a/F4PNx4443H+q0TETmuFVKRnkLL/Mnx61jOryy04jujmf89ltsy2n2Q7yKQ2QQ1xU5e2tXB9pZgdnHtfH0c7nfjcNoNN4s5VDubxcQZM0tp6Ylmb4sl0jz3biuL632ce3IN77eHsFpMdIXi/PbtZpb0Wxx7YB/jiTSPv7YPu81CicdOIpmm2GUlmTbY1tTD2XPKB713U+mimckosFRRWVkZ3/3ud7n66qupq6vj+uuv5+abbwYyWbXq6mruvvtuvvjFLxIIBKisrORnP/sZn/jEJwBoampi+vTpPP3001x88cW8++67LFy4kFdeeYVly5YB8Morr7B8+XK2b9/O/Pnz+f3vf8+qVavYv38/dXV1AKxbt461a9fS1tZGcXExDz30ELfccgutra04HJkPy3e+8x3uv/9+Dhw4gMlkGtb29fT04PP5CAQCFBcXj/XbJyIiE6DQTmDl+LSjJcjTW5qHvP+yU2rHZKhYKJrkiU37h7xQMZmK74z1tox2H+TrT6XXzmt7ughEEyys9WG3Hhoodyze777htke6QDawXTSR4s872uifANvTHuLFXR0kUmkuO6WWFw+uywaZgPXmS07igoXVefux4f0OfvziHrp7E6QxSKdhQW0R77UG6QrHWTKjNOf7drIci8ONDQqmEEkqlWLdunWEw2GWL1/Onj17aGlp4aKLLsq2cTgcrFixgpdffhmATZs2kUgkctrU1dWxaNGibJsNGzbg8/myARvA2Wefjc/ny2mzaNGibMAGcPHFFxOLxdi0aVO2zYoVK7IBW1+bpqYm9u7dO+R2xWIxenp6cv5keApl2IWIyJGMxfAskdEaq/mVR/r9nUrFd8Z6W0a7D/INXTSAQDTBnEpvTsB2tH0cqb4s5pIZpcyvKRoyCBrYzmmzMHDEosdhpdRjx2YxZ4uOQCZgm1PpoarYOWQ/zCYTFrOJ3niSzlCcznCM1/Z0sXRGKQtqikmm0jQHInSGYnjslim3pu2Eb8mWLVtYvnw50WgUr9fLk08+ycKFC7MBVXV1brRdXV3Nvn37AGhpacFut1NaWjqoTUtLS7ZNVVXVoNetqqrKaTPwdUpLS7Hb7TltZs2aNeh1+u6bPXt23u276667uOOOO474PkguXbUWkclGy3PIRBuL+ZXD+f2dSsV3xnpbxmIfDBwW2BWOD8qwjaaPx0q+oeMlbjtVRQ5qfU6cNgtzKr1YzSbsFjMn1xczu8Iz5PO57VZCsSSzKjyUuG0kUwZOq5kSj43eeJJpZR4s5kx1Sq9jwkOcMTfhmbb58+ezefNmXnnlFb785S/zmc98hm3btmXvHzjs0DCMIw5FHNgmX/uxaNM3svRw/bnlllsIBALZv/379x+273Lk8eDKuImIiAw22vL3w/39nUrFd8Z6W8ZqCYL+WatppW6cNjOVXjsVXjtFDisVRQ4qvXaiiST+cJxntjbzyvsdtAdjI+rvQGM5yilf1tBuNXPO3HI+dvo0kkmDOp+T+hIXS2eW8pEl0wZlxvr3JxhNcOWpdXSGYjy7rZU/bW+jqSfKc++2sbujl4auXoLRJB2hOHs7e6fcOeOEf6rsdnu2EMkZZ5zBxo0b+bd/+7fsPLaWlhZqa2uz7dva2rIZrpqaGuLxOH6/Pyfb1tbWxjnnnJNt09raOuh129vbc57n1Vdfzbnf7/eTSCRy2vRl3fq/DgzOBvbncDhyhlTKkY2m3K2IiEh/Kn8//Mqqw/39nUrFd8Z6W8ZjCYL6EhezKjw8t62V1n5BWZHTyin1Pv6yo513W4MAzChzs/bcWZxc5xvx64zHKKehCp4ALKzzHXae3MD+tPZE6QjGWFjrozkQJZk2qCpysGmvn7oSF6kBYzGn2jljwX1rGYZBLBZj9uzZ1NTU8Oyzz7JkyRIA4vE4L7zwAnfffTcAS5cuxWaz8eyzz3LVVVcB0NzczNatW7nnnnsAWL58OYFAgNdee42zzjoLgFdffZVAIJAN7JYvX86//uu/0tzcnA0Q169fj8PhYOnSpdk2t956K/F4HLvdnm1TV1c3aNikjM5UGnYhIiIT53gcaj+ayqrD/f3tC0w27ukiFMuUdHfYLXjtFs6cXTapguLxCLLGo7ptQ1eYQPRQ/xKpNO+3hXBazdlqkpl2vTz20l6+fslJw1oXrs9Iq162B2PsagsSiCQocdk44TDr0A01dPxIBVkG9ieRSvNuSw/heJILF1bzXmsIr9NGmcfO9FIXM8pc2C0WHHYLJsOgMxyfUueME/qpuvXWW7n00kuZPn06wWCQdevW8ec//5lnnnkGk8nE9ddfz5133sm8efOYN28ed955J263m9WrVwPg8/n43Oc+x4033kh5eTllZWXcdNNNnHLKKVx44YUALFiwgEsuuYRrrrmGRx55BMiU/F+1ahXz588H4KKLLmLhwoWsWbOG7373u3R1dXHTTTdxzTXXZKu4rF69mjvuuIO1a9dy6623snPnTu68806++c1vDrtypAzPVBp2ISIiE+NYlr8vNEc7v3Kkv7/twRgNXb0kUmlsFjMzyiZnIDweQdZw98FwMsGN3RGSKVhY6yMYTZBIpYkkUiRTaTYfCLBqcW1O+4auXna1BUcUtI1klNM7TQEee2kvDV2H1p2bWeZmzfKZ2K2WQdvS6O9lR0uQ7kiCEreN+dVF1B/hokljd4SeSIJKrx2DzFIBcys9RBMptjYGOHV6CfFkGosJzp5TzhsNfvZ29lLsygzFrC5ycO7ciil1zjihW9La2sqaNWtobm7G5/OxePFinnnmGVauXAnA17/+dSKRCNdeey1+v59ly5axfv367BptAN///vexWq1cddVVRCIRLrjgAh577LHsGm0AP//5z7nuuuuyVSavvPJKHnjggez9FouF3/3ud1x77bWce+65uFwuVq9ezb333ptt4/P5ePbZZ/nKV77CGWecQWlpKTfccAM33HDDeL9Nx52pNOxCREQmhobaj9xwf3/7AuJwPJWT5QnHU5M2IJ6IQkLDzQT3ZUDt/bJqu9qCdIbjACRSg1fv6omMLMM03CxrezA2KGAzAV3hOD94dicfnFeBP5LZnjKPjZNqivmPv+xme8uh6uknVRdz7YdOYOnMssO+Xt/adH1DQnvjSVw2C6vPmoHNamZRvY85lV7Wv9OCvzdORb9jsTUY4/V9fj60YOgpTJNNwa3TNtVpnbbhOR6HtIiIyNh5o8HPCzvah7z/vPmVOQv5SsZQv78rTqwkkTIIx5PEEin+8l7HkNUMx2o9uKlsJOvD5Vv77YC/l1d2dwJwxal1vNnQnXP/9RfOY/kJFUfsQ1+WL5ZI8X5biM5wfFCZfji0Tze838EP/rgz5z633UKjP/M8n1k+i3A8BUCx08Jz77YTiiWyASaA1WziooU1XLyoGrPZnM3KAdn+ROMpNrzfwdamALFkmkTKwGUzs6DWxxv7uihx22nqjrD8hAo2vN9JmcdGNJHGbM6MfnPazMyp9PJ3Z84o+GNxuLHB5LoMIseN8RiqICIixw8NtT86+X5/HTYTL+xopyucCTCKHFa2NQeYU+ml2Dm4UuJYziOaqoVkRpIJzpcBLfPY8blseOxWwgMqJM4oczO36vCBysDgPJ5M0xGKccbMUlp6otnAzWzKPF88meaNBj/dvXFOrPLyfkc4p/BHX6Yukkxlb4sl02xp7ObEfkGT1Wzig/MqefH9DlqDUWZXeDGbYFaFh73tIdpDceKpNKlUmuZAlFkVHn69uZFEyuCMmaX8ZWc7wWiCUo8dr9OGAYRiCYpcFk6sKSJ5cKhukdOG3WrWnDaRY0FrHomIyEj0P8H32Cx47JbsVf/+NNT+8Pr//ubLCDlsZqKJNLvbQ3nXDxurgLgQR92MVRA5kqJr+YqluO1WPnRSFT6Xjef7ZZT7qkcebj5bvvmedqsZr9PK6/v8nDrNR3song2mGrrC7O3MDIc84O+lobOXs2aX8eb+blJpg2S/4Zku66HPXO/B/6bTh157YW0xmxr8HOjqZcbBfVjusfP7Lc00dkeoL3ERjqVw2y3sbAvRGoxx6rQSXt/np9rnZOM+P6UuGzazmUqvg3KPjXKvA8MwYQJqfLmf66l0cWbqbImIiIgctwae4Pc/4ex38X9UVQHHwmTLHOXLCJnIFHpoDcYIRhM589rGKiAez0IyR7sP8gWRZR4bK+ZXEksYI3q+kWaChxqBFEmkWFTvoyeSpNhlZe5hqjj2yVfkw2G3UOm10xyIckKVl5PrLbhsFv7yXnvO56fMY2dna5Du3jjnnVhJazCGx27B67DQE0tit5gJkzq4DRYwmfA4LNSYnaTTMKPcw1sHujl9RgmL6n2kDQObxYzTZqEjGMNls9BysA89B4uunHNCOfv9ERzWTJ+6euMk0wbdkTjN3ZmMWjSRIpFK52znVLs4U7jfEiIiIiLDkO8EP23A3o5wdqhYMp2e8KH2hZg5OpJ8GaHOcJxz51bw0q6OnBPlvrlvYxGUjlchmaPdB/mOMbMJnFYL//6n96nwOrIZx+EEcqMpumaQCZwBKoscI6oSCfmLfMChiosum4XTZpSyoyU4KFPtdVj58Gn1/ObtZna2hWgJRLFZzdT6nHzm7Fl0hqMUpa047BY8djNnzSqjrSfK3s4wAHMqPZxzQgXvtYZ46u0mwrEk1cVOgtEE586tYGdrEH9vnGgiRYnbjj8cJxhN0toTJZ5M0Xuw+I1BJrv3fkeYpTNK2dTgx9yvmvtEX5wZD1NnS0REROS4NNQJftqAvZ29LKzzcUrNyBcbHkuTdQmCfBmhtAEtPVHOml3GCVVenDZL3rlvcPRB6Xis2TqafZDvGCv32LOBj+NgZcehArmB78NI14cbskDMvEoS6dzgsK+/QwWMLptlUMAGmYqLL+3q4NTpJUD+fVDusfPirg56InFmlLmpK3Vht5gp99j57duNLJlRSnNPFLvFjMtmZvWy6Tz4/PvZx88oc/O7Lc3EEqlskGU1m3i/PUwsmebs2eXs7ghnXysaT2G3ZNq19EQ56WCg3vfYVNrgzf3dnDGjlHPmluOyW3MW8M4EnpMjq30kk7fnIiIiIozPCf5YG6/M0XgPtxwqI5Q2IJE2OKW+BK/TOmQ1xKMNSsejkMxo9kG+Y8yAbODTl3HMF8j1Pf/A92FaqZtVi+vY1RY87PDGoYLNhq5eHnrh/bxz0PINCe4LGBMpg0A0QSptEEumSKUNLGYTDquFQDSRXUIg3z5Ipg3ebe4hmTYwmUwYRiboaju4Zl9lsZNX3u/EbDZRU+zEYbPw6eUzaO6OEomnmFHmxkgb+HsTlHns2feuyGGlrSeK25FZsstsMtESiHJidRGzKjxcsqgGu9XM6TOcbHi/E4v5UFatwmNnepkbt93KaQcrwk7GrPaRKGiTgjXZxv2LiAyHvtvG3mSoFDkegeWxODEdbkZorIPS8VizdTT7IN8xFkscGhpqs2QyavkCuT4D34d8+297S3DQ/sv33saTmUIw0USaxdMyWeRyj53ntrXS1RtnZrmHRCqN3WImnkznBIyJdJr6Eheb93cTiBx6Xp/LxonVXpIHK4fk2wfBaJJk2sh5P+xWM9tbggSjCZIpA+/BiqKN3RG6t7WyZvlMYkkDs9nMfn8vJW474XiK9MFVxwKRJLMrPASiCYKRJCaTiWA0wZIZpZxU4+Wv73Xgj8Qxm0y0B2N8eEk9RQ4rHeE4DqsZE5ksXF/ANlmz2kcy+Xosx4WpeIVERETfbeNjPE7wx9pYB5bH8sR0OMvwjHVQOtLhg8Mxmn2Q7xhz2DKBmtOWKTEP+QO5/vreh5Hsv3zvbTCaIHrwtWLJzH8NoMHfiz8cx2YxZ6s3Om1moklvNmC0mc00dUeoLnZSXewkmTawHsxcNXVHsJoz/c63D6wWEx67lRllbkKxTL+SKYNg9OD9/TJgFrOJpkCE3niKzlCMeCrNrHI3HeEYFV47NT4nkUQar8NKc3cEwzCYW+UhZVSxoKaIWDJNc3eU+bVFROIp7FYz6bTB3o4wJ08rJhhNEmTwsgSxRGZIZXWRnZRxqNCKyTDoDMePOqs90RS0ScGZqldIROT4pu+28TMeJ/hjbaSB5ZEysuM13HIoR1qGZzyynWO9Zutogvt8x5iJTLDgdVqzc9cctkzmx+eykUobNAci2PutG9b3Poxk//W9t/FkmmA0QTyVJp5M47ZbiMRTOKxmgmRK7PvDmcqKyX5rqPUtzxDozSxwbbOYKHbacua09S19XV3kwGY5FHgN3AfJdJq9HWHagzFcdkum3L8JzGYTdSUugv3WjHNYLZjIBJg720JAJqjzOW2ZPqYM4sk0OAwcNjM+7Lyxv5vNDd1UFTnYvL+b/f5ewrEU0UTqYN/NnD6zhA/MrWAfkUNrvHWE2LTPTzyVJpFMU+SyUudz8ZedHdn15PoKrUQKYLj00Zj4bzGRAY71D5GIyLEwWec0TRZjfYI/1kYSWA4nI1to8/jGIiiF/AU0xuo3f7TBfb5j7JwTKnhhZ3vOUhPzqr3sagvR3W/oodNm5vTpJRiGwRsNfvzhOPFketAad30CvfFsEQ2PzYIZg23NgWx2rTeeJJZIs3RmKX3JLROZOWe2g0VAMDKZMYBIPEXq4HDESCKVrf6Zr3pkX4DU/33rv27fBQsS/PzVfew6GIjNrvBQX+Ji2ewy3m0O5jy2zGPH0W8b93b2svLkahq7I3QEY9gtZlJpg9kVHs45oZyucJzTppVQV+IinkrT3B3JDqMEcB0MVNMYnDe/EpfNwh+2NfNmQzeRg++NxWzijQY/00rdnFDh4b2D/RxYaGWyKYxvMpF+Cu2HSERkLEzWOU2FaqhgtZAv6g0nsBxuRrbQ5vGNNii1WmBGmYe9HWH6kkTjcSyPNrjPd4xVFTuzz+c6WEkz0JvICYhcNgtuh5U39nXRGoxT4bWzrTnAnEovxQeHVvbpiSbY1xXmwPudAFQX2XE7rLhslmzQ5rBa8DgywxT78mKxZIpZ5R4O+HtpCUTpDGfyZx67laUzS7PHjNtupS0YZeXCauKpNOFYCo/Tit1sYm9nODs3bCg723o4odLDgtpiEimDWp+D7nCC53e04bJbs0VCzCY4ud5HucfOqsW1xJJpXDYzJW4bvbEk00pcJA4Ozaz02NnfGaEnliCWTBNLpunujbNyQTVbm3sIx5KYzSYi8RR7O3qJxNMsWVDKlgMB3tjXnX1fIJNJ7O5NEIz2cPrM3G3pX2hlslHQJgWn0H6IRCYDZVsK32Se0zQeRnPMTuZg9UiB5XAzsoU4j+9og9J4Ms3m/QF2toQ4a3YZ7aFMsDFex/JYB/f9n29HS5CGrl7Oml2WWbg6mcZqNtHQFeb5He1cuqgGyGTFfE4bu9tDLKz1ZTNu8WSaUDSZMzcuZcDzO9o5qcbL2XPKSaYNHFYzkUSKV3Z3cv78KgDag3HOmFVKqdvG5gOB7ON9LhszytzZ16gvcTGj3MOz21oHZdouWFh92GOnsTtCPAkOq5XgwcWv9yfTnFxXxKfPngGY6I2n8DqtOCxmUkaaXe2HAnGn1c4ftrbSFIhSV+LEabNQX+JkZ3uYF3d20BmOEYmnKPPYMQEXnVzLSdVFvNUYyMyXs0HaZWA2wRsNfpq7I4RjqZxqkuk0OO0WovEU8X7FYJw2M3MqDxVamWwK99tcjluF+EMkUsgm8wns8WSsv9sm81Dy0Ryzkz1YPZLhZmQLdR7f0QSlfUU1ookYA3MghX4sDxSOJ0kbZANPgM5QLDunq69oSP8FyoPRRHZpAJvFxBkzS2npiWYfH0ukSaUN3mkKEk8alHsd9A1CnF9dTF2Ji0X1PsKxJH/e0Ua518GqxbUkUgY2i4lwNMnGfV18YF5l9jkbusIEorn7IRBN0NAVPuL2QaZiZF+frWbwumz8clMjB/y9WM0mzGYTs8rdXHpKLWYT2aCtf7GUIqeV1p4YC2uL+c1b+2gJRKnw2jGbTNgsZrojCZ7b3spHl9TT9E4LJpMJt83C4uk+bNbMmoB1PicdoRjTSl3YLGaSKQOX3Ux1kYOOUBy3zUKl147DZqHMY8d9cB23yWhy9lqmtEL9IRIpRFP9BHYqGevvtsk6lHy0x+xkDlaHYyQZ2UKfx5dPvuO2fzakL6jpr1CP5Xzy7b/+29dXNKT/AuUzyt0UOW247VaiiRR/3tFGvzoi2SqVMHgZAbvVzLRSN/NrinijwU/KgL2d4ZzhggMzTI3dEZIpWFjry2bLbAeLpSRTDPoM9c+KxxKpQXPxZpV7+J+N+9nVFsoGRgDNgRi/fL2RDy+pY1d7JhjsK5bisFqyj0+m03SGYhgYpNKZv0gihcduoTMUI22QHeo5t8rL4mk+bGYzRQ4rXqeVy0+p4bdvNxNPZTJwNkumyuQp9cWEY8lsAN0RinHGrNJJe/G/cD/VclybjD9EIhNhqp/AHmvjPcx0LL/bJutQ8tEes5M1WB2uvoxsW08sWymwr/pgVbFj0Alnoc/jg8En/ZVeO53heDYwsfcrjd8X1PRXqMdyPvUlLso8NiwmU2Z4ZCKNp8qLw2ImFEti6te2LyN35uzynOGV6QHpRhOZoYutwdigZQT6Z+k9divFTlveYKx/5cp82bL++n+GDvh7efrtZhq6eg+W7PfQ2hPF57Zl5+LFU2l2tYWwHlygu4/FbKKzN0YybeSU/LdbzDlLBqTTkDYMKjwOyr12IokUFlNmmGWJ20ZFkZ3Vy2ZkCpqkYcuBAE6bheaeKOFEEhMmLj65ht++3QSYiCfT1Jc4mVddlHMRwOe0MaPMM+x9WWgmz6dAjjuT4YdIZKJN9RPYY+lYDTMdq++2yTqUfLTH7GQNVofL67Ry1uwyHntpLw1dvdnbZ5S5WXVq7aS7eDnwcxVPpjMZj4NDANMGFDltOG1mfE5bTlADhX0s5+N1WjljVu7+S6UNfE4bH1taz/vtoZz2A7cv3+e6Mxzn3HkVbDnQnbOMwIwyd06Wvv9jBwZjA4O7w+n7DIWiSX69+QCdoXhmUe6UQTiW5LTpPt5o8OO0WrBbzYRjKaxmE6Uee87csj7xZJr5B9ddq/O5OKHKQ2tP/NAyCdZMJnBfZy9twUxwZwKKnVZOmebDY7cQjCRIO6xMK3XxVmOAxs1NNHdHsFnMeB1WLlhQzec/MJvGQAwTBl2hOPs6eznvpEqqi53ZRbj3doQn7cXMyfXJFxGRHFP9BPZYGa9hpuOZuZusQ8lHe8xO1mB1uELRJK/v7eLUaT4WT/MRS6azJ5yv7+1iZpmnYPftQPk+V3arGa/Tyuv7/Jw6zUd7KHPyfsas0mz1yD6FfiznE4omeW1PFxVeBw6rOZvtslhM/HlHO4sPbjPk376hPtcuu4WT64tJpsgeE15H7vvS99j+mbEjBXcD9f8M7e0IE08abDnQQ1Mgkm0zo9TN5YtrmVXhweOw4g/HqSxyDgrYUmkDfziO1WKiKZDZZr8txgmVRXRH/CRTBhazibRhUOS0YhhGdvinxWyitsRFNJFmS2OAX7/VzOxyN067hQU1RXRHErSZDi0I/tZ+P/9n6XS6ehM4rBZsFjNbGgP4w4nsItx9JuvFzMnzKRARkUGm+gnssTIew0yPRebuWA4lH6sAdLTH7GQNVoer71gs99gzNxiAyQSGMeZDnsd7OPBQn6tipw2n1cIJVV5Orrdkj9u+x0zmaRF925xv6KHblh60zfm2b+Dn2mWz8Jf32gnHD62fFgQ6QnG6I4lBF5Uqixy47JYjBndH+gx1R+Js2NVJeyiWnSdmNpto7onym81NXHfhPJbMKKU9GGN2hScnMwwHlyCo8OQMfzWMTJA1r9LL9DI3ZrOJiiI78yq9BHqTtAWjpA2DSq8Dq8VMjc/Fno7M87odloPFWNKcN7+SjXu6KHbZmFbqYktjgHnVRTy9pZlEKk1NsYsLF1ThtpsJRnO6NWkvZk7OXouICDD1T2CPlbEeZnosC8Qci6HkYxmADjcbcDijDVYLbYmM/v3pDsep8Dp4dXdn3oWPI2OUJTgWFxUO97myW804bRaWDFgTrNCHrR3p2Dmabc5n4DIC/QO2/voH8vm+d4YK7obzGYomUrSHYvREEjkFUGyWTOa3bxHuyiIHa8+dlXdI7+Wn1OYMCe0Mxzl7Tjkv7eog3h6ixueiyGnl6a0tLJ7m45RpxSRTBrMqPPxlRzvPbmtm6cwyIDMH0GEx0RNJZMr/AxVeB43+CP7eRLbQisVsZl9nmJd3d/KFD86mtedQJc/JfDFTv+YiMuUU2gnZaAxnW47Xwj1juZ/HepjpVCoQM14B6JGyAUdytMFqoS2RMbA/J1R6eOrtJqKJVE5Rh9ZgjJd2dXDq9JJRv+bh9ulz77Zy2Sl1dIXjo/5sTfbh2wO/Y6xmEy/sbD/ssTPSbR7O99hQgaDVnKncuL8rzJ6OEHarmQqPnVA0wcAinG09MbY0duOwWUa0GH2635DFPolUmrRh5Mw/PLnOx9cvOYldbUF6IkmKXVZK3Db+uK2V3ng6p6hOMpVm5cJqPA4riVQah83MzHI325uDbN7fTdqAFfMqeWO/H58rU/Dkb+ZV4Dq49prDaqbC6+Cjp0/D57KyrTnIpn1dmDi0qHdFkQPDMOiOTJ2LmZOz1yIiQyi0E7LRGMm2HG+Fe8Z6P4/1MNOpVCBmrAPQkWQDxlqhLZGRrz+JVJquUJxYMjVonlAgmiCRMgY9x0gvXgy1T80mcFot/GzDXkymQ697tJ+tyTx8e+B3TKXXzlsHAnid1mzVRBh87Bxumz12C4Zh8EaDH6/dit2WWWusKzz4e6zEZT9smX2rGU6o9LJu437agzFMpswcsmml7kzBk7ZQNnDriSbY3R6i3GsnGE3mvM7h9qnTZqG+1MWC2mK8TivJlIHNYqY3nqTCa8c4uMB133Hnslko8ziygWGpx47VArFkMlvIxGk1U1nk4LntrdT6Mgt+VxXZOaHSSyyRpjuSIG0YeB0WfC4bPpeNbc0BDvgjTC9zU1vi5P22MDtag/xmc9PBoM7KmrNnEY4lmVPpzWbhQtEkFrOZ8+ZXTomLmZO35yIiAxTaCdlo9G3LwLLf8WS6oLZlIrKaY7Gf8/V7LIeZTvYMQ39jHYBOZBay77XjyfSgcvoTkQHN91509yaYUeamoauXWDKVPVYGrrUFR3/xYqh9Wu6x89KuDlx2CzW+QwHVaD5bK+ZVDpmdKoTvsHzyfccYQENXL06bmYW1vpwAqv+xM9SQdasFqn1O/vBOC2kjt4qm2ZTIlvnviSTYtM9PayCaHRJZ6bXTEYrlBIyzyj08/loD77YE8R7MWCVS6UwAB3x4SR0728LEk2l2t4eIJtI5yykMZ58WO22smFdBMm1gtViIJlK47RYqvHY27O7ij9vaqC52YjbBrAoPDV1hkv1GcXrsFk6q9bG9uZED3RHSaVhQW8SWxgA+16HAt6k7SnWxk55IgqpiB5FEGpfDyvzqIrp6M1Ugk+lMf9p6opR77fRGk5R57DhtFkKxFNtbeqgrcRFPpukbDGk2m6gqcgxrOOpkUJifFhGRozCVhqQ1dkdo6OrN/tj2cdrMRJPegtiWicpqjnY/H67fYzXMdDJnGAYa6wB0IrOQ4Xgym3XIt/jwsc6A5nsv7NbMel71pS58LhsOqznvWlujuXgx1D41yAzDnFflHXTf0X62yjw2zj+pkljCmDTDt/N9x8QOHi/RRCbgH1hkpP+xM3DIutVsZldbkL0d4WxwFowmMoF5IsVZs8uyFSXLPXae29ZKscuWfY3OcJwzZpby+r5DZfajyRTvtgQpclizi3dbzGZiiSRvNPi54rTa7OtEE2mqixyDllM40j61W81UF7t4bMM+tjZ2A+B1WJlT6eWjS+p5vy2c0+dANJET0O7r6mVTg5+FNcUUu2wkUgazKzy0BWM0dUdw2syYTCZSaYNQLMlp00qoK3US6E1S6rVRV+LkT++2YTWbSaYNKoscOKwmTqkvYfP+bso9dopdNnqiCbYcCORshwmYW+WhyGHLyQYW8nF3JJO35yIiA0ylIWndvfFBJ5aQOWHY3R4i0Bsf4pHHxlhlNY8mUzea/Tycfo9FMDyVCsSMdQB6NEHgWGV0bWbzYT9XVrN5iEeOj3zvhQmoOriQcn2JKyc46P9+j+bixVD7NJZI47RlAsR8juaz1RVO8Pz29oIZHTAc+b5jHLZDx8bAOV4w+LgdWEhkb2duZcW+QKs1GKP/gNe+wNllPzSfMW1AS0+UU6f5OKHKi9NmYXd7CG+/gA0ODm89OO8rHE1lX6e6yMGyOeW81xIkkkxls8t2q3nQPm0PxtjVFiQQSVDmtrPu9f3s6wzjdVgxDPA4rOxsDbKlKcBZs8o44I8cvKhgJRRL0tjdSypt4LRZsJhNlLntbG0K8MruTgBmlHtIpw1OqffREowSS6SJxJOcMbOMF3d1YDGbiCUzx6HTZmH5CeXsaAkSSxqcPaeMF95r54/vtpJMG6TSmTlrtT5ndngoZD5D86q9LJ7m47ntrdlAebJOlegzOT49IiLDMJWGpKUNY9CJZZ9oIk3KMPLed6yMRVbzaDN1o9nPxzIbO1UKxIx1ADrSIHAsM7o2iwmf00Y0ERt0n89pw2YZvDDwaBwp2BxyIeW5Fby+z58TPA18v0dz8WKofepzZ7Io/Yf+9TcRn62JGII9VDBd53PidVgzpepNJhx2C2YMPA4r8WR6yIxO3oxqvzL4sX5VQ2KJzMLSVouZzlAsZwhveyjOyfWZ6pMdoVje4NFqNuF2ZOaTLagrJppIsaUxwHPbWwnHDo1d7Msu99+n7zQFcipAfmxpPduaekilDxUjcdstXLCgOlPdNBBlZ1uIqmInNrOJFSdW0h6MEUmksFlMVBU5+fN77TnbZ7eY2NoaJBJP8sF5lbzXFuKkmmI27Mk83xmzSokl0xQ7rfx1Zwfbmnuo97l4ZU8XS2eU8EaDn2g8hdlsIpkyMJkyVSxnlLlZXF/CqdNKKXJaaApEiSVSlHnsxBJpHHYLJsPguXdb+djpk+cCQn+Tr8ciIkOYSkPS3HYr1Qevtg9UXeSY8AB0tFnN0WTqRrOfj3U2dqoUiBnLAHQkQeBYz1ONJFKcO7eCl3Z15C2n31fCfCwMFWyumFdJIm0MOecrbUA0meIrHzrhsEMKR3uRKt8+LfPYCcVSBfPZmqgh2Pm+Y/y9cVYurOaXmxp5tyWIxWzKyej86TAZnXz7qshpywx3HzDXzGk3U+K2sa8znFN0ZmCQNa3UxdwqL7vaQoOe+8RqL7Mq3Cyo9dEejPGrNxpzAjbIXPwLHZwXBpkM28CS/fFEmkgihWEYmUDegMXTfLzR4Ke1J8rsci/VxU4qvHbaemL8eUcbsyu8vNMUwGw2sWK+nfjBAMxsNmEYkEwZeB1W9vsjFLky21LqsdPkj+B2WDCMzJDOvnUKa30uPji3gnKvgwqvnfnVRby2pwu33ULaMMDIfE+k0uB1WHA7bcQTKWKJNK/u7sr7OS+E6QVHQ0GbiEwZU2lImtNmOezJpdNmOcyjx99oTxhHc1V+NPt5KmVjx8pwMxmjCUDzvcaqxXUHy4MnKHbZmFtVRGVR7jyhsc7euO1WWnqinDW7DAOyyw2YyAw/O22MChYMFWw2dPXy0Avvc+o0X3YO09HO+RqLi1T59mmhfLYmsrBUvu+YUredP+9oZ1q5i9qUk0QqjdViZk9HmEBvImdeWk8kwcY9XfjDCRLpNB6bBY/dkrPWmt2aCcJC0WTOXLPqIgdOmxl/b+5oioFB1vRSD59aNpOfv7ovJ3CbW+Xl08tmMr3UA0DXwflwsUQq57ekzufk/PlV7GoLst/fS3dvHI/Nwkk1RbjsFhIpA5/bhs9pw98bxzAyWbxSj4POUGcm+5ZOs7UxwAfmVhCMJWnqjjC9zMPOg/2ZX1NENJFiZrmbORWe7LDJk+uK2dNxKChNpg3KvHZKXDY6w3ECkQTBWJIrT63jpV0d/PrtJna1huiJxjP9s1l4fW8XkFl3fla5h9Om+2gNRmnY182MMhe/fbuJcCxJImWQTKexms0kUmle2tXBSbXFY3GYHHPH36+TiExpU2VIWn2Ji1d2d+Q9uYwmU2OaNTya4UejPWEc7VX5o93PUykbOxaORSZj4GsMVWlue0tw0OuOdfamvsRFscuWPbkGshmOsdz/+YLN/lX8Fk/zZW8fyZyvgZ/V80+qHLJk/NF+5xXKZ2uiC0sNfB+iiRTNgSi1PmfmOzmRJo2BGXi/I5ydl2Y2QU2xk+e3t7Fpn59yr2PIY35GmZsVJ1aSSB0K2BPJNMvn5L9gd8bMUrrCcSqLHHidVhbWFfPpZTPoiSYJx1J4HBaKnVYW1BXnDKNtC0ZZubCaeCpNOJbC67RQ4rLxx21t9CZSmcImiRTzqry81xrize3dGIZBmdvKnEoPDV0mAgfXO0um06TSBuVeB5F4ilTawIDscM3+1U3NQCCSIBxLsnl/AMgEfhVFds6YWcb86kymzuey8sa+LrojCeZVefE4rJxcW8z6d1poC8VYUFtMbYkTM/D7rS2cObOMa/7mBPZ3hbFbLbQFo7x9IMDCuoPBmAmaDh4/aSCZSmMygcuWGcY6mea39ze5zmJERIZhKgxJ8zqtXLAg90pvkLHPGh7tSftos5pjeVXegEFV0YZyrLOxhbzQ+7HIZOR7jaEqzeV73bHO3hyr/Z8v2Oyr4ge5c5hgdFVP+4ZbjuVFqqP5Dh3r97YQCkv1fx/ebPAzo8ydE0wFowk8ditnzS7LzvnqWzahfzGRtAF7O8LMKHMzt6qIZDqd3VeQCVD7vsdShkFbcOhs8MAqlX3ruR1uGG1VkZNntrbQ4M8UCSlz23HYLMyucLOlMUDKMDixuog/vNNKPJmm3JNZYuCl9ztZubCa9e+04LJbSKUN3DYLPreNk2qK2NcZpsRtwzCgJ5LEZjFR5MwMszWbTITjKYqd1oOVH+0YBplCI4k0rYEoboeN/f4o8WQam9mMy5YZHplIpnE7LHSE41jNJrrCcdqDMSq8DnwuGy/v7qDYbeX3W1vwOq24bRbOnF1Oz8E16NKpzBy8UCyZ7TdAKJUg6LDknQs4GRTGL4eIiAwy3lnD0Z60j6Z/o70qP5oM0bHKxhb6Qu/HIpOR7zX6quMBg0qnD3zd8ciMHov9ny/Y7F/lr/8cpj5HW/X0hZ0TV5nxaIe9DkehDWV22SyDsl8Ws4mmQITX9nSxZvlMApFkzvFt61dsJG3A3s5eFtb5OKUmk2nN9x1hGAb1JS5aeqKHlgfo14/DVanMp8xjZ8PuDrY2BUgefMJyr503G/w0dIWZU+lla2MAl93CzrYgHruVk+uL6QjFCEWTPP5qAxcurGZhXTE9kSTVxQ5ae6K8uKsDs8lEMJYibRiYzZl16Br9EbrCmUz22we6OWNWGWazic37uzGMzHDGmWUeTqjyEoxm2h3o6mXlydW8tb+bv+7sIG0Y1JU4mVHmpsJrpzMUZ3aFB/fBAGxmuYdan4vLTqnF57Kxo6WHd5oC1BQ7s+91idtOJJ4i3m9eYJHLRonLpqBNRETG3nhmDcfipP1o+zeaq/JjkSEa72zsZFjo/VhkMsLxJGZTJvvQN6TMbDLhtluIxFN5T576v+54ZcbGe//nCzb7qgXmWy8LCqfq6XDlCzisFphR5slZjyzfsNfhKLShzImUQSCa2xeH1YLVnBk62Hcs963nNtTSCX3H91DfEYmUwev7/DnzHvsczXa3BKJEk2mqipykMUinwW7JZAAP+COcObsMgHTawGIyEY4nsZgyR2hXb4K5lR7CsSSxZJp4Mk1XOM6i+kzfNjd0H+xzmsXTSphd7uaF99oBDpbgh/dagqxZPhMTmSIkVouJjmCM1/Z0cvrMEhbWFmOf7uP1vZ2AiVWn1pJMGcyr9tLSE6W1J0oibZBMGbQHY9n53C2BTOBY43PSG09x1sxSmgMRanwuYqkU8VQ6u9ZdLJGpNhmJp0gcHM45GSloExE5xgplyNxEDz862oxHIZ7ADjQZ+ngsMhkeu5WaYmdOhmLJjBIa/RFmlLlzMhFDve54ZMbG+zOYL9gsctqYUebmjJmltPREc9oXWtXTI8kXcMSTaTbvD7C9KcjJ9T72doaxW8zEk+mjulBRaEOZE+k0cyq9Oev8Wcwm6koyi6D39dFhM2crPeZbOqHv+B7qO8JuNeN1Wil22bIXOhx2C167hTNnl414u9uCUZIH58yF45msmN1qIpVO84F5FUwvcfGBuRWcUOVl2ewyGrsjuOxWFtQW43FYWTKjhI27u3htTxfWg2uo+cNxrlo6jcsW1RBOpKgpchBLGfzu7SZK3HbcditmU2ZNtrmVHjY3dLOjJUg6bWA2mzCTyUJazGa2t/RQVeSgJRCj3G0jcyQb+Fw2kimDPR291Je6SKcN0iYTLYEIZ84q45y5FdSXuihz2+nqjfPCjjbmVmW+U8PRJEuml/Jucw+doRixZBqTyURNsZNF9cWYJmnUpqBNROQYKqQhc4Uw/OhoMh6FdgKbz2To47HIZJR57Ly+z58zpCwcTeJz2WgKRJhd6RnW645lZuxYfQbzBZsOm4kXdrRns1D9X3syVT3NF3AEowkCkQR7O8JML3ez7+Bi0k6bmWjSe1QXKsZrKOvAAM1qNuUsuwD5y/YXO20srPURjGYyazbLoWzawrpinDYLLlsmi9y/UmT/5+w7vg/3HWE2mTAMg0g8RSSRIo2Bc4i18460fSaguTtCd6T/EEy4ZFEtG/d00d4TY0drkLoSJzXFLs6YVcYbDX6C0SSL63387xtN2KwmTqwuyhQaSaUp9dj55RsHMJnNvLanixKXlbXnzmLFvEp2tYdJptNYzCZqfZnlAH7y8j6aA5kLFQ6rmXnVRVS57by2u5OX3++ksihTzv+kumL2tfcSS6bpCsVZPM1H2jA40JXZFo/DytKZpUwv9/Dfr+6jtSeKzWLmlHofFyyozu4/AxP+cJzF04pJpgziBzN8oWiSSDxFXenkLDiloE1E5BgptCFzfSftbT0xgtFEziKuVcWOgq2kWGgnsPlMhj4ei0xGVziO12nNrkcFmUp758wtZ0dLkEg8lX0vjsXSHMf6M5gv2Kw43TnhlRlHK1/AEU2k8IfjJNNGzvpiiZSBCYOm7t6jymyO9VDWgUF7pdfOWwcCmexWv+GMA4+J/t+XQM4Qu6piB6fUl2S3yeu0HvFzNdR3RDKVxuuw8PL7neztPLRmWnWRA6s5E3j0JlJDvo8Dt29aqQuL2ZzJeh4cwllX4uS91hDBWBKH3XIwGDOIJFK81xpkfnURr+/zU+Z1sKs9RLnNwfbmHqwWM+FYkq5wjFqfi7NnlQIG5R47L2xvZ3q5m9kVHvZ19mIxZwInm8XMnAov7aEYGJl111JpgzmVHjbs6qA9FGNamYvWnhi/frOJyiIHm/b5MZtMvLSrnQ8tqOID8yoI9Cao9bloCkR44vUGZpR56I2ngBRbG3uo9Do476RKukIJihwWan0OfvLyPt5vP7QcwuwKLx85vY4Kr3MER0zhmPhfDRGR40ShDZnzOjNVzwYuqDqjzM2qU2snfM7VUArtBDafydBHGP+iHOF4Mm92Ipky+MDcCmaUuyly2o7qdY9miGMhfAYLoTLjaOULOAzIFrqwWTJzoixmE0uml/Dani4CkWQ2azVUZnM8hq32f0672czOg0VS+ve7oasXp82cU80Uco+JkXxfDudzNdR3hMdh5dU9nZhNuTMfG/y9/M/r+1l91gzebw8Dg9/HfBclunvjLJlRwjtNAbrCcZIpg1K3nY17/ZxQ6cVihhMqvZR77exsDVHrc3Lm7DIqipzMKHXx9v5u3m3uoa7ERbHLTDKdpjMcJxJPcfqMUjY3dLNsThnbmnvYfCDAJ8+aznPvtgKZNeOeeaeFf1w5nwV1RUQTaeZUeHhueyuPv9bACZVeUmkDu8XMu11B/L0Jrlpaj2EYWM0QjCZp64lR6XXi701QX+piT3sIl81CudeOy56ZU2gY8PyOdmZXemjoilDhtfPsthZWzK9kxfxKook0TpuZVCrNAX80u2zCZFOYv8giIlNQoQ2ZC0WTvLGvi7+ZV5Fdv8fjsGC3mHljXxczyzwFGbgV2glsPpOhj33GsyhH38m93WrOqRIJ0B6Kc+bs8qN67aMd4lhon8GRmFbq7leZMUmxy3rUlRlHK1/AYbOY8dit+Fw2wgdLr59Q4TkYsCVy5i/my2yOx7DVgc/ZGYrRE0lw7tyKbHXGvsIh0UR6UDVTyC0c8vreLk6d5mPxNF9OKf7X9w7+vjzS52qo7wiPw4LNbCYUO3QsptJGNosZSRwadjnwfcx3UcJlt3DA30tVkZOTa4uJpQzqDu6/PR0h5lUXYTWbSBuZYZNtwRhN3RG2NgaYXupib2cmQOwLyFNpA6vZTG8iRWWRg8oiB5F4miKXjXAsSXJAcaESl52drUH+981GAD519kye39GBxQRpI/Oc8VSaaCKFxQR9q2F09cb5xJnT+cvODt5vDxOOJWno6qUnkuD8k6p4vy1EU3cUqyUzzy6VNrLZ/Hgyjd1i4Q/vtGKzmLJz6XwuG/Oqiwr6c344hfOrISIyxRXakLnG7gh2i4Vnt7UOWsT13LkVg7IOhVJABSbHIuqToY/jbTwyjqMZ4nisP4Nj+ZnJF9QcbWXG0eoLOJ5+u5mGrl7iqcxJ8/ITyqkpdrJ+W0smqLGZ6e6NM7Pcg9Wcmznqn8Uaj2GreYulpNK0BmO8tKuDs2aX0R6K47AdCibzVTPtXzik/yLmkFuKf6zm7B3oChOKJXOGX8aSKZJpg7TBwUW+I9mh7P3fx3zVWmt9LtIGvLirgyKnlUg8xd+dNYPtLUHqfS4sJhN2a+Zi3f/P3p8HyZWd553w7+4396WqsvYN+9qN3rvZzV64NiWKkimLlmlxTI/D1nyipNBQ+hRjO2bC+mIsh+yxPREa22N7FKZNUdRYlmWKpLhvzV7Rjd6Axg4Uat+yct/u/v1xMi8qCwV0oYFGA2Q9EYwOFjLzbuece973fd7n8YKAWsNFUwSdMggCxrLCFLzz/FRZRpZgsjeGFwREdQWt3S8W0RVyKZNduQSyDDFd4fRSlXRUZ89AAt+HiCYT0WSa7QDL9QM8P6Dp+EQ0mWREZSAVIWUK/7lCzSJqqBTqNv1Jk8VyiwsrdeKGSrFhI8sSni+ESzrnmI5qzBQEHTcb04m3aa+OF3BxtYYqb70/8HbCT8+bYxvb2MY23mPcbpS5luNd4TsEhJuafYPJ8G+3k4BKB3eCifqdcI7vJt6NiuONUBxv5RycKzZ4eapAzXKvUAC83jlzu/XDdtCXMIjoCpbrt02QLRKmwiM7e7BcYagcM1UajntN+ft3g7ba+U3b9cOeXa8dICxXrTAokhCJquWqdYWa6VaFQ9Zfy/Vi4xpht4PdTtUICM2hj4ykMFSFhKmhKzKW62J7cnjsmK4ylDKZXmvgBqK3UFMlHpjIUmu5zJUaOJ5Pw3LZ158gQAT+qiLheDpqWzyk0nS4mK8xmY9yeERQRjtszYiuMNkbZ99AgsVSk4bt0XI8UhGNXMKg0a6ySkgEwOHhFNV1dFTL9dk7kGSu2KDW/qznB/TEVH7loQn6kyZ9cVHB+/LLM2TjBqOZCHFDpSemU2zYvLVQ5jOPTLBYbqG0LRdihkrcEHNAU2RR8bVdfL9bKjJlaiF9907Dexq0/dN/+k/5b//tv3H69GkikQjve9/7+IM/+AP27t0bfiYIAn7v936Pf//v/z3FYpGHHnqIf/2v/zUHDx4MP2NZFr/zO7/Dl7/8ZZrNJh/84Af5N//m3zAyMhJ+plgs8pu/+Zv85V/+JQCf+MQn+MM//EPS6XT4mZmZGT73uc/x/e9/n0gkwqc//Wn+j//j/0DX9fAzx48f59d//dc5evQo2WyWX/3VX+V//V//VyTpzhwA29jGNm4e3i6r/m5S5t5JRr9hu1cEbB0sV6239RN6rzeM27g2bpfK6M2uOG5WTTB0BSkIWKvb19w83yraaq3lcmy6yA9Or1xRxZZliXREv65jzZeaVJoOffHNr/md9uK90zFyNcn/qXyNN+bKjGWinF2pcc9YmoblhabHG9GpYr0bAVHddqm0nC6J/qiu0LBddFXGavPw1uo2j+7q5ZXpYldguVXhkI3XcqOY7I1x/0SGVy4Vw/PWFZmn9uaYKTT48tEZ8jUxpoZSEd63qwetXTnKxnRKTYeXpgoslJsA9MQNGpbD33l0Ej8IKNQdxnui7BtM8NU3FtDaFTVVkXlsVy/9SZOzy6KGuFq1KDUdHpjIMJSO4PoBqiyxWrV4fa5Esh0k5Ws2T+3t497xDG/MldjRG0NTRUXtA3v7+N6ZVXb2xnDa3//Fe4d5fabI6aUqMUMlZqj87kf389U3F3h5qkAAPH1ogPlik7tH0iyVW+RrFo7nM5KJMI+oirptz7WJ3hgf3t9PyxXjJF+1eHAyy9GpAi33Mp20wyJpOVcqe94JeE/fsj/60Y/43Oc+xwMPPIDruvyjf/SP+MhHPsLJkyeJxYQM8D/7Z/+Mf/kv/yVf+MIX2LNnD//7//6/8+EPf5gzZ86QSIgF6rd+67f46le/yp/+6Z/S09PDb//2b/Pxj3+cY8eOobQNBD/96U8zNzfHN7/5TQD+/t//+3zmM5/hq1/9KgCe5/GzP/uz9PX18eyzz7K2tsbf/tt/myAI+MM//EMAKpUKH/7wh3nqqad4+eWXOXv2LJ/97GeJxWL89m//9q2+fdvYxjZuI2y1EvVuUObeaUZflqQuVb/1MDU5NFi9HcQbtnF9uN0qozez4riZ9xtc3pC93eb5VtBW54oNvreBdgwiGfK9k8vs7U90VbLfLnhq2O41r7m5haBm4zH0tv3AesrfVsdIJ4jMRDRsz6fpeCRNhZFMhOm1BkfG0oz3xsglDIp1m+m1xhX9YjFdIQgCXp0pYjkefXGdtbqNv4mH1jsJiDRZ7grYACH33lYg7FDp/ABarsfnPrATywmuWzgEbm6VNm6q/LV7RjAUhZmCqIwNpExemynRcjzW6pcNtxfKTV6fLfH0oQFA9Owdmy6yUr3sA6hIoKkK/+WVOQZSJs+fzzOaifLz9wzy4f05mo5P0/WFpUAAewfi7OiNcvdYmpim0Jcw+f7pZRq2R0/cYK1mUWs5/J1HJqhYDo/s7CUdUyGAr72xSLnl4HgiOOtPGixULJq2x1ypiesHVJoOvXGLu0fT9KdMmrbHPWNpvvLGImeXq0R0hSAAU1OotlzOLFcZSUeQKhJ2u3ctFdXoTxrsHUiEQiTlpo2hifGlqTKvzZY4OJxkKBWh6XpE2hTQpUqLI2OZm/KsbjXe06CtE0B18B//438kl8tx7NgxHn/8cYIg4P/8P/9P/tE/+kd88pOfBOA//af/RH9/P3/yJ3/Cr/7qr1Iul/mjP/ojvvjFL/KhD30IgD/+4z9mdHSU7373u3z0ox/l1KlTfPOb3+TFF1/koYceAuA//If/wCOPPMKZM2fYu3cv3/72tzl58iSzs7MMDQ0B8C/+xb/gs5/9LP/kn/wTkskkX/rSl2i1WnzhC1/AMAwOHTrE2bNn+Zf/8l/y+c9/frvato1t/JTieitRN3MDeyMZ/XRUv8IsFgiNYVNRwTK4k8Ubfhrxk14Z3cz7DURA9Mp0kQ/s73/b33i3aavL1dY1q9gr1VYYtG0lwI5oyjWpzHePpq95PhuPYbs++ZrF/eMZZMkJA6WtjpGG7ZKOanzn5DJzxSZ+u+IxmDT5xJEhgiCAAKqWy/t399Jylrv6xVQF+lMm33prCT/oPp+OQMj6e/FOAiJNkUiZGi3n8j0LgJrlcng4xcHhJKosbzlo71Rpr5Ygu5lzaiQT5dMPjYeJhbWaxbnlGiuVlri3bcR0FU2WWa1a7B8U467YcOhLmFiuh9/u9VpcqrJStTgwJMbcRG+UYt3lx+fy1CwHy/XF80tFUBSZ0YyJX7aoWh51u84DE9lQ6bXScphda/DWYiV8TklT5f95doqW45GJ6QSBCIYrTZevvL5AT1TnxYsFQMxfTRJWBAcGU6xWWyiyzHS+jiJJRHUVPwioNkVFcKbQYCQTIV+zGc9GuLBapz9pMFdscnSqIDztCDi5WOF//vAewEICcgmdpXKL04vVkAprajL3T2RuG/Xe68VttWqXy2UAstksAFNTUywtLfGRj3wk/IxhGDzxxBM8//zz/Oqv/irHjh3DcZyuzwwNDXHo0CGef/55PvrRj/LCCy+QSqXCgA3g4YcfJpVK8fzzz7N3715eeOEFDh06FAZsAB/96EexLItjx47x1FNP8cILL/DEE09gGEbXZ/7BP/gHXLp0icnJySuuybIsLOvyglGpVG7CndrGNrZxO+G9rERdb0Z/PYbTEcayUUxVucIsdr1P2+0moLKNa+MnvTK6mfcbiA1Z3FRvCzlv19ukXLQOHR+zawXYf/XmIo/v6aPheFi2S6Fhb/ZTYWXjatjsGNWWw0yhgeV4oSDH+mO/3RjRZJnvnlzm5EIlDMYCRID1ldfnuXc8w+uzYk83monw1+4ZwW/3WCVNhblSi0v5erjp11Xx7F6ZLnL3SCo8nxuhrTYdj0d39V4R7OYSBveOZdBk+R1VXFarVlgB0xSZsey7U7luOh6FukW56Yier6iGMZSkaXtCHVGV0VWZfNUKn39n3CmyFK7Lnh8QBMLU2vPFszo0nOK/HpsjX7PpienoqiyUIytNzi5XGctGSBhqFwW3o/R6ZqnKq9OlrnNt2B6SBKWmw2rNCvvIDgwlmV5rML4vF35WCgI+ce8IF1frVC2X1arFg5qo0p5fqZGvWfgBPHchz0cODrBvIMlYNsr+wSRxQ6XcdCCA5UoLzw/wpQDfF/YAEhJP7u1Dk2VyCZOvH1/oEnRJmRpj2di78rxuBW6bN20QBHz+85/nscce49ChQwAsLS0B0N/fnTXr7+9neno6/Iyu62QymSs+0/n+0tISuVyOjcjlcl2f2XicTCaDrutdn5mYmLjiOJ1/2yxo+6f/9J/ye7/3e29/A7axjW3csXgvK1HXk9GHKylST+3r40dnVru8iTZulG43AZVtXBs/6ZXRq3m/JUwNXZVvi+vLJcxrUo9zCdHjdbUAu9JyeH22SERXyNdskqYabljXV6E6VXHXv/I4HWx2jI7J8npBjvV4u3tYbtlh4NJBf9JkrtjE8Xye3JtDV2QMTWYkG+WLL0yzIxcjqqv0xnW+e2qZHX3xLjPrpKlhqgo7c3EODis3TFuN6ipLlRYPTmZFH+A6if53QpHrBL/1Nk2wg7rt3fQK9lsL5S4/uHREpW577OiN8cMzK2Fwlo3pHB5Jh+MplzCJaHLI/HK9AFWRUGRIRTT64kLZMaIpLJYFhdLxfFqujyZLPL43x7HpArWWi9UODPuTBg9OZsN1frP3gSxLLJVb6IpMzFCFxL4Eni984gxFJm6oBEHA43v78PyA12aLWK5PpelSrIvx9NfvG2Wp0qJmuUQ0hbGeCM+fX6Npe1zM14npCumozscODTBdqFNsJzKiukompiNLcM9YhjNLVU4tVXhg4spnfylfv2MTV7dN0Pbrv/7rvPnmmzz77LNX/NtG2mEQBG9LRdz4mc0+fzM+0ylTX+18/sE/+Ad8/vOfD/9/pVJhdHT0mue+jW1s487Cu1mJertel6tl9BVZYmdvjKbj8+pMkbiuosoSPzq3egUN64ndfTj+1Xs57iTPsc1wuwhy3Crc6ZXRt3te1/J+g/fm+jae80DK5MHJDEenildUA+8dS6MpEq/OFCnW7bBq0oHt+iFluSOWoasypYZDKqKRjen4QdAVqG685vXns9kx9HUqiZ1jrMfb3cNCzSaXMLE9n3LTIQgEhTMIhOx/zFDZ1R9jMBlhZq3OWt1i0DaJ6iqW49NyxDVuNLPWVRlTU7jnJvQcDacjJCNaVxWxI9G/WbLp7cbdZmqUm8nuXy9WqxbnV6qUmw7piMZA2uRPXpjpMvA2NIWTi1Xmi00OD6d4baYEiKporeWQjYngd7I3xqHhFN8/vSIqUsBAysRyfQ4Pp7A9j7ip4vmiMur7AV4QYDkeB8fSvDpdIF+1GM/GWK22kGWJfNUiYao8tVcUKTajicYMhWREY6XSom5fFvlIRTR0VcHQ5HC/vH8wyZ+8NEO+KiriclRCkuChHT1899QyLcdjvtRkMGVyelHl0HCKYsNmttggHdF4c77MWs3iF+4Z4th0KVS1tF2PqCF0LOq2ix+w6bOHOzdxdVus3L/xG7/BX/7lX/LMM890KT4ODIjGyqWlJQYHB8O/r6yshBWugYEBbNumWCx2VdtWVlZ43/veF35meXn5iuOurq52/c5LL73U9e/FYhHHcbo+06m6rT8OXFkN7MAwjC465Ta2sY2fPLxblait9LpsltFXZIl7RtMcmyni+gG5pElfXOeNuTJxU+3KbpcaDj86t/q2WeI71XPsdhPkuBW4kyujW3le7/X1bdzcq7LEd08th35lepsy9+TefgxF4dLaZSpdX1LnwECKY9MFmrZPJq5zcbXGUCYSzstqywnns6HKVKHdoyNk6fsSBrn4ZTXGjde88R72xnVOLpa7KlsJUwvXjc4xruce6prCfKlJT0xnKBXBCwJSpsbh4RTPX8hTrNu8Pltidy6B7Xq8f08fzfZmvuOLtpmZte0Kk+VOoulGEizX04O2lXG3mRolXK52bgwEtpIs2lhRA+iJabx/Vx/5hoXt+rhegO35ZGM6C6UmQ+kopxarSBLszsX5a0eGeWuhwvH5MnFD4+EdWeaLTc6v1vD9AENVODiU4q6RNKWGw1DKJGYopEwNy/XC6thINsrppVooFjKVr4MkAq/jc2XOrVS7gunFcosLqzUsx+Pp1ADGOkXODspNh8neGL4fMNH+r7CGsAmAtbpFpeVx33iG2UKDqXyd0WyUpiPmy8V8nVRUYzwbwXJ8moqHpkgcX6jwqQdGCQJB/Uy0x57ajuDu9MTV1fCennUQBPzGb/wGf/EXf8EPf/jDK+iFk5OTDAwM8J3vfId77rkHANu2+dGPfsQf/MEfAHDfffehaRrf+c53+NSnPgXA4uIiJ06c4J/9s38GwCOPPEK5XObo0aM8+OCDALz00kuUy+UwsHvkkUf4J//kn7C4uBgGiN/+9rcxDIP77rsv/Mw//If/ENu2QxuAb3/72wwNDV1Bm9zGNrbx04N3oxLVoeKsVKyurK7t+l1UnM3koXf2xjg2U0RCiI2AyKrOFBqYmnxFdnurWeI7zXPsJ12Q42q4UyujW31e7+X1bdzc98V1Xpku0HJ8Sg0npBrOFhtYnscvPzBOoW1DoMoyy9UmX39jkYU2NW1PLh6KcLRsDy8IsF2fmK7QlzBIRTQsx0eSJT5yUFzzekpiOqrxxJ6+MDjQZZlzK1Uq63yxJEQvz/rKlq6KQKPWclnPE+rcQ4AzS9WrBhwDSZOxnihvzpVD+fRfODLM8xfy1CyXdFRHliT8IGBqrQFnV/n43UPh+XR80dZfS6XlUGu5XFipXdHTdiMJlrfrQdvquNtMjRIIq4brDZu3EgSuVq0rAjaAcys18jWbhyez/Okrs/gB7OmPc265ykgmyng2yieODBPRJHbnEvzxi9OUmsJEumG79MR0fuXhcVarLeq2j6nJZKMG3zyxiKbKKLJEvmbx+J5e3pgtM7VWJwgCPB9qtktPVKfSclDa6potxyNmqCyWmwQzoMsyxxeKvDJdoG6JZ99yPfYOJGg5HgulFn4QIElCAfLn7h5krtgkFdHaRtoiGfHgZJqopuL4AfeOZfjeqSV6YhpDKZNsTMNo91q/PlPi7pF0KCKTjuooskfDdtndL9Qje+JCVKtT5RtOR8jGNBRJusIiwwuC2zpxdS28pyv35z73Of7kT/6Er3zlKyQSibCKlUqliEQiSJLEb/3Wb/H7v//77N69m927d/P7v//7RKNRPv3pT4ef/bt/9+/y27/92/T09JDNZvmd3/kdDh8+HKpJ7t+/n6effpq/9/f+Hv/u3/07QEj+f/zjHw894T7ykY9w4MABPvOZz/DP//k/p1Ao8Du/8zv8vb/390gmRT/Ipz/9aX7v936Pz372s/zDf/gPOXfuHL//+7/P//a//W/bypHb2MZPOW52JWq+1GSm0Ng0q9ty42GQtZk89Gg2ytRand39iTA4s9q/sVl2G7ZGF7nTaIY/6YIc18KdWBm9nuf1XlzfZpt71w94baaEoSoMZyI02pvGluPzyqUiT+7p5/BICoDTixX+8rWFrh7US4UGHzs4wF++ucAlq05UV2nZHjv6YuzpT/D/vjyL225iG0qZfPTgIJmYhqmJni9jg2z/Ws2i0nR4dFdvqMK4Vrd5dHcvr7al4BVZCquBH3q4H8frpkaXmjZ/dmz2mgGHrko8PNnDaqUlgjKEhH/D9sLfANHrBLDQ7neyvSD0RXvufD40s7Zdn1rLDdUjO6g0HV6eKlCsOzi+/4685N6uB22rtMfN1Cg7WG/YvNUg8PxK9YqADQRT4s25Mk/tvVydlCUJy/WZKTRYq1ucmK/w5J4+vvjiNGeWquFz8fyAcys1vvjiNH/93hGWKnWqLZjKN+hN6OwdSFJtueSSOglTpdxwSJgqni+M0BOGykgmQsv1GctG0VWZI6NpnjmX52tvLrI7l2Cl0mJqrc59Yxlemy0JMRAfTi1W2D+Y5IP7+rE9UcEtNGx+dHaVX7p3BMv1cTyfhKnw9KFBjk0Xubhaww9godSg0nS4bzzL+dUax+cr7BtIsFK1iBkqLcdDlcV9qFkOCVOjP2myOxdHVSTqlseF1RofPiAYenFT5f6J7BVB8Vg2ymcfnbit18Fr4T0963/7b/8tAE8++WTX3//jf/yPfPaznwXgd3/3d2k2m/zar/1aaK797W9/O/RoA/hX/+pfoaoqn/rUp0Jz7S984QuhRxvAl770JX7zN38zVJn8xCc+wf/1f/1f4b8risLXv/51fu3Xfo1HH320y1y7g1QqxXe+8x0+97nPcf/995PJZPj85z/f1bO2jW1s46cXN7MSVWrYm2Z1HS9AImCh1OgKntbLQxfqNsWG01VN61CSxG9cfw/LnUgz/EkX5Hg73GmV0et9Xjdyfe8kAbFZUFltiXOa7Iuxqy9OteVgqAp12+XSWqPtlyWCts1EgyayUb76xgKZqMb7d/ViaAqpiMqbc2X+/Ngc/SkTt71xXyi3+MGZFX736X30JQxqLfeK4Mr2/NAGYL0qpAz0xQ3ipoqqyBiqEIYQFbfL83erFf75YpNSw+b+ySwP7ugJvcT2DSaYKzRxXBFoNiyXvrhBQEDD8VBlGT8QQiDv39PHcNqk2hKUt5m1RpfcvyyJit4PTq9wbLoYBl7X4yW3lSTAVmmPV1Oj3GjYvNUgsNzc/NwUWVTDmuuohi3HozduENWV8JoiusKZpSqGphDRlfZ3ReB4fqUWis3Yrs+FlSqSJHFwKAUBBD78+bE5HtnZy/2TWZq2qJQt7bZ4/kIe3w9w/YAjY2lemiogAaossVhu0rA9GpbLy5cK7O1PcHalhu16fPKeEb7y+jzfPbVMx5XgrpEUP3N4kJOLFb7y+jwE4n7NrDW4tFbH8QIcP0CWJKbWGiiKzN7+BOdXajieT7JtMWBoMroioyoyrucz2RPF1BS8IEAJhH9bRJcZSJnhOD46VaA3bmCocpdY0dGpAuPZ2B0ZuL3n9Mi3gyRJ/ON//I/5x//4H1/1M6Zp8od/+IehCfZmyGaz/PEf//E1jzU2NsbXvva1a37m8OHDPPPMM9f8zDa2sY1t3Cj8ILgiYOv0qh2dKlBuuuGmpbOJ6WxgzyxVeXOu3PXd9ZQkbZ0IQef716KL3Kk0w1vd13CnVSJvN9yq57VZAiIb03hibx+WE1z1+W0WVOqqxKO7e3npYoE3ZkvULfGZ0WyUx3f3YShySDNsOT57cnEu5Ot47cgkZqrMFBvMFIUh8GRvHEOVObVYYVcuzmRfjIbtEdEUHE8Ik5xfqQr6peOxUhHBQyc48PwAzw+6VCF7Yjo/PicCjd25OD1xgyqQr9mUmk7X/L1Whb9uxTg+X8LQFMpNhx+cXuFDB3L0xA1ark9f0qDScPF8n125OJmohiJLDKdVLqzWieoKdjuYk2UhOvLypSJ+AAlD5cfnV7v67npiehggdYIS2Pq6c7UkgCyJ316uiLnasDwkgitsEzoJsrrlhgbgnu/z0I4sfnB1Ncq67dKwXXIJnf6kQdPxiOoKrucBUnhcXZGJ6gq1lkvL9fD8AEWWcFyfTFSjN26EfWCOF/DhAznSEZ3vn1khYWo0HQ9DUxhImuGabqgKqizh+kFIXay2HFRZxvF9Xp8pcXalxt2jKe4aTXP0UpFL+RqeH/DzR4YYSBr0J03eWijj+xAzVFaqFntycZq2y4n5CrIkaIqjmSiJiHhWmiLz3VOLxE2Nn797CLutWllvuXztDWFdkTQ1/CDA1FRKTZvJnhi6KmN7PnFDZd9AgnzVCoOsuWKDPf0JhvwIluPheAFe4HH/eJZfeXiMf/GtM1QtF1mS2JmL8fTh0dDuoxM4byZWdCezLLbfJtvYxja28S7inW7ko7oaBlkd7OyNtQM2pyvw2riJ2UyooUNJemW6SGKdEMlW+oBulmrarQ5qbqVgxY1WIrcDvpvzvDa7j8A1e75kCUxV4V9//wK9cSOsUG98fpsFlamIxsn5CrOFBj1xPfz7bLHJqaUK+wcSvDxdBNiUVtYJFFRZCn/fcX3uG8/yzLlVESy4PpIkqnKP78lxerFCqemSMFReny2SimhhP11UV2jYLvo6UYgAIe1vanLX3IcrN7BXq/CXmw6vTBfYN5BguWqxoy/KQzt7+NHZfEg/e2xXrziHNp2t83dDVXj/nl4e29WHHwSossz5lWqXT5vRFkVZ33fXOW/gikTTVtadmK6GAVqnrymiK2SiOt88schrsyUUWSIIApYrFveMpsPn0kmQnVgoY7lL9MaNTQ3AN1OjNGSZXX1x/uzYLGeWxCdUReJvPjhGse5wYaVOX9IkE9EIAhHc1OounhcgyxKKLLE7FycXN/i5u4doOV6ozNmfMjg8shsQiotj2SiyJNGw3fC8UxGdctMmZiis1QWF1/F9Dg4leeHCGpbr0xvTef58nmxM52OHBmk6HrtyCZ49t0o2qvGp+0YpNhzGszFe1Qus1iyiRgxdlUgY4rybjkd/0uDQcIqmI37/u6eWObtcxW1X+Trr2EKpwUr7WQbthGS56RAQYDk+dUsEsYMpEy8IcH3agafLZx4eZzBtsqMvQTqqEdVknjub5/E9fSJw1mRKdYfvn1pmJCWewU8qy+Kn642wjW1sYxu3EDeykTc15QoqTswUPk1j2Siq3N1Hu34Ts5lQgx+IZvHPfWAnlnN1ef/NcL2qaTf7XrxT3CzBircLqK63ErmZ+uBmVgy3M/X03cCNPq+NY0yWYKI3xkyhjttWId+s52t9RcdYl5nfaHAd0xRiukKx4YTJC+GJJRQaO71nIARKWo7HSu1y0iUd1ZELdS6sVvnw/hxzpRaj2QhHRtNC7r0tGpSN6fz5q/MU6zYxQ23T5WCpYvGdU8v82pM7KTWrqIrEQqnJWs0O++ma7Z6yasslFVEhoK0emECS5C7K9MaKU1xXhWfXhoDN8wOKdRvXD0KataEozKw1mC00kCQIAjg6tcYv3DPCpTXhp9URiRhKR/jMw+PcPZoGBBPg0lp3L9d6JkCn57bTh6spQkxisdwMk0Vb8eMbTkeY6I3xvZPL4RoqKl4+ewcSXFprUG25bdVDjzfnSuzsjXF2pcbO3hgnFyrEdJW65eK0E1URTeGFi2tM9MQ4v1LF1BR29sW7xqeswF+8Ph8GbAB3Daf41oklWq7Pk3v7AFitWTw02cMPzqygyjJrtRaSJD77K4+M83//4AKnly//xkg2ykcO9PP0oQH2D6ZYrVqMZSMcn6vgBYHwRmsHfXePppnsixE3NA4OJTmzXOFrry9Qa1NtHS/g4HCaly+ucXy+gucHzBQa1FsOTx8apG67yDJEdIn7x3t49vwqpxcrzJVamKrESCaKqkgsllp888QiPTEdxw/45QfHOLlQoW556Kow+P7uqSUenuzh5+4awvMDRrNRKi2HxXKLpKlSbrmYukKl6RIzVB6cyKLJEpoqIyNxYaVOuenwR89Oce9YGkNVuW8izbmVGi3bR1UkXM8nHRECKrCtHrmNbWxjG9u4DtwopXA4HeHFi/kuY9iIJjOcieD6/hUZc+jOHt5MoYbrUU3bDO8lvfJG78NWgs3rEdDYTH3walYMtzP19N3CO31em/ViTfTE+PaJJWq2G1ZvNuv5Wl/RWd/vWbNcqi2btxbKFOsOEV1h32CCr7w+z1xRiGWYmkLL8Tk0nKJQd/D8AFmGdETjUr5Bw7nsWaWrMhM9MS6s1gkAxxX0xoGkycM7shTqTphccX1Rfai0HFwvaNPKFBKmFgaHDdujP2nSckRPmK7IaKqEqkjEDJX5YovFchPXD2jZHo/v6QsD1U6/2HPn85xeqoaB6s6+GJmoRnHdeLZcD9cPGEpF6EhNzhQaxAyVXNKk2hLnrchSW7I9wuHhNEvlJhFdoSdukI7oIU201nLoi+us1e2w0rZenKTzDAxNRpYgbqhcWKmFdM9OsmgrG++ZQp1y6/K1+EHAqaUqfgA7emNUWzUUWWK+1KI3rnPXaIrx3hjZmEa+bnFhtdblgxcEAamoRiamMZCKoLUDhkrTgbYa/nyxyXK5habItFyPIIDehMlLU0VMTabSdOmNQ6np8PyFPDt643zy3iwr1RamJiwJvnx0lvq6sQOwWrE4v1yjulPQNU1Z5pP3jrBcucCJ+ct0+LtG0vzCkSFOL5Rp2AG25zFXaPLwjl5+eHYF1xfKjmeWqixWWqKqGQQYiszoYIrvnV4BAmYKTRZLLdwg4H07enlroUxPWwQnX7OI6irZmMaOvji6Iii9z59fY0dvjHytRtOBuKHx80eGuZSvCwuCAO6fSBMzVPoSOr4PcUNUES3Xoy9poGsyDdsnirhHqiyRiKqkozpRQyUd0Xn2/Bot26XUdJElYczenzDwAjF2ttUjt7GNbWxjG1vGjSoXxk2VD+7vrjoYqjDV3dEX78qYd7BxE3OzhCi2qpp2NbzXKo7v9D5sNdjcKhVns9+7GVYMP2l4J89rs16sbEznxEKZTEwPqzcdU+n1PV/WumREh4bnej5JU+Wt+TIzhWabWidjqgoPTGa4ewRsLyBuqLwxW6LUEAbHTcdHlSWCdvAVUZVQhtx2fQp1m0LNYnqtwbHpIrIsMZgyGUgJL8Xlqk3T9khGhADD2jpzYE2R6Ylr2K5PwlAJCPiVh8f54xemOb1UxfMDemJiY/u+HT0slVsMpCLYrs/JxXJXoNqpLpZbDsPrqrnVlsPegQTnl2vk6+LYni82uR87NICE6D/TVIm1msV4NkrMFIbZcUNhodyk3vLatD8hHFGs2/z7Zy5yaDjJas3etNrpB7BSbfHhA/3EDFHxy0SFh93ppSqXa5giWVRrCYn7txsTrgcHBlNUWw6O51NtucQNlUtr9VDVEyCqKaxWLZYrFo4XENFkLqzUsVwvTJA5nlBv1BSJQ0MpXriQR5ElDFVhttgMBWLqlkvT8dBUuW0qDYosglrHC8KgtGG5zBWbnFqs4gUB3zsl/IQ/cWSIly6uce94hobt4QeC9jiQNDm9XOXVmSJNR1A1V6otfvn+UUqHBmjYHnFDpWG7/NGzUwyno0wXhCqjLEk8uqtXGHPPllBlmXPLVZKmRlQXgh6TfVFemS5xdrnGkZEUlZbozfOCQKgR5+L81VvLZGMicXVoOInlegylTGRJYqWqX3FfMzGVhVKLuKGydyCJ16Y8Prqzh5emhJF3zfLQVZnd/Qn29id4ZarI144vko1ppEyNv3bvMH1xnXvG0jw0keXFiwWOz4lr6IzRlKmSMFXev0dUMbfVI7exjW1sYxtbxs3g1G+sOkQ0BcvxMDXllmYPt6qadjXcjHtxq3q+1h/Hcjw0WUKWwA+6P7c+oNoqFWez4PVmWDHcKG63frp3cj6b9WI5nlDAW6vZVJqXezE1RWyeOz1fHcrf+p6vpKlyfL7MycUKuirjeiIIsV2xiT48nKLh+KiSRFRXWCy3SEc1OtGFqkhCMl2RqSPmh6AY12k4HhFdId4+Vrnp8vpMic8+NsH+IZnlcov5YoPhdISdffH2sUUl7fhcifvG6zx/oYAiS/i+z5P7cliuR83yGM1EeOniGt88scQ946L00/Fku7h6uVoVAOWWc0UCKAhgodTk8b19BIGYu1FdIWGo/OUbC217AI8jo2mKDZuDQ0l64gZ12yNhqBweSfGV1xdYKDdZqohqUzqi8dCOHjrOSAlTY7bY6AoiZQlyCZNnzuXDvsJS3WYgZdJyfKby9fDc+xMG949nQtGJq6Gz7qwXo7Dcehg0dfoJm7bHeE+UUsOhJ65Tb3kkTJXd/XGWK61QkbHZpp9WPZ9IW4wFaAt/CIGYvoRBJiaosta6ddEPRNCnyBKmprTPRQSRfruv7fK49WnYngiQTRXfD0hFdVYrLVqOF1Za65bLyYUKxbrNjt44JxbKDKcjnFgoU2u57BsQdlWyLJGvtijUbZ7cl2MwHSFmKAymTMpNB1NTkCWIaCrFuk1Ek8N75LZpkzv6Yjy4I4uiyvTGdE4uVvn6mwv8nUd3MNDuIzssweuzpS5Bl8FUBFNV+f6ZFeaLTYIgIKbLvHBxjUd29NIT11mpWiRMldm1BvOlJk/u6eNvPTRGwlQp1Gy++PwlfvbuIf7q+CL9CZMXp9bIJU2KdRsZQIJKy+WNuRKONwZsq0duYxu3LW63Dcc27hy8m2PnZnHqN1YdvCC45dnDqK6yVGl1UTU3U027Gm70XtyqfriNx1ksN2nZXldFYD06AdVWBTQ2C15v1IrhRnGr7u1W59rVzueJ3X04/tWVHTdTW9UUqU0NFOp8y1VLGM7HtFChj0D4i71/Vw+mrmCoCpbj05vQ+bNjc1QtF8OTadrCYLjUcHhjrswjO3toODbllsNHDw7wxmyJhu0hyyJgG81E2NWfCNUdQWyy67bLUCpCvdU9FvJ1UWF7fE8PPzy9zOHhFMdmSqFgSswQvY+HhtM02qqAmiLx5kIVU1P5wP4cNauB5foiyeN4+OsGbNLUODCYYigdaVM57SsquwDlps3Thwb4T89Pc2G1BkAmqhPVFZ7Y08cLF9cAsGyPjx0e5Mdn81iuR9PxyCUMJCQ+ftcgpYZDuelgaArT+RovXMizKzcBbB5E9sR0XpkuEjfV8JyarsePz+e5dzTN/RMZig2na915u4TGZutOzFBFn5rtdjEEAiAZ0VguWyyWm7y1KAKqhyZ71onG+Liez0gmguVeDsjcds9fqV316UsYHBlJ8+pMMZzTq5UW4z1RXC8gZoigTfQCBoxmIqyu86ZTJCH5L0tSOP8NVW5bJkjEDZViw8EPhFLobLHJveMZDFXBD6DSdMPzAtAViacPDfL8hTwr1RYXVmt8YF+OnrhOzBDfieoqluvjegG9cYNUVGN3Lk5fwhAVvYrFpXyDr76xyJ7+OBdWa8R0FU2RsNtBWl/C5NFdvTyyo4cHJ7IkIyq26/P7f3WKS2t1cZ8DkbySJYkfnFnh/oksl9bqjGWEt6gEfPPkMkenCjwwkeHiao09uQSDqQg/c3iQ3riOocqsVFoMpiLC0iJoB85eQMvttl3YVo/cxjZuI9yJ3lHbuD3wbo+dd0O58N3KHr7dhno4HSEZ0ULPJ9hcNe1quJF7cav64TY7jq7ITFcbV3heddDZUG1VQKOziVyvwmm0M9f5un3dVgw3iptxb99OrfFqQiubSexnYjo/OL2MJkv0xvWwkty03S563Wbfl4CJnijTa40wEKg0HXpiOkXJxvMDqi0HTRYy64ossVRuCWqqqnBgKMmJhTLnlkUg8eTePpYrLXoTBqWGgySJTXRAQL5mhRtit20W3Bs3kGRRjdFVGVOVGUlHqDbdkB7pB6Iv7IHJTKji16HXdahzIMbTZF+c86v1MGjTFImopjDRG6XTQhoEsKs/wcXVGsMZkx+eWeXJvX2s1W125+L462yVZAmG0yZRXQlVJofTZldfGcBYNsaXXpxBV2UODiWx3QBTkzm7XOU7p1a4bzzNifkKgQQLxSZNx8VQFQxVJmaoDKSEr1q56bJUabVFWgzuG8/g+36XmMj6ILLleMyXWl1BpK7IeH7Ay9NF+lMm1ZbLZVmOt09obLbuJE2NHX0xmo4XBs4RXdgpHBlL47g+A6kIazWLquJyYqEcipPIssRET5SfvWsIU1N4bFcvmiKxVrM5uVjB6FTQHJ9P3jdMAFxYreEHAfOlFj939xCFuhVW101N4dBIip29cb5zaik8x6VKkyOjaTRFpmFbok9SEsbS+weToQhVRFPQFWFgvVKxOL9S5dBwqi2Qo4QJof2DSV6+VGClajHeEwurq6osEzckckkTxw3oTehoqoShym2VTUGdzEQ18Ww0maGUianK5BIG6ahO0/ZQ1q1bQ+kID072hOvGd04uUWk6PDCRoS9h4vkBpipz71iGb5xYwnZ95goNxrPinXvfeJYfnV0hG9UwVZmn9uY4eqnAX725yJvzZaK6Ss1yGUxHiLSFgSRJBMAxQyVuiON2EmSbKR5vRcTmdsV20LaNOxZ3qnfUNt4e73b19N0aOxvP+6l9ffzozCqF+jtXLlyP680ebuU+biV4vVFVv+v9/juhKN4oNqMuJkwNU5O7+p/Wn/v6gGorAhrD6QiqAq/PlsOq0FyxyQMTGbS1+nVbMdwobrTXcLOxoypi49+Rc99MaOVqEvsSAXv6E3zrrSWW2hUqzxfUsfvGMiG9brPvl+o2O3pjjGWj1CxX+ERJ8NfvHeZ4m0JmqApJU/RL7elPCRGQVIS+uOjvytdtRrMRmrZPzFAIAlipWOiqTMvxUGQJRZbx/SDcOI9lo3zv1CpHpwo0HBe3HXglIxoLpRZ//4kdyJLYJD4wkeHbby2FKoLhPWsrLOYSwhhYkWWeP59nVy7OgxNZHF8o451drvBXx5f4u49NMtETxQ8CTsyV2T+UZLI3hiKJ33liTy+vz5TDXjVZgqGUyWK5hbtUxfUCNFWi3HAYSpkslC9XkR3fp267FGp2KKKSS5iUGk6otDnRE2U4HeHsUpWn9uXIRgUdsDeu880TS7wxV2ZnLk7LEQHsbKGBqkjcPZxiuq0a2RETGclE2TuQ4NWZ4hVVv878azl+SGXtYCsJjc6681dvLjJTaIQb9/1DCQ4MpFipthjvFcIrby2UqbW8cNOfMDXmig1kSeLIWJrx3hhBEGB7Pt85uUKt5bDcro6NZKP8wj3D5NprckQXwim/cGQI2/OpWx4xQwS2uYTORG8cUxPJiPlikzfnSjx9cBDHF+enSHD3WJrTi1Vsz8f1RY/deE+U9+3qZa1d0VMVoRTZoc+CqNxpijCZLrXfO8mIxlo7KSRLIpA5vVjlkZ09PH8hL3rwbB/L8dnbn6Bhe7x0sYDvBxiawkRPlHtGxe8VG4Jq/L5dPezojTNbajLREwufycY1SwE+dmiQ5y7meWW6FNKHJ3ujfPLeYQZTEXa2qZffOL7E148v4AciIZFLmrw5X6ZmidaAiCZTrFtkojqrVYs9/QkMVUaWJExd4dBQksE2VTOmq9dUPN5Wj9zGNm4x3mtxg59WvNsB1a2onr4bY+ftaF3rN/JAqKR2PffwenrDtnIfryd4HclE+fhdQ5xve1wlIxq7colr9pSsR/f3XZIRddPvv1OK4o1ic+PkyzSu9ZvGqwVUmwlorFZFBrzcdEibGrv6hMjDknM5KJlZa/Dxu4foTwhl0BtR+rwe1G33Ch+rTo/kWt2+5r3dbOzYrs/rs2XOLdW6lBk3Cq1cTWJfliX+31dmkaXLtDXL9Vgs23hewC8/NAqI833x4hpxQyUT1ZAliZ6YMHI+OlWg6Xg0HR/fDyg0TO4ZSTFXalFuOuzsi/PqTJE350sMpyKk29c+U2y0Azu53U8kkUsaoYiC2k4cxAyNhKmFm2RVkXl1usiBoQQ9cUMEme0q3gsX1/jZuwYZzcYIELYAHRVILyCUaI/pCvsGEsjAqzNFinWbg0Mp3pgrhaqAAymT6bUGA0kTWZZENahq8eBklqPTRfI1i6VyC0mSODKS4gP7c+GmvS+uU2o6nFysdKlCZqIaEV0JBVAAPF+Ybq/vU5VlQd2tNB1cP2AgFUGVJe4dz3B0qkDL9YjqKgcGE5xbqfFzdw+Righ6nakqLFWanFuuYa+j/24UE9mMyrh+/hmq3FXdv56ERl/CIKIrIa07bqjs7Isz1hOjYbsU6jaGqnZX+VSZyfaxhcWDsAZ4c7aEoUpMrevtbVgupYaN2v6+mLsa51fr4WfW6iJ4HstGiRsaju+TMnWcpE+p4bBQaeH74l4PJk00WebesTTjPTGsNpV3arXOD8+ssLc/ia7K1C2P3rhBX8KgZftkYjq2F/DARIbRTJTXZorETQ3HE9WtwZRJX8IkE/VRFZmTCxVyCZO7RlLMl1rs6I3SF9f581cX6BRpgyCgZrn8zKFBNBUaTj+qLLFWa1FpOvz83YNkYsZV16xcMsKZ5SoLxWZI1xVrQpNnzuX51cd3kEuayEHAkdE0pxcrnFwUTzppquSrFrv646H9xZnlKg9O9HBspojZXjtUWWKyN8ov3DOC6wW8OlNEAjIR7QrD9K2K2Nyu2A7atnHH4k4yT/xJ6bt7twOqW1U9vdlj51rn/aNzq13nfSP3cKu9YVu9jzciVQ9weqm65We/le9fD0WxE2y0HI9XZ4o3PK+udm87vUAHh5KYmnJdAdVbC+Wu/sOormB7Pp+6b4Sq5dJyLvcGvjVfYfRQjMMDqWv/6A1i/VpkO2LT99LFtU0FZjZmozdWQDtVqA6qLYeW49NyrlRmXC+0cjWJfVNVOL9SY0//uh7O9kZvodwMs/SSJGhYR6cK4tm3FfBcz2dXLs5SpQWB2HifWapSbjgcGcsIM98goGm7zBWaYQKlYXuhD1mH9rhQavD0wQFmi01ihkqt5aKpgiJ5YDDBUCpCOmJQtWwe293L63MlXrlUJECo4g9lIjyys4dS0+b48QoAA0mdwyNpinWHparYpCuySGgcHk7x58fmSEQ1euM6i+Um94xlqLYcLMcPKzWGqoS9eLmEwYmFEg3LRZMvV1pOLFTQNYVP3TeCoSm4vs8Xnr1EvmZjuV5owuz5QZcASlRXmS3WrxAWclxhMVJtCfl1zw/oTRh848QSK9UWfe0KIUi8b2cPx+fKWK5HoW6jyBLD6Sgf3N9PpSX87RRZYiwT7RITuRqFOmlqPLqzlwcmsjQd77rm32brSRURlJaaTrgOnlmq8uZc+Yrvb5z7dcvlzbkS2ZjOQzuy2G6ArkooksRModFFb93ILFjvGdjxqOuL67wyXSBAqPM67YC/bnu8NFXg4FCSfHu9q1suo9koM4VGOI/8QEj3f+zQAKs1i/6UiaGKKtsL5/NM9sWJ6Qr9CYPRbJTd/Ymw2p2vWZxfqVG3XQZSJifmy0Q0mXPLNUayJvsHEyF923Z9njm3ykDK5NtvCRrnaDbKaE8MCYl7rtHT7Pg+VcshYWrECQgCwop5uSEqd6/NFEkYMrWWw4cPDPD0oUEs12MwZTLeE2Wp3MJ2hRl3teXw2kyRvf0J3rerh6l8A0OV2dEX48R8ibcWxFxbqwla6ft39fLj8/lwHdmqiM3tijtv17iNbbRxp5gn/qT03d0KSuFmG8H1x7lZ1dObPXa2GvzcDO+2zTY2nQyu7fq8OlPcMqXwRqTqr+e8bySI3Iyi2PGYemW62NUHcyPz6lp9d7mkweHh9HWN79WqdYVgjOsFXMrX+fLLszx9YOCKHp13O9G0cS3a1Rfj+6dWWGtYGKoSfm65avHKdJEP7O+/6ncThsrJxTI7+uLhRnB9JWW9MqMiS+zsjTGciaDKcltgQaFpe119fAEdJb7Lg7aj3BfT1a5eoFeni/TGdYYzKQJEter0UoVXpovcM5pmZq2I6wckTJXzqzXSUY1vnFhiojdGw/Z4fE8vVcvl/Eo1VNmjfXy7fQ/uGk5zYqHCbEH4rXXGXVRP03I9Ti5WOTSc4M35MlOrddYn9adW68iSEOXoUM8Sps6fvjxDKqJx/3gW1w+I6gqzhQZ/9soc79vVg+uLoM/UFF6bKdKfNGnYHpWWQ2/coNpyeOligRMLZdJRjYbl8cl7R3jmzCrpiIbc7pGbLzYJgHvGMvzo7Arz5WYYmHagKTKmJlNuOGTjBhLQGzMYb/cGdlBoOAynI0hSBMcV33c8QaPMxPTwGQ2lTH58bpXptQa9CZ2q5aHKMF2ok43rPLa7F1WWwx6y86s19rTX87ejUL+TOb3VdXmrc//VmSKD6UgX5a7pXKbcuf7l8b+Z8u8zZ1dZp1/SNgy30BSJ8Z4YbrtH2fUDLq7W2T94eVz6AaEY1FhPlISp8cBEhh+cXua5C2t4fhDSJM8uVxnPRnhqn7BPiLR77Tq9lbC5KI6pKry1UA699Xw/QJYk1uoWmiLzxN4cnzgifDsLDZsTc2U+fnjoms+gULfJJUw8L6Deti+QJQlTlelPGjhewKHhFNmYyYn5ChISyahGy/Hxg4BURCNmqOiKCB51VcbzfZqOi9q2y8glDFG5r7TYv86PcWatgR8E/PIDo6y0q/pbFbG5XXF77Gq3sY13gHdD6OFm4yep7+5WUAo32wiux81aaG/22Lla8CNLwsfs0lqdqXwNXZFZKDU3DQq36t22lQzuYrmJ5Xh8+EA/5aZD096c9nYjUvXXc95b/f5WKYqbKc11fuudzqur9b+MZaPvqLfs/Eq1K2ADQkrdbPv3N+LdTDRtthaVWw5Su8dFleVw821qMnFTDbPRm33XaPcaXVythbRHfV0A1qGzKRI8sbuXmUKDfM0iQCgr1louPQm9q48vqitkYjpmO7svfkchFdEYSkXw22G7JMGu/jhvLVQ4uVghCAS10tBk7hpOkYpoBAi59IVik525OLtyCT64PyAd1Vgut7iwUuPwSJq3FiqUGhb9SZO65Xa8o+lPmPy/L8/iBwFJU0VyhBDEfLHJSxcLfOLIED0xYQ482RNlKl/HWxe1eYHYsPo+fO3NRUBURC6s1HhqXx+KDK4vftPxfBbKTQxVwbU9Fsst9g8mcf12ZaJ9LZbrcWg4xcnFSkgLm15rcHSqwIGhJGdXhNqjBKQiGrWWMGGuttUE1weVkiTRFzeYytc5tVihw/6VCPjlB8b405dnwsAtCEQP3C/dN8pgysTQFAp1m/vHs1zM1yg3ham47fuUmg6mJqNIQkxGV2QkCc4tVzm/XOPfPXMBEJWaD+zLocmXx8w7NVa/GraalLoeIaFO9a3j+6atE7e4lk+moMN3VzA7SQjHC5AglM5fq4kEVcP2WKtZXSIaqzWbByZ7wiTgixfXWCg1Q/sBEM9+30CCI6OZ8Nzjptp1fR1RnAcns7w2Wwo/U2657bVJQlOE32Cp4VC3XHw/4IULa+Exjoymr+it3ghVkWjaHg9NZonoKi3XJ6LJNG2Xb5xYYk9/gq8fX+TwSIqoJsy6/8MzF3H8gCf29NCfjHD0UoFSw8FtWyYkTI1Hd/VSbbrUbA9DlcN333o/xgC4tNbg0LBz3SI2tyvuzLPexja4cXGEW4GfpL67W0Ep3GwjuB43a6G92WNns+BHlsTv/dXxRTRFplC3eWAiy0tTBe4dS6+jFF3GO/Vu25jB1RWZQs3mz47NMZaJhpu5jbS3G5Gq78B2feaKjWtSf7c6drZKUdxMaa6DG51Xm/W/vBOs30StR0duvOl2b+De7UTTZmtRyxbVkvFsFE2V8X0xB7Mxnaiuhs+l892rqV52NkqdqmjK1MLgR5JE39dbCxWWqxayBHcNp5AkUXmstDe/uiKTiWjsziVImCrlpqAFGppQe7QcP6RHGorM2eUa02sNXN8nCCBuqCyWm8hI7MrFKTcdUhGNB3f08MZsiW+9tcS5lRqaInFgMMlk+zMvXyrwxlyRX3l4gqbtMtsOtHVVZrVmMZKOMF9q4geiMrWzL8YLFwskIhrfP73CRE8My/X41P0j/Nkrc9jtDXg6qrGjN0a+dpl22rRd/tq9w3z31AqX8qLfKRXRSJoqT+3LhbSxWsslaohgtSemU24Kw+ujUwWOTRfDsZWN6bhewJnlKve2Pdk6xy43HZYqLU4sVIjpCsW6zWDSZLHSIggCslGN+VKTluOFwSKA5QY8f36NT90nqhPNtkG4ocpthT7RjxXVFSRZBNog5OVrLZfRTITZYhO73QOXjen4fkAmqrNWv3wvZgsNXrq4xgf25a6gN9+sd2JMV6/Zs7n+fbJVIaHOerkxWHm7+Xs9dh8JU0OWoGo5nGuv3SCSKfdPZLqOs7s/wdRqnZliI+yRnOyJcWQszVS+juP74b1df30PTGT4/ulljk0Xqdsunh9guR57++OcWaoSBDa6KqO1g589A0liusI9o5lwjRhKR952zepPmDyyo4e/OrEYzi1DVcjGdH7m8CDNTiDrw/MX8oxlovzqEzu5tFbnkckss6UmEiJxYLkiSFYkoR6bSxrU8o0w+F1/H29UxOZ2xXu/q93GNm4ANzszd7NxJ/XdvR1uBaVQQgQWy1XrCqPhm73Q3syxs1nwkzI1vv7mIvOlZrjxcn2fxVKTY0HA43v6rrhn78S7bbMMbkRXWCiL7Ot6is1G2tv1StVvREedayhthj0hm9GZtjp2roemtFnA1sE7mVdb7X/ZKlKRKyvFTdtjrN2XElGV8LndikTTZmuRqcvEdJULq3U0RQrNnvM1q0thrW67VyixdVQvvaVquFHSVbGp7KhHgtjk/+UbM5eFOPygTfPq4bWZIqosheIYnhfwS/eN8F+PzTFXbIbnOZ6N8pn3jaMrSls4wmKx1GT/YJzeuBnSDBdKDY7PldEUGcv1Ge+NcvRCAdvziRsqo9lo+3NNig2Hv/XQKLbno8kSZ5YqDKRMfun+UeZLLVIRlcGkKSpogQjE9g0kOLVYpdCww/4ly/XbwWPAL943zJtzFVRJVLIattfl5zWQMvn6s5e4uFoLxVYkSVQD1Atr/OoTO6hZTbIxnW+dXGK20GDPQIKlcouoofLi1Br3j2fZP5CkbrskTY2EofLGXBlFEnL0qiIzV2xw31gmNMWO6ApP7c3xzLlVkqbKStVCkSVs1+PhHdlQzKUT0Nie31aRFOfedDz6UyYzhTpTebHxzkQ0pvN1LNdnodTE9QPuGklxZqnK/sGkMKluqyYW6w5vLZaRpN7wXsQM4eE1vdYIqySb2UDcSJ/qcDrCRG+M751cvqJn84MH+q94n7xdwHgjyb7N1sD177uNdh+7cnHYUIxPmRpj2Vj4/+dLTS7l6zyys4eH6cFqV7FSEY2vvr5AwtTCd2jnHDvX16nSVVpOmASwXY89/Qnqlkep/TfHE4qS+wcTeEHAzlx8y9cMokI8tVbvul+KLLFcaTFbbLCjNy7ok0GA7fqcz9e4azTFhdU6R0bT/PGL0xwaTonKWjuZMZ2v82evzPG7T+8FuoPfzn28WSI2txvuzLPexjbW4WZm5m427pS+u63gVlAK1+o2j+7q5bnz+a7M47u10N6ssbPZy9zyhMntUCrCYlsaulCzGcpEWCg2ydcsxrKXr+edBqWb3ceOV5S6zvsJrqS9wfVnmDuwXVERXV9Vgc0pisPpCNmYhiJJV2S8vSAIr/tqm6LOZm5972Onv2EzvJN5dbOr4rtyiTBA6yAAapbLg5MZ3rezt12xuDWJps3WIiF+IKpt69XUNiqsabJ8hXS25we8fKnIvoE4H2j3zqxXR+2Mp5WqRRCI6lrMVHG8AE2WWCg36UsYfPhAP/maUG1MRzS+8toCBwaTHB5JdZm4vzpd5BfvFWPquyeXeHxPH8+dz/PChUIo/rEzF+dn7xqi5XhYjkdc10CCvrjBa7MlWo4X9vcMpRVKDYevt6mLelsm/ZEdPdA2G5ZlMS8lScIPAuKmRqFRJm6opCIauYRJRBdVh+l8nffv7kNXasiyqCJ6vk82ZnDPWBrHE+IffQmD6TUFWZbw/QAJ0d+3Vrcvm2arErOFBglTmICL5yc8q45NFzk+VxaJCUliX3+cjx7sR1MkapaLrso8tquXi/k6r7wihFFatsdwJsJHDg5wdrmKoSrEDYUHJ3sY64nyJ0dn0Ns9jZ1q/EQ2xl0jmatW88+v1JjojfHaTAk/CFgqtyjWbO6fyFJtOfzo7CqOG5CJafh+wOO7e1FliT0DCTRZGDJPtYM+uLoNxI32f88U6pRb3fO63HKYKdSv8o1r450m+zZbQzvvu1emi100YU2RODycwvV8Pp4a7JoHl/L1Ljq5H9DlH2mqOt85uUyl5SJJUkittF3/inV5T3+C1arFSlX4DqaiBj86k2d3f5zBVATXD9AUiXrLpWF57B9Kosryda1ZM4UGlaboifQx8X2IGwprNRtVlulPmtw9kiIZ0dBkiRcvFSjWHRaKTcpNF8vxOTFfYancap+PTKXp0HI8au1evE7wW245XffxRkRsblfcuWe+jW3cAbgT+u62is6G+uWpAjXLDTfecV3hgcnsTaEUrm+23pmLX7da33uJjS/zS/k6PTE9pCMBnFys8P7dfQCXaSHcWFC6mWFzy/FQZZm+hEl/wqDWE+3qvdhYiXonGeZqyyHV7i1YagelHWwMcuKmyv0T2SuEOcayUT776ETXdW+2KdJkiR+cvmzO3BfXydesLu+vDm5m8Lse11u960sYfPbRiSuueTQb5W8+NM7BoW6VyHdbYXaztajScrhrJC16TBwf3xc9KLmEMEPuBPeaIpGN6sQNNQy8dEWovRXrQiBj37qKLhA++++fWua+tjT8QllUzxzPpyducN9YhqbtdfWbnM/XkGTCCsH6PpTOmNLadMulSisUpwmAmbV6m2rYx88cHmSiN0pEUzi7XMXUFExNGPFWLZd8zQoLGbIEYz1RliotzizXyFdFH1EuYRI3NKYLDYIgwPF8slGNbEzn1GKZ8ytVZFmiJ6Yz3paPX6mKuTDZG+Pn7hrh6NQas8UmrhcwV2yQMFQ+cWSIrx9fxHJ9bNdmJCOsB1aqFpIkhFiyMZ1cwgwTPqmIxg9OrzJbaHap3s2VmmiKzL0PZig0HMYyEZ670J30UhSJV6YLVFsOf+3eYd5aqLJvIM6LFwv899fmQ0N0ENX4587nw/EZAMWGTbHtD9lBueXw4/Or7OtP8jcfHOPMUpWHd2YpNhy++MI0fiAKRZIkkYyo7OlPMpgyaNgeuiqRr9nICFn3xTJXtYG4kT7V+VIT12PTHjTX4x3TqN9Jsm+zNdQPwPY8/qcnd7BSsUIrlLiu8sOzK6xn9W0mWLRpUliCuuUx304MdhJYpibTcuPhNc+Xmkzl6xweTolEmuujyfDYnj6eP5dnKl8Pv9sJ5DVZ5sg1lCI3g1B8dMNn1xEH2tEb45lzec6v1DizXGMoZRAzVD6wL0e0bQzeMYLXVRlJkiAI8HzRl1ppSuiqwvmVIotllcf39LFYaXYlFu5Ewbe3w+29C9rGNu5w3Al9d9eL1arVljcWL8Cx7DtbEK8W0PoBOH5w3Wp9twPWv8zzNSs0Qe3A9QNeuJDnIwcHuGskhSxJ1+13thEdw+bTi8IHyfUCIu0elt39caK6Eja4d/BOKlEbg6lKy2F2rbGpdxp0Bzm1lsvRqQLpqIYfRLAcD0NTSEc1jk4VGM/Gup71+vtYa7n82bHZKzLU949neGW6iKkqV2TlbyT4vRreyT07OJTitz60W8jOt3us9g4kQtPjDt4thdm3M3u3HB9VhsneOAFCEEFTJDRZImYorFTEd2sth58/MsR/fnGaM2cubx935eL8jftHsTZIxK9HLmFybKYYBmwg5vhcoYGhyHxgX4665WHoCjIBsiTmyUYBhvXJBtsTfZTpqIYqy6EiXSc54nrCpDsd0XhgIkupYVNuuvhBgNaWzVdkiU4IMtA2nq5bbjhfHM/nsd29/Phcnn0DccpNQUfsiRscHEry3VPL4lr8gGLDIQjg7pEUTrsCvLc/zumlKi9NFai2xLFVRUaTJR6a7OEThwc5NlNCliVajghcDw4nySVMinWb04tVLq7WwmvqVE7SUdHvBGC2+xCrlsvFfI0T82WiusJLFwuM90TpT5q0HB9NkRjJRDm1WOWDTZcT82X6EwavXCoQ0ZRwLe9gtWZxMV/jQttnbDOBKC8IsB0fHyGo4vrg+xKnFqvsysV5YDKL7fpkIhq27/Pnx+Z4cl8fX3ppFoA9/XE+df8IubjOmWURHObrNnty8VBldH3/2VYCrI3jvdQQ66++Lghcj1vdnnC1hNSPzq52zf2gzT7YuLZ2hK2KdZtvnlhs0yXFeuoFYj5HdYW4qeL5PoZ6OaHV6RUvt+/JZlU6Q9U5OlVor1ERVEXuUly83oANRLJBliVG0pEw4bOrL8rXjy+xWG6yfzBJNqZhagprdYuUqbJ/KEUmppON6fz2R/bwH358kWLdDhMRUV3h0FCaiC4zkIqgKRJL5SYf3N+PIsu3ZavMzcJP1tVsYxu3IW73vrutotPzU7e9rhdg3fbeUSb0JzGgXY+RTIRduTjn1zWSq7LEIzt7eW221JbwFmIk1+N3thn2DSQ5s1glX3eEQasEw5kIh4ZTLJZbqOs2ZDdS4d3YS/fqdOmqn10f5MyXmswUGldQ7PI1Qcu51oZsM9pipyJ790jqplVkt0rhvB5sFoxNFxrv2OD8Ro+90ew99O9al1zoKBVO5es8sTdHeamGT8BqpcWH9uc4PJyiYQuaYd12+e6pZf7+4zuveh4d6uJ6KX9ZIhSUuZiv8Z1TKwA8vruXTFTn4mpNZNbb6Eiqd8aU4/ocHk5xfL7MYjsY1BR4eLKH5YrF906t8I0TSwylI/TENH7jA7uZKTZo2B6mplCo2ZxequAFIkA0NYWFUosjI2lsx2ex0kJXZPJVi6GUyeGRFPmazURPlB+eWeXUYoWJnljbSFtum0srJE2RgIkZCtmozotTMyxXLCzXEwqXkoQkCQPtTz80xl+8viDuhyzx/l29JA2V5UqLbFRnICUqnKIa5+MHojI6ko6QimrULY9E2yajWLdptueV6/ns6IsxV2xSaNi0HJ8gCIhoCvuHhMjLhw/0E9VkDgwlubhaD02PxX2UiJvCl643rmM5Ppm4jixJTK3WQkl1XZH4+N1DvHBxja+9ucDZ5RqFusVCqcmTe/s4uVCh1HTpiekU6jaFhrAbiLT7j4p1m5MLFfb0x0kYKqaq8PTBfs4v10KVUb0tOjHeE6X5NgHWZuN9JGNSaTmYqhKyEPRrqD3eCrxdQgpE8uSV6SIHB5OcXxXJuIiqMNkX48dn8/jnAhq2sKDYN5CgP2nyzDnhRZaKqMwVm3zowADH58uhPxmIwM1rJwGu1mPXG9M5u1IjQFS71/eCvZM1cFcuwVN7+/j2W8th4uaD+3JM5escGk5RbDg0bY+UqfHpB8f58bk8r86URN+vprBvIMn//KE9/OH3zuF4QtRoMBXhyX19vDlT5tTy5STSdKHJ7z6977Ztl7kZuLN3RdvYxh2C27nvbqvYTEGu8wJ8p4p9PykB7WYYzcT4Ww+N88cvTnN6qYIfwIGxNOdXavQlDJLm5R6iG9mgzxUbXFypkYpopKIarhegq0Ll7vh8BbktinAj8vUdrM9k67LMRI/o2dpYadv4gi817CsCNrgy+7vZcYp1e9P+tU6W+OCwck1z163iahTO8WyUzzwyviXq4vrzjmkKPz63iirLxHSFpuMR0RWkAL53ajnsz7oZvXQbKwyZmM73Tr292fvxuTK1DZvhqK7QsD1OLlYYzkR5fbaE5XhCGnymxFK5Rc3yUGSJbFRj/1CSYt26qsG54/vsG0yiyBLlphMGCK4fMNYj6ItP7u0jqivkEiYvTxfZmYuRiuhdNMym5YU9dqmIUD5Mmiq9CeEnNd4T5dxyjYVSk3vG0iiyRLVp86H9Of7s1TmqLZezyyKBcu9Ymr//xA5m12ocHk6RMFRhmDyZ5a2FKrYrqlOu7zOSilBtueRrNjFd4ZEdPVxYrYW/JdGuGj0wyvRanULDZa3dLjVbaIQBW4CQWZeRWCg1Mds9ZLIs8cF9/ewbTPAH3zyDoSloisSH9uco1GxeuLCGHwSMZqP4vviv63csGgQtWlTTxPzIxnTW6jaVpkNK0tpVGOHhVWk6QpWw5WKoOsW6w1A6Qjamo8pSqBS4XGmxVrd59nwegD25uKhSynIoEDWSjvLs+TxN2wsDA02RmSs2ef7CGoMpk5enS6gDCc6u1EiaCoNJk7FsNJRt/8HpFUazUV68WCAb09AUmbtGUlzKd5gcQnI+YaqY2mUfwc3G/2aJD9v1cT2f48vVK3p7N6owvhe42twXqo0STccL1SMPDSf59lvL6JpMq02tNzWF5y+s0ZcweHRnT2hV4rg+r04X2de+9x30J4xrij5drcfuRhKpEU0RtjOOh9zuDfWCQFAmDZf+hImuynxgbx/PnF3lwmqN3bmEqITLEi9NreH6Pr//ycOcWa4RN1Qu5Wv8Pz++yMcOD3Yda6bQ4PxK9Y40zd4q7vyd0Ta2sY1bgs0U5OByFvydUk3ey4D2ZvcRbfy9kUyEX35ghLrtUbc80lGNb7+1RGKDvxi8c6n6YsPmh2dWSUc1snGxqQ2CgJfasuRP7u1jodTCUGWSporr+23Fyeu75rli44p+RlUOmOyLMbVaDwO3zV7wfhBcEbB1sD772znO+g1Yb1y/pnffzcqWdyicvXEDQ5VDypgsSfznF6a5eyQVUok2oy5uPO/+pE7L8Xnm3DLzpcvUwNFslI8dGrhug/OrYbMKQ4deJUvONc3VHd8PFdY6z0dXZc4sV3H9IKyM7elPMJWvc26lhiwJ/yhJkig2LPpTBnXH5dxKnZipMr1WY/9QKrw3HW+rw8PpsK/I9UV/2KvTRZIRjW+dWALgA/tyfOq+Eb58dIZn8vnwnHfn4vzKw+NcXKkyW2wgy6Jn8OxSFb/lErSDmvlSk8GUyWyhQd1yeWCij2+9tcRq1eKhHT3tapcISv7zc5f4/z69j8WyzYGhFBdWqvz5sTnydRulXRH7+F1DXFirM1NqMrVa54k9vZxfqbG3P86+gaRQnlQkinWHr765yC/dN0KhIZ6XIkthwBQ+F8RcUGWZmKHwv3xsP30JgxNzJb780kw4ZxKGypdfmuFjh4f4X3b0CIPipMFQ2uTbby0TwLpgRmZHXyxMfBiaQkRTGMlE6IkL82LhleViqAqJiErCUElFdcZ7oixXWuTaG2cQ98bxfFbW9aleyNe5ZzTNiYVyOCYiuvBq29UXo9R0ieVUEqbKQMrkwqrolaJ9vSA8yCzHZypfZzBltr3F3NCPT1dkYobKX76xSMNyWW4ffyQbJRPTuzzwoHuttRwPTZaQJbrGuwQMpSIslVs43uV5tFGF8b3C1ea+3VbkPDSU4uN3CSGSvoTOa9NFsrEoe/sTuH5ATFcwVZmTixUe393HQCrCWs1ivCfGTKFBbN0a3OlL6wS/V+uxa7ken/vATiwnuCmJ1PlSk0LdJhlRieoKrh+Qa/fJLpVboW2FrspM5eu0HJ+m47FStcnGNBq2xyvTRT56cIBL+TrlpsMbc2Vkia5AvINK885R5H4n2A7atrGNbWwJmynIweVqiSpfXYL9dsRcsbGpkfLP3DV4BU1xK8Hdxs2z7frULIfxHpFJtlyfA0NJ5otNxntiZNpVsc1Mr68HVctlZy7OsZlimBkPgP6kyb1jaSzXp9pyqUtiY/RO1NlqLZdXp4u8eHFNKI21N4K5hMHDO3r46MGBa6pzRXU1lLbeiPXZ380y5hJik7WZd9/NFPPpZL3X97/Yrs/JxTItx+eukcvCIRsro5udd9LU+NOjc0yv1YkaatiHNFto8I0TSxxuCz3cSC/d1SoMS5UWl/J1HpzMdvWsdLBeyCBpauzpT1Co21iORwBkojqlpoPWNgPfkYvxX14usFwR3niO6wvBDE/hxYsF+hMRvvzyDCD63P7WQ+OkIzpxU93U22ql0uLV6SI7+uLs6I3zM4cH0VWZgaTBF56bojdhcnAoie0G6KpERFP50oszHBxOslK12NefYF/bXHih3CRAwvMCBlMmd49m+M7JRbwA+hIm3z+92jYqdsOqhaGKKsZiuclfvDbfNhguM5iOcv9ED34QMNET47nzeebalbtiwyZmaJxdqXFmpUZMV1iuWPhBgK4qjPdEQxl/gISpMJqN0nQ8YoYaBow1S6gxxk2Vi/kGpibz315foDeuk4pogt4sS7xvVy9ffXOBhKEyV2oymDQ5MJTkgcks/+3VOYJAGJgPpkw+uL+f59pzf7nS5K/fP8JXX1/kxPzlIOuukRQ/c3iA12ZKvHKphCJLPLW3j76EgbJu7U5GVPriKSotN1S91BWZmuUymY3x+N4+MjGduUKDXbk4xYaNqcl4fkChbnPPaIYgKGK7HSqsxJ7+OB87PMCbsyUme2P0xg1KjXLog9gX1xnORPhe279uz7rE1UK7cvfYrst2ARvXbrutrnjveIal8uU+MC+AH5/P88iOLOmoflUVxvcKV5v71ZZDs53Myrfnr6nKHBhKcWymyNFLa22/MomYqfL+3X1Ynqi+JUyNuWKD4UyE0Uw0TEJJiIBs/Xp5K5gu+ZrFifmyoJ/HRYDWGzO4eyTN8xfXyNdszq3UaNgeTUdQfmvWZVVILxAiKQ3bY6CtaNlZSzvr03okIz/ZYc1P9tVtYxvbuGnQFImUqdFyrtx4p0xt0wX0ZuJmVsVqLZe/eG2Oly4WKDcdPF/IcV9aq2N5Hn/nfTvC396KSMRmm+dKy+HlqQKnF6shTUWR4PBImhcurGG3m6oVWWIsE93Ut20riKgyr84UmVtH6fODgNlCA1mCD+wTnmw3os42V2zwwoU1XpspdWWH54tNZEli/2DymhRFU1N4dHcvr04Xrwj67hvPhNnfzehC620g1nv33ezex82y3qIyFLAnF0dXZRKGuqk4wmbn7QUBU3kRJHi+j7yur3C20Ah9kG5EYfaq9CpFZrrauKqgx3qKlKrAqcVKOA9s16fletw/nkWSBL0ppqusVi2sNk1VkSUUWaLUVobrmJHLEpxdrvGll6YZzUbYP5jaVHVWz0R4+lA/uiLzjROL2K6PIkt8+EA/EV1lrS56HX1frDvFwObgcIrJ3hgxQ6U3ofPGXInhTIS72tYAj+3u5YsvzvCNE4uheIfj+WFPnaEqDKVNFEn4k4mNoM8v3jeCHwT8jQdG+avji5xcrLTNp4UZ9EcP9pOKaOiKTG/cCCtJuYQJiLXQUCQimhJWjQAiisL/8Mg4X355llOLl/tu9g8m+JsPjhFpj4eG5TGcNsnXbFbbSY0joxmev7CGrgiLjv6EQS5p8MZcid64wd99bJL5YhNdVfADn28cX+TAUJJSw2EgGeFPj84wkomwZyAuhIk0hcVyk2+eWOJ/fGySbNQgbqpENJkdfVEMVaVuuSQjGlFN4Zlzq5xcqHSJxwylIrxvVw8JQ+WesQyqLIdUy4bt4QcBdctlrtjkyGiKDx3Icc9Ymr6EzvmVGv/puSlGszHOtfulHM/nyFiactNmtWazoy/OpXwdtV3d7ih9KrLMcqVFuS3vXmu5fOX1OdZqNvG2sIWMCA5OL1a4bzzDUtnC0BWiWqd6aIVKjJupML5XuNrctz2f/oTRZaXSlzD40tEZ5gqNcL2UZSlc9//HRyeZKzbRVZnJdvXcb9MQq1x9vXy3mS6243HXSLorqfjGbIlHdvbgBYQVXUMVfckDKZPptQaaLKiUEU14LpqaQqVtQ5KKaMR0lXqr+/mNZaPsyt3ZbShvh+2gbRvb2MaW0HS8cPO80aj00V29tK6hIHejuNnqelP5Oi9cWGvLTwsFNkUWPkcvXFjjyT39HB5JbVkkYrPNc91yqdvif/dNiIAmYWi8cqnI6SXBu+9QhypNB02VQtPr64EkSe1eFSn8vY7oQanh4LQzsAGEz229HHjneq6VdV6tWhybLl4R2NRtl2PTRX7m8CD7Bjf9KiA2J2eWK/TFDTIxPVQpVCUJXZUJgoBXZ4qb9q+tt4EY64mSMLWbkhHemATQNqkUe37APaNpjk4VmCs1abR7STpjviOOULddZEkExh0RkyCAR3f18tLUGsF6ypYkMZg0adhe2Ae2UdURthaUXo1elTCFwuBiuRlWl2DzXp6BpInj+Sy3leqimhDUyCVNTi1UeGmqwAf356jbHroiI3PZ89f1AjwpwNDkUEFSlnxOL1WZLzbZP3i5OrledbZue/i+kP2fLzXDyp3nBzQdr02dE/dCV2U+ftcQJ+bLnJgvM1ds0p80URWJe0bTfOetZQoNmw/uz2E5nvBDCzPxosLQlzBEZa3UQpKEzLypKViux58fm2Ox1KTSctnZF+f0YgXHF+bOD05kaVheO+iTQRK9YYeGkiRMta1eKdG0PU4tVVDky9tsH3h9tsRwOhLS2dT2GvP6TJFdvVGe3NtHuWlTqNld62cuoXN+RYz7asthpWpRabk0bBcJiUv5Bs+cWw2vcTgd4f7xLA9O9KDI0HA8nr9YoDPwOj1hu3NxlisWZ5erbYXLBK/PlLC9IEyG9MZ1ZgtNVmvdybmVaoszS1U+dkhM9IGUSURXUGWJTEyYpsdNlWLdZqHc4tilIl86OsNENsL79+aY6ElguUJwIqqJKuTh4RRTbRN2x+9Ub31UWepaA9R1Sp+X8nVsN+D43OWg0g/E3LtvLM1SuRUK20z0RHlgIoO7CY0O3nuf1KuJcQ0kzVA9sgPHC2h0KlDrormObxlcvsbr8Sd7t61GTF3hzFKFtbZFS9AW//mvx+b46MEB3r+7hzfnyhwcSnLPaJpnz+dRZImAgJrlkYlqHMhG8fyOcqSwBUhFNH5wZjU8Tsc+5ie5nw22g7ZtbGMbW0RUV8PNc8fX5UblgLeCd0Ndb6ncxPMDVioW1XXGq6mIxu7+BNNrdRzfv2qvROf41+pL8tft1Dvc+5YrTKHFy+vyv0c0BS+AM0sVZotq18vz7V6qmiIzmo0yV2xeFj0IxIu9P2lSa4nNoLWO1rpe3ruDa2WdKy3nqgFCp9fx7TC9Vuf4QrmLXitL4vuqLLFUtsjENCzXxfYEbaoDP4D5UouduXhYObkRbJYEmOiJoip0+fyMZqP84PQK5abTdc87XlZ3j6YBQXMaSJpdCY1URJiY/+zhIb5/WsjDS5LEjt6YeC6Wy6uXiqHX4ft3XVZ13GpQei1qZSqikYnqoo9kXWVzfF0vz1S+zldeX6A3brArJ6oyfQmDcytVvvjCJX7urkGc9iZ6OBNhua1EKkkBfhAgSUIlVV0frAQBLfuy8e1mqrNT+Ro/OpcnG9PZlUtwdKoAiPHaCTK9ICAI4OHxDC9cyNOXMLh7NMNQWnidOX6A5Xj8jQdHhXJhrcXffWyS//TCpVDVdKXS4t7xNAlT4/hcSXg+tU2od+biaO3zVmSZ12ZLrFRaHBhK8fpskYmeKPmazXdPLVOo21Qtj8d39WCoCp4f0LA8XrpUBCATUXlsZy/6unlVbNqs1WwqLYd81cILAhRJQlMkxrIRSi0X09BQZVGFLtYdkhFROZroifG90yv0JwySEeELF9FV1moWK5UW6djl3k7XD6hZLrbnYagKdctjsieG5fjh2hY3VB6YzHJivsKXj84wW2jQnzR5c67MkZHU+v0+nh9wYqHMeDZKoWHj+wGyLGGoCjXLpdAWnXFsl8d29bFStTizVMUPRHC1uz/BRw/2h9VFXVN4ZarArzw8JoSs/ICeqM7Z5SrffmuJHX1xQNDvE6aKJAnqageqLDGUjoS2JaWmzdGLBbJxnV25OI4vqsiL5SYVy6U3YXBoOIWuiGTQXLHBPaOZK2jCt4tP6mYUxWxM56+OL3S9c1aqLQ4OpTi1WKHVLhs6ns9IJkJ/0uzq5dpqQvPdshpZj5btkTA1FFlibd0ziOgKy5UWO9vPf63W4mfuGqTQsDm3XBNriiSEoP6H903QE9U5PKKGa2PT8Tg0nAq97W7ENudOwnbQto1tbGNLGE5HSEa0rpffjcoBbwXvRF3v7QIdSYbZQrMrYJMlkTE+vVRhuiBEFxbLTVq2FxpIbwzcNpqcNmyXQl1kzRVZYjBlUqjbRHUFXZGxPZ+lSotMVGeiJ0rL9dFkCUOTObtU5fXZUhjgpaMaD05meeVSYdMKTOelmo7q7BtMCmGIupDVVmQwVUVU89o7MqNNFTI1uUsZrIONWef191CVpa5K3nqoskRUv7qyG2xucitLEjVbVDYNTeG1mRJRXcEPAo6MpkXGvb0JrlkuKVNlodSkWHe6TN2vd3NxtSTATKHBZJ/Y7LYcD8vxSUdVFFlivCdKdQMVp9ymToJQ7HtluthVgVYkiXzV5q2gwkcODnB6qUo6ojGSifDGbKk9ru2QHttREbyeBMTV6FXVlkM2phPVFCE4sq6yaTleOGeWyk1mCw0ueAGeL2Tld/bFKDddUVlC0JbyNYsP7+/n2fN5ViqtkCY5konwwX25kNYXXrsskWj3lmw2fx03ECp3fsD7d/XSFzdQFYmkqZI0VSotVygZBjCYFAbXni+CED8QSZBduRivz5ZYrlnkqzb9SYPzK6t88sgwv3jvCHXLpS9hENNV/u2PLoh7IEtossye/hi//MAoLcflZ+8aYiBpUrccXpoqcHA4zVrdIRnR+PPX5pkpNIkZCposcXKxwmO7+ji/WiMVvTzmExGNsZ4o6ajWVsIUCncd4ZZou6dNUyQOD2d44UKB5YpFzFCx2n08g2mTL75wCccL+J8/tIdcwmC20OT8ah3XDzBUiZiuMtkbYyBhkEuYKLJETFe4sFrjUr7O8xcKPDSZZaHUZP9ggnLTxfMDHtqR5cdnV6m0HMZ6YkLOPaYzU2jw3MU1nj44EF5LRxRioyS+IkMmpnMpL6wThjMRvvrmAlFd4QP7cqFp8kKpgeN6PLm3j7uGU6RjGpWGw7/5wQXun8wylo3x1kIlNA/v9NwV6zZ3j6axXI981Sbd9vdKRTQe2pFlslckG1qOx2QuxksXC8y2qYGKLPHwZA+piMa33lpmZq2O3J5XD+7IYurdSarbzVZmM4riB/d3V+A0RabpuLx/Ty91S6xPhia3lT+FfcP1WJ+8W1YjG6EoEpfWGsR0ld4BofTaGzdwfJ+zyzWGMhGePS9MtgfTJr/y8Dh1y8Vy/baHoMdcsc5Te7ufV9xUfyqCtI24PUbsNrbxE453m4JwK/Be+apdr7reVrKHhiLTE9fZnYvRlzRxvYB0VGOu2MR2PJqWh6LIYW/Qc+fzm4o6rO8N8nyf587nQ1qXpgjT37tH0kyt1rmYrzHRE6VuCV5+p39I1RUurNTD4KgTCKxULL7w3CXuXieAAVe+VDv+YglDxVDlkIYlSzCQNsOqlARM9sTYkYsR0ZQuH7KW44UUxbiuosoSPzp32fB1Vy7GZG+MUsNGW0cndX2fwZTJYOraAXvnGa4X+cjXLM4sChXLzjU3bY+4ofL6bImHJnuw2pLdA0mDi6t1nr+wFhYF+hMGsiyFghdbxbWSAE3bY77YoFB32lnsKEhBF+0NIKLJjPfGWKm2eHVGVGR398dZq1vULVElKDUdDg4nubBaw1BlLMdneNDkjdkSqiIzW2h00WO9IGBvf4J9g8ktX8vV5mQyIsbDN08ud/k0gQhO9wyIY/hAy/VptXuSQAREZ5erDKZM9g0msT0xnuKGwv6BBA9NZrEc4dNWsz1USajXdaApMveOZehvexBuOn+lgN25BHPFBqeXqnz9+CIAQymTDx/o56WpyxvyXNJAqQn5+YVSi7rtMZQ2OblQ4eBwknLLYbnS4vhcmSNjaf78tXmWKi0WSi1+4cgQr04X+TuPTiDLEtWWS8IU8+QLz06haQpnlsS1EsBHDwrqn4ygGBbrNroqnr3jB9hewPfPLPPARJYP7e8nposKQqHe4tlzeR7b1cvDO4VgxmJZiGSUmw5euQUBPDCZ5cfnV6m2PCZ7YyyWWiQjYrxHDZVP3T/K6aUqY71RHC9gtSb6TxUJJCQq7YRHIqJxfqWKqSlENJmfPzJEwtQ4NJwiHdW4ayTNG3NFJnriNBxPmHAHQjTqxFy53RskhJCGMxEMVQmDJ0MT5uOpiEZ/mzorS+LenV2qMpyO8NpMiY/fNcgbsyWiukrVEubi/QmDX35wnK+9uUDNdqm1XExNYTBl8ncem+TEvBgniizx2myJfQMJjoylKTYcIposgstzeXIJM7Qg6IhDdea4ocq8NlMKxwdALmHw6kyRS2t1Pnygn0LbdzBftzl2qchnHhlnOB2l0hTB+J1QldlYgYtoCk3bo9hwwvVXV2RUWSaXNDg8nL5p6+A7VTLeDJoiE9UVliqtUBE0oivCX7Bho8kSEuJ9YGoK3zi+yL1jGeZLzfD5/9zdI3fcfundwvZd2MZti5+EQAduDQXhVuG98FW7HnW9rWYPXdfnl+4b4c9fneeFi8LgNh3VyCVMfumBMU63PaoSpoapySxXLTbWmNZXF5uOFzZHd4I22/UZTpuMZ6M0bI90RMgX7x1IYKjdlam67TKUinRV8qoth5lCo0u1cP31rH+pjmVjnFuqheIWNmIDde9ohv2DybCv4a6RNF98cbrLh2wwZfAzh4f4zsklXB/64jpvzJWJm2oosV9vOfz8kSH+yyuzXFwVPSiSJEy9P3nPyNuO482eYafnDy6rgAW01fV0hT39cXriBq7v819fmWN6rdH1DJarFt87uXzdgc7VkgA9MZ3nzuWJ6EpIxUpHNYLgMp3OXWcDcClfZ1dfnDfnymFF9oP7+jm7VKXlCk+imuWSier0xk0emMiwuz/Os+dFL6XnB2FviusHnFqssFhuXte1wOZzstKy+VffOXdFwNa5b51ER8JQ6InpzFqXx4MiS/gBaLLEuZUqL15c462FMh/aLwQ5klGNSgM0VWZnysTxfabO18nEhAHzzr44n3lkjHzN4psnFtEVmYbtorY9vmxPZNBXqxbVloupyUIwoq2s+IPTKzy+p5dduTieH7Azl+AvXj3NxXyDSLtiEjdUTixWqFgOH79rkLrlEdMV3pqvMJ6N8ov3jrBYbjLeI2wA/uuxeRbKgj78s4eHODq1xlyxyQMTGREgKDIza3X8IOCT94oNousFFOoO6ajWDvRcYoaK7fg0LA8/EFVrTZHxPJ0AiWKX7QJM9kQ5v1oXgigBjGcjXMrX0VSJxXKTlaolEiiuR3/SZE9/QlCn/YBfvHeElu0yXWiGlODxbJSdfYLGmonpGIrME3v7WCxbnFioUGm6vDkrsTsX55cfGGOtYdO0fXpiBpJEOCYl2r2wLQe53CKiK2ElWUKsHaamdCVYzi5XSUW0UPyhYbvoqky5rTJatT2ePjTA148vcGqpQi5hik25Iof//dihAd6cL4veSAnh32V7QiyjBYW68NWL6Cp1y9uU9mZ7PrWWqATb7fsaM0RfsRcEV/i5zRQbzJeaTOUvj/HTS9U74v27sQLnBQF/9OMpzq1UQ/Gs3bkEH7978LrfwTdqNbJVRHWVHb0xdFWmaXu4ftDuNZXY0RejWHfCNbXackhFNPYNJnl/W5jrJ8W39WZh+078lOJ2D4huVaDzbt+HW0VBuJW41b5q16Out9XsYV8ywhdenMZQZR6czIaeN4W6zdfeWODDB/qx2zShjo+VtU4ZbmN18fxKlR+cWWXfQIL7JjI4XoBEwEKpxfMX8vztRycYykTQFYl7xlKcXqySiRs0bI+IJjOUMsmlDOqWG1ICO+qS64+7Hp2X6nypGcq7b+w1nCk0ODCU4p6xDLWWy58dm+3yIZMliULd5utvLvDAhKgkBu3vmZocSux7AZyYLjGYinB4OEWA6M2xXY+zKxUe2dm76Tle6xl2KjtDqUiXCpiQZxc+YPeMZfjR2RUurTU2/iQgApCVauu6Ap2rJQE6Qi27c/Hwb50N7HLVQkJ4TXVsAFKmFlYxOxXZly6uhRXZfM0K/fDW6hZvzJXpS5hM5evoqkw6qnf1Nbp+EAqdXC82zsmXLq5hajLDqQixtsJex6R6vtxEaUeLuirz5N4+fnBmNVShcz2fIyNp9g4mOHpxTXiEJQxKDVENVC2PSstFVQQd95Fdvfzmh3aTr9rE2wbK//mFGVZrFoossScXZ7bYIG5qrNUs/AAyUQ1Jgp25OHPFZtijs1huMZqNMr3W4OV2v9gDE1nmyy1UWQoFXTr/XSwL/0ECsaGdLzVZqrTYlYuTr9kcGk6hSHBmuYKuyLRcH12VWKq02p6FAa7vowcSqYhO3fZouZ4QBQmgp+17WG461NtS/Q/u6OH0UoVvvbXEmaUqkiSEI/YOJrvkxi3XY99gEteHpUqTIICIroIE6YgWJlgkCSZ645xYqJAwNf776wuMZSKkohp/+32TnJyvUHNcdEViptDk6KUCD+/o4cMHBhjNRHhtpshz5/PoqkK15aAqEvsGEjx7fo2YISrq6YhGsWHTE9cpNW08P8D1fExNpmG5xA01DNrW6jYfPNDPcllUNUEkWNIRjUd393K8HXTZrk8uYTLvNUXSxfLIxAxOL1bRFBnXF+uL54tevjfmSvzCPUNMrzWQgN39ce4aSbFQEtUXWYKxnhinl6tdfaUbAyzPg2xME8F/u+9RUwSd02gHBh102AwNq3te3Ynv31rL5YdnlklHVR7d1RtSnm3X44dnlhnPxq7rWm7EauR6YGrKFQJmrh8QaRvVTxcaDKYiyDI4rs+5lRp1y+Uj6yi727iMO2O0buOm4nav/NyqQOdW3IdbRUG4lbjVAf/10DK3mj0UggQyF8t1Ki1B7YkbKo7nM9ErXn6dPrKkqXFgMMXBa/QMdOTSz65T6qu2nLDqVm64VFtCYTAT08nXLZbaEuoRTWSd9w4mKdbtsNrWETUwVLlLprqDzkv1imsOEDvB9s52fXC30YdsrWaJzWPzshZBR7Ck1RYy6Ikb+AGcX60RafeuGaqoMCRMjVrL5/h8CUNTrjoeNnuGMV1lojfGR/b3s1y1QvGAhu2iKRJG28qg1nKJ6oIatJkG3GYGq9fC1ZIAluNf0e/XsRt4pt0PZHs+nh8Q11Ue2tHD2aUqTVeoKmqKxEK5RcMW/l/NNuXwQ/ty5BIGd40I6tpTe/t49nweiS79h9Az7WYgHdV5Yk8f3zix1EUj6xh7p6IiGNEVhZ6ozqfuHQZZCivC6YjGN04shabgB4aSnFmqcvdoCkUSvWeGKihPf/Tji3z+I3tYq9tkojH+nx9fYq1hhdXkc20z6jMrNTIRjULDwXZ9JnuifPBAPysViz39cSF00XLY2x9npWqxd8DF9wOatktf3KDWckL/JlkSgiKiQiSUGxOGStVy2dEbo+l6XMrXWRmIc3BImKKvVi1MoG55DKUiZGM6lXag4gcQN0SF1dAUfubwIMmIyuO7+3juQh7LCZAliX0DSc4sVXBcn0Ldotg2tC7UbXRVJhcfCynGPTGDqdU6D+/IkonqNF2PsUyU5y/kmSs2ybWrR0PpCCcXKqzWbExNoR2Dcn6lxp8cneHhHVm+dSqPF4jAuz9h0HI9TsyXGUwZPHc+T9xUycYMMlGNg0MpTsyX6UkY7MzFqbVcYobM+3f18fyFPJO9MVaqFrIkhSIn7jo12WRE477xDOmIHlZvV6pJjl0q8K0TS5TbfcD7BxPYnkfSVBnNCtEWPxCBhJD0byvZIqilcUPB9+HDB/oxVBlVpk3p1Kk0XXJJQXFsWH5Yke0Eh+vf+3FTIWFoVHWXpiOEl0RfraC9rp9TsgSjmSiJiIoXBF2U8PWWHXcCpvJ1jk4Vr/BJBVHxfXx3ncObsDKuhhuxGrkeDKcjvHgx35VUjOkK3zyxyPdOrZCOaqzVu9sOUpGbsw7+JGI7aPspw51Q+ZkvNak0Hfril+Wzb/ZCe6vuw62iINwqvFcB/1ZpmVvNHjZsl5olgoOkqeEHQVh9KtTtK+TfM1GhxNdwvE2VCzd7yazvg4oZCmt1QcE7OlUgXxOm26osoSoy02t1XpkqdPXNJUyNsWx00+Otf6nG2t42m3mg3TueuXpwx+VqHlyu6HUES+CyNYDl+MiyxEg6wmhWmAgbukLTdnl9psTF1QhN27umQMjGZ6jJMtOFGl96aYbpdiVNkiTuHU1zYCjJCxfWUBWZTFRjudJiKBWhZrldmzJTk9t+WVvH1ZIAqajKjr74FXYDZ1dq9KcMDg6lKDYckqbKVL7ON04shhtTCSGrXm46LJSanJgvk47qfHB/PwulJv/9e+fw/YChdIS+hMGnHxrj+FwZyxUUp07l4Wb12WRjOifmK7heQLYtxy7LEgRQqDvkay2mTtTQVZlDwym++NI002sNfD8gG9eJGyofOtDPXSNpmq7HZG+UXMLkGycWubhaD5/Brlycp/bm8PyAJ/f2UazblFtOF/23brv88OwqBwaTPH14gNWqTTau0Wi5PHs+T6HuhH2YPXGdXMrg4FBCWEO4whZAVyQMTSEd1bE9n6iu0Bs3qLQcFBmiuoKmymCB7QV4XsBsscFSpYUiSxwZSSNJYrzv7o9zdrlK3FTIJQ1qlkfCUMnXLFaronKnKhLzxQYP78xSbTmstY3HJ3qjLFZa9MYNTsyXw2vsT5rkEgYvXVyj2q70jPVE+NQDI3z1jUUhYuQHfOLIELqi0BcXggzQFqyp2YxmI6xUWrg+2K5YZ86tVPml+0fYN5gkCAIqTYd0TMfUFCZ6omiKzEAqwnyxQb4m7DIODCXZP5Tk6FSBkwsVqi2HuKFyaDjFRw8O8PpsCc9r4UsB2ViUx3f30pvQOTicumJd7bxnX2t7bJXXCTfNFBvcN5bl6KU1qi2X+WIDXZHxgoBMVMfxfKEA284f2a4Qzlgou9QlsYZ94flLRDSFhu1x71ia587n6U+aVFuX57mpybTcePjeT5o6PgFxQ21bDYiEW8pUSUV1YsblexMEMJqN8Oy5fFe1fqNlx7uFm5ngXKm2Ng3YQCTYVqotYOtB263qUY+b6hWiKhIBjifmzeI6WwOAff3JOyaQfi+wHbT9lOFOqPw0bPcK+Wy4uQvtrboPt4qCcCvwXgf8W6FlbjV76AfCD8rxglAm3/UCkqaG5XhdgYuqQH/K5FtvLYVVsI2B6q5cgrFstKtXzFCFh9FEbyysmnUoeDFDIZcwwwBBV2Uurta6ApJc0uDjdw9ybrnalbyI6wp3j6bDzUBUkzk+V+LV6SLltrqeLMFc20i5Y6692VhcL1HeqeitpwR2rAEiusw9o8Ig9dRSFUUWtKeILnN4OIXn+yxWWuiKEE1QFCERXqjbV2xYOs+w1nL5wdllZEkKA4tUVOfsSg3b83lsVy+rNRtVlsJ729/2N4PLnmMdVbnrwdVktmuW8AjrKIBGdYX5UovemB723mSiGt87tYLlevS1FfxcP+D0UpVMVPRjKIrMkdEUf/LSDCfmy0TalcJ8zaI/afL6TInBdITXZ0thH9gH9uZuWuKjUBfGwzFDCZMHiixx71iaV6cLvDlXomF7GKpEy/F5aDLL+eUaTccnovucXCiwUrW4byzDqaUqu3pjfPvkEhdW6l1+CxdWhDT3Y7t6uGcswzdPLF4h2rK+r85xAwggE9F54XyB12bKYTVaam/ko7rCrt44Ddun1Rai+fjdQ/zFq/N4QYDnBxQbDoMpk525GAulFp4f4Lg+u3Nx3rezB1NTeGxXL8PZGCfnyzQdQQGUJQnHFSqHhZpDoleHwMPzfeG5pshcyte5sFJntWJxZrnGz981SNMNqNkuUU3h3HIVTZVDb0pDE6Wx+VKTByazJNoJDVOReXW6yEyhEVbz54tNDo2kOLtcpVS3AaGiOdkb5a6RNC9cEObDnSCuUBfm5bYrKrx9cZNfvG+YC6s1BlKRsEqRimrEDQ3H89nTn+C/vDLLVL7OQEqoM0qSxIsX1yg3HD71wAjPnF0LBVROLJR5/85e7rmGZUtEUxjLRjm1WAkFS5q2x3K5xaM7exjJxJgvNRnNRjgymuathQoRTUFvGyNbrujlTbTfDylTC6vAHcl/H5grNlmr2+zqi4eU2Zbjc3G1Rrld1XR8n48eHOiqIq/WRLJnz0CChWIz7EntjeucXKiESaEONlp2vBu42QlOVdksfXcZ2tv8+2a4VT3qmx3nyFiGf/ODC10G7vv6k3zuAzsZvg0YX7cr7pwd4zZuCu6Eyk9EU64I2ODmLrS36j7cKgrCrcCdEPBvNXuoKzKmdlkxLQACRCC3oy9GLmGwoy+OKsucX6lyKV/vEgnZGKj2JQw+++gEX3juUhi4KbLEPWNpfvbwEKeXhGpah4K3saLToWAOpSMcWpfxLjVtViqXTYk1RaYvqb6ArnEAAFI/SURBVKPIElPtc5roiXBivkKhbtNsB6CSBJ4v+kGWyi36EkY4FjvedLbno0gS6YgQW+m88juUwFemiyFVMGlqfH9xVWxS21UUy/VYrrRo2h4PTGT55omOAmAEU1Mw1AInFy4TOzduWDo2AIeH06ENgNvuQSk2nDCAXavbPLU3xzNnVzF1hVxic1W5a+FqGe+N4/WukRTPns1zelk8r4GUiecFHNmfCyk8miKTimgslF0sVwi8tByPStvLrWm7nJgvM5w2Ob9So+l4oedcpu1PlY3pPDiZZSBpYmgKjutzZqUSKg9eLzZeX6lhh2Oqc2/HslFeuLjGVL5+eaMcwIl5ETjtG0jw/dMrJCMqTdtjZq3BB/flGEqZeAFcyjdQZAlZvuwDKCExW2hgtSuym1WcDVXm3rE+js0U+fbJJcpNF0Xu543ZUttQWXxOkkQ/XbXpcnalxv/9owuAmEcf2t/PZx4Z5+VLBSot0VsmSxIf2NfHQqlJLmkSNxSiusKx6RJBEGC5PpXWKlFDZTAV4b+/Ph9We37zA7v59sllTi6WsRwxryZ7YvyNB0Y4u1Tl3vEMhioz0RPl1dkyEV1FV2UUSWK1ZjOUilCo2+EYrbZcVqoWC6UWr8+WAKG4aqpKeK6uH1C3PGYKDXpiOo/v7qVmeRwYSvBfX5njx+dWiRkq/QkhGtKwhLjRzr4Yu3MJkhGVXNLg+fN5Om2uEU3hruEkr8+VWa7UCALxTC+u1okbKp4vgtyAAF1VeH2uxAcP9IdqnePZCE/uzVGz3ZDWuVk1qOl4PLU3hyJJzBRFRdb3A3bm4oz3xLmwWqPleJxdqvLJe0cIgjlmi2IzLkuiYvc3HxhjtV1VsT0/DLhUWcJGrMmO5+M0fbwN1iIt5/LforpKqeHw9IEBbM+n6XpEVKVN2Za4bzwT0tgbtsv3Ti1vSqteb9lxs/FuJDj7E2aYTLvy34zrZhx0cKt61Dc7zv/v503OLFUpN4UAyd6BxHbA9jbYDtp+ynAnVH4cL+iiYazHzVpob9V9eK9k8t8N3AkBP2wte+h4PveMphlOR9qbxSCU6O9PGGiKzD1jGc4sVa8qgrExUD04lOJ3n97H+ZVql+FnRFMY64nRsF1ajsdau/9lI4TvVbSrEvW9U8tEdeG1ZTk+mioxvVbnB6sr3DcuDGNtL2Cm0ECWhPx9x/TYD2Cx3GSp3OTwSIq4qfLgZLYrsAShHrk+sPQDsD2P/+nJHaxULCpNQSMdTJtYnhf27/ntDaHt+mGvEcBcqclfnVjk13O7r7hf6zcsm9kALJabYaWmQ9f0A2He/sjOHsZ6hKLn9WSEt5rxXq1a/NnLcwylTXYPxHG8gOG0yctTBf77a/M8tKOHqK6Sr1o8OJnl6FQhHPO25zOUiXD/eIaFstiYLlcsBlJiIyXLEqamkIxotByP1arF6cUqr80UQy+q3f2Jd5T4mCs2eHmqQM1yw2psylSptBySphbeW02RmcoL5c/ORtnxxDO8mK/zxJ4+TE0YR6eiGg3Lw3YDBlIRWo5HX8IgX7NEkNWWM1RlWXgBtoOIzSrO+weT7V4lNxRAcX3xrB/a0cNA0sR2PTRVRpUkvntqhWzcQG5/NgjgufN5DFXmf3hknNWqjanJzJea/Phcvm0LEXBwOMm55SqvzhSJaEq7v0oIUzyyo4f/zxM7mSk0GOuJ8uz5NSK6wscPD1G3RUV1arXOs+fXeP+uXlaqQmrfbdMpd/TF2/L6CuWWzWvTpTAQUBWJhXJTVIHXzYPFUovFSouDg8kwgFmstHhwMstLU2ucW66RMFValoeEqEwvl1vh7xqqzOGRNBO9MfYPXqa99Sci4drWaDnsysWZKTbDY5eaNpmYLu71OuGWQt1mKG0S1WX+xv0j6KpMqeHw9TcX2NEXozBXvurciOpqOAcfRlhxZGMai6UWX3tzgZYrVBwvrtb50IEcP3f3IKam0LR9IrqM5wXETJV8TVBRI7rCXcOprgpYteUwko0yV2iEybTL12x02askI1qXUmfd9qjbHumo1iV9/+pMkcm2kNR6amHMUHh4Rw/FhvX/b+89w+Qor7zvf4WuzmF6ctQMygmUQEiAJZJARsaEXfsxfrXg5bLxkhZkvF5sHhvYNdgYE2zANl4bdhfW4ISNkx4ECARISCitJCQkzWikkSaHns6pqu73Q3XXdE/3jHo0oXtG53dd82G6q7ur6q6q+5z7nPM/wzqrZ8p4LHDWFGk1oG8d7MzIQLq8QPQIRkp1kYWctBEyeSxGYkyYDJGfuKrqin2pD9pkhEJWs+d1j4SJPA/5kMkfDyaDw5/kdKuHksBDFHh0+iK6Kp7AcXBZDKhymWFMpAWO1FEttRuz1iWlOmKfdPjTol1SQtCjzGHMUMI0ielR51BMhkkUcEGDW49QaL3dFCyrL0aVy4S4rMIg8uj2R3GwzYeYomJ3iwcSz6Ox249FtU6cW+NMU5k80RvElfMq9NYABp5DU5cfvoiMYFSBSdLk2o0ijxKbUVP/Mgg40unHKU8Yc1PUGxVVW0WPxDOVEFMNluHSNZNOYbs3rJ+f7kAM5zcUj8jYGcmKd2OXH829wbTtDAKHfYnaJa1JugiDyOs9pmrdWlPsaFwThthypBtrF2q9viSRx6m+EKaX2VBsNern+5RHOzcmAw9bIpIZV1haCthIjm/XCQ82f9KVZsidP60IsqIilmiCDWjREgCwGAREZVWX1wYHcExbyJBEHr6IjBqXJpUviRyislYjWeUyQRQ4eENxqIwlmtEb0FBs1dPeskWcHWYDGGNYXFeEvmAMHACjyOHKeeXYd8qLj5r7Eil8wIIqJ5bWu2ESeZQ7TFAT96VB5PHukW6c3+BGhzeKnkAUnb4I6osteOdwN2Kyigsa3PjouAeSwEHkOSiqFuXhOGDbsV7MrrDjcGcAFqOIwx0+OC0SHKYwRJ5Dtz+i1795q7WURD+0zxdbtfosYyJi9pmF1TDwWkPraFwFOC0ie2FDMfYkomyAJq9/qi+Ei6YX606bojLsa/XistllqE80cneZRdxx6XT88oPjONLp18/trDI7/r8L66AqSHMskjAAUYXhQJsP00tsWFLngqxoi07nlFgT/QGFRM9GTm9dcLw3hF/vPAWB15T9Su1GiCk1vNnujeR8mfrjjAEd3ghqiixwmg26kxyTGThwqCmy6BGvmKzgv7edwInENWEQOPjCMq5eUIHtzX0AtNTIpYkUzdR+lcmyiKSU/0gWQpPiPqkRZ5MoYFaFHduP9aKlN6QvaoxlbfZ4LHDaTCKWTiuCqjJtgSbxPLEZtdcnmz1BnBk0ymcZkyHyk+1Bm1Sqk0R+TJyDiT4PuaYgFHIrhsng8OeKCoamrgAOd/j1ehOO09IAHSYDVs3S0tTGwlEdPKZL64oyeqXVuS0ZvXYicSUjTVhRGdq8Yexo7sP/WV4LQEuR+uLyerz9SRe2N/cCiWOZVmzFpxdWIhCJ493DAfQGovCF47hoRokmjMCQpkqZlNgPRGRsberBy9tb0JhQw/zcshrsOuGB1SjqEckyuxFt/WHwHJch3mEQ+DRFulSSBku268luMmiGtqCl3SVX4pP1ayO9xkay4u0NxyHwHKaXWHWZ/GKrhNWzNLXHpKomB6DEKqElIWMviTx6AlE0dQdRZjfp7QuicQUrphcjJqtQmZaipslaM9SXWDPk/VNTwHLllCeUsfIOALtP9uOSGSUIxweMQ7NBgMkgwG2T0NIXAmOa+IfdZIA/EtfHkDGGTn8EF88owbnVTgRjKkodEspsmux/udOkC5soCoPJwGNG2cCzbXDEWVZV9IdiONjmgy8iQ2UMjoTzcLw3CC4hC88BOOkJIRCVUTerVBNoUbV+cL6wpjgZSZwziyQgrqjYdaIf1S4Tdrf0A9BEXSJxFcGoptyZFF+xm0SYDTxKbUYYRa3/mN0k6nWlvYEoOnntHCYjvHxCyv+Dxh580uHXjXtJBGZXaPL+kbgWcfqgsRfbm3sh8Km1sJo6Y2rQSOA5LKx2YO+pfuxv8yGQaJ1Q6zLjK5c0oNUbRiCiwGoSUG43ot0bwilPGNG4CrNRQGmPEYe7fLokvkXS+t0JnHa/yOqA4qLVKKKmyIyegIhyhxGd3ijAgE5vBAaBA8dpdWkmkUeZQ0JXyjU0+N6wmUQsq0+P0ksCDxUMn1taA39URiSWLhg23yCktRopthkhpbQaORD24v2jPZhdYceRrgAUlWH3CQ+W1Rfh3BonvGFZX1SKyEravZ/rQmjqMyY5fqU2CduP9cIbiadFecayNnu8Fjhriixpqp6TdQGYOHNopM9CCj3yk+1Bm2QsnYNCOw/5bMWQi7OYdHQHp2Il1QIL5frJhWBUwcdtXliNIkrsRt0IDce014OJvj6jdVQHp665rQa09Ycxu8KWEe3aebwvrddOKCZnGOPJ1ME274BGv9Ukoi8UwyWzSuAyS4jKWqPhvlAM3YEoGoq1ayemqHpdaKpKZZKkM3XSE8QrH7XAYhCwenYpZIWhqsiCWrcFB9t8cNskxGQV7oSKXalNgic4cH4kgYfbIWUtnI/JKiJxRY8crJpZinePdqed3xllNlQ5zXivsUd/zWkyoMZlwSlPCKG4kvOCxkhWvF1mAxbXurCjuU8vjuc4DotqnLjm3Er0JM5Xso9VS19QN54dJgNWTi/GvCoHjveGsKDaiWqnGRfPKMEzbx/FzpZ+AMDSaUWoK7ZgWX0Rdh33aHWFvJYaV+U0jdiY6/RHsta4KCrDe409uPuyGSiyGhGKyeA5Dh+3ebGrpV/vD9ftj6K+WFMoHRAE4bC0rgizK+zYdLALLquE8AkZK2eUoi8Ux87jfXoK39xKBz41qxQxOd0BTY0472nxYN+pAcER7bxr6ogWSUy0RtCcYZtRhMqY1tsuoB2XzaT1EDNLAmwmEf1hGYGIjGPdQZgMWsPmCqcZFU4TInEFgaisG81qogFxICrDIAroDkRR49bSPedU2HVH1W7S6jojcVUX5Cm2SvggoZiYNO5jsoq9J7043B7ABQ1uvTm4NxRHKKbAInH6PcoAzKt0oCjRXgEAppdY0dIbQktvCBFZ1dVZWz1hqGD44oXTEIlrzccPtfvw3pE+fXxnldnwhicEs0FAQ4ktsYApQBJ5dPmjqHRqqovtvjBWzynD//u4A76IjFZPGHFFxdwKO2ZXOPDCB83a/jGgtsiMC88phpplrSD13ghEZOxo7kvr8cigCX38fk8reI7TFyGSkbHktZyt1QgALOSAvSf7YU3cw+GYgqUJh62tf2BRaaiF1FwWQrMtzjJoZRaD64qBsavNHs8Fzonuk0oUFpPHyiLGlEK+8ScyClYo5yGfyowjdRZllSEcUxCOK1DBYMpSn1XoBKIyiiwSTvWH0dY/oF7lMBtQ6zLrNVrJa/Gv+9rR0hfS0xnr3JbTXovZUtcskoBARMbKGcXwKHGIQnoPtlSDgec43ZBMkkx3MoqCHvkJx2ScV+PEb3e14pMOHxg0GfGZ5Xb83ZLqgdqxROphpz+atTBfN7I8YVQ5zdiVkPkGgMMdfiyqdcEqiTjRF4TK84jEFSypK0Kd24ydxz1wmQ3gE5Gb6aXWtCa3AOCLxBGIyGjqCugOo9tqwKVzShGNM73m71h3AByAtQsqdKc2HFfwp31tCERl3XnKZUFjJCvetW4LPmn3p6mZMcaw95QXAs/hHy8+Bypj+uJOcrySCz4xWcGrO1vQ6olAVhn6QzH87eN2XDSjFPUlVkRlFfMqHRAEDn/c04ZOf0RX56x1W7Cswa2ngOWKPEx9r6IyBGMKLpyuXU+HO/y4an4F+sNxPYIKTnMybr24AVFZwbxKJ9xWCc09AWxt6sGsci3ttcMXwWt7TuGLy+uxdmEFeoMxmEUBnlAMP3u3CSU245C1KbKqwiqJaU6bNywjrqiodJogJiJDPKf1LGvuCSKccs0zpo3DjFKrXqcZiMiQVYZAVEFrosXC8nPcKLZKCMcV8DwHKRH1klWGKqcZ5U4JV84rR5ndCE8whrb+MJxmCZKoNWY+p1TraZZcashm3PsjcUTiKiLxlHuIaTVS5Q4T3FYJIs/pmSEWI4855Ta4LAZEZRUlNgnPbm7U1C5TItHBmIwdzR58emElVs4oxSftvoyUV6tJRGNXAFZJRLHNiBKbUYv62ozYd6ofFknrmyf4OBxu9+PvltWizGHUHTpFUfFRswdrF1QiHFcgCZymzqkydPsyHf/UeyOb41VkNmDjQU3BcVb5wBza6Y9i5wkPLptbrh9bNkrtJlw0owQLq51YXFuUVgM8lgupgxdn+4IxzKt0Zq0rBsamNnsyZDQRkxO6coiCpNCiYONNvpQZR+IsJp2Q9450ZxRCSyIPl1maNONjNgjoCUThMhtQmZLuFY4p6A5EYR5kPJfajTBLQlodwenIlromK1p649bGXlw6p0xPxUqSFvmxSBm1nQLPocpl1mpIEmajURTxyo4mHOnyg+e0nl88Dxxs8+IVWcVXVjXA3x1KiyYM/t301V+GXS0enEpJ32SM4Q//24pLppfihiU1ONzhhyRqdTdNXUE0lFohKwxGA4+Z5TZcNqccO4/36Z+PySoCERnLphWhI6UvT18wjs2fdOvX2e4WD7r86RHAXlnFwXZvxn7nsqAxkhXvQFRBudOIdp8hzcFwmERYjSJMBiHjHkytVfzNrpOwGyVUuzjEFRX+qIxdLf3o9kdRU2TG7pZ+FFsl7G7ph8Uo4tP1lRB4TfEuGJFxsNWHtQsqsx7HUJTZTRmOfZLBPeyCMRlN3QH83ZIaxBQthdBqFKAC+M2uU1jeUAx/RAbHATtPeNKcFc1RUfGL94/h2kVVeOdwNwCt9mhepQOB6NDqg33BmC7cknSIBZ5DY1cA00ttMBoSbSJ4Dp2+CGrdFpQn7jeWSLWdn4h2vv1JF/pDcdiNIkJRGSZJSETgDOgPxXDpnDJs/qQL/eG4nopX4TRh1ewS+CJag/tgVMaSuiJ80NijN48HtBTlVbNKEVeYbtwvqHKi0mnSW26YEyqrTT1B/VrsDcawcnoJPmjsgchzutx80kBPTWc70RtEXEl32FLHJ6lQmi2CmqzxCsa0YyixGXHSE0J9sVZ/mBSVUcEgiVoNakd/BFsau3HNuZX4n+0nsGyaG3MqHTBEtZTmQH8EW450Y9EgRebB90Y2x0sQOETiCsREy4vU685mEtEXjKHUbhx24cQiaY7aUPfVWJG6OHu4w499p7xDbjtWtdlnmw1DTAx5vXq2bNmCH/zgB9i1axfa29vx2muv4brrrtPfZ4zhoYcewvPPPw+Px4Ply5fj2Wefxfz58/VtotEo7rvvPvzqV79COBzG5Zdfjueeew41NTX6Nh6PB3fffTdef/11AMC1116LH//4x3C5XPo2LS0tuOOOO/D222/DbDbjpptuwuOPPw5JGkht2L9/P+68807s2LEDbrcbt912G/7v//2/4LjMNCBi9ExEFKxQasjypcw4EmdxqPqZTn8Ubx3sxOxyO+akCFIUMkaRx6JaF3a39KMzxYmwmwxYUueCMWGsZnNq/dD6KPWH48M6DNkMr2TKYJs3DD7LYyPVYKh2mVHntsAkChm1nUUWA5ZNcyMc1/qKHerwJVKcWKKmjUdMYfi43afLg0uiVnvEmIoiiwFgyNr3TWVAmycMs6T1+GIM4HgORkHAn/a3o7LIhLcOdUISebgtEnieYVqxBVGZwSBwYJo2A25cMmCwROIKmroCei1dKqcTJ0lGN5Lj5h/is9kYyYp3MCbrq/99wZiW/mvg4bZKunx4KqnPjmhcQVdKtIJBc1QB4KQnjMXTihK/oaCh1JpohB6B2aCd47oiCz41q1Q3dHOlocSKZfVF2HnckyHaNLiHnVUSIatAY/eA2EpSd2VGqR3zqxwwGYSskQiTQWs4fW61E7VFFlw8o0SrhbKb8JcD7XjzUCcaSmxp5zYZAXWYDLpwy9L6IsQVhgqnCQ0lVnzc7kOxVUrr1SYrKlasno66YguCUQUOs4h2bwT/ve0EqhLfKQocrEYRLosBvsRnewIxxGWGpdPccJhFMHCa9H9cgcBxCCdSnpNqpBc0uDPUSAHtmcgAWCUBVS4zth/rzSoEZDbw8EfSv296mU0X30ga6IFEjSMD9MhqNgwCD57jsLtFG8tZZTY09QT1PnepfbjURHprTyCGncf7MK/SgeXnaIInZonHx6e8+O3uU/jiBdPgMhsQjatoKLZhT4umepm8VmKyikW1LtiMIuxGcch092z3ZTSuwigKKLVrjcVTI4ySyA9buzrwvQIYY+Oi4DgUE1mbXSiZPMTUIa9OWzAYxHnnnYcvfelLuPHGGzPef+yxx/DEE0/gxRdfxKxZs/Dv//7vuPLKK3H48GHY7dqNcM899+BPf/oTXnnlFRQXF+NrX/sa1q1bh127dkEQtNXym266CadOncLGjRsBAF/5ylewfv16/OlPfwIAKIqCa665BqWlpXj//ffR29uLm2++GYwx/PjHPwYA+Hw+XHnllbj00kvx0Ucf4ciRI7jllltgtVrxta99bSJOFzHG5LOGbDD5UmYcibM4VP2M9l4UXf7IpHHanGYJsyvsMAg8+kIxyIqmkOe2SDin1AqnWVusGU0EdKjUNZtRRFTWIhep6oiD1SNTHY5UA3rwNXq8JwijKCAc13q0AVpqnMgDosAjmEj15DmtLmZ7cx92t/RDHqLvW12RGdVFZi0dVE6mYCqoLjJDEnlEYgpklWH19BJsP+5BNK5ASdQOJeuzTnrC+Jer5+jnZneLJ6OGLpXhDLxYIipRbjci2/LY6RY0cl3xTt6DFknMer+lvjb42WE3ith70gOnWdt3Bi31U6sd4/RrISqreOPjDpxb48KK6W74IgoMAoeYrOBIVwCzRmjg2Uwirl9cgwqHGZ5gDOG4ArMkoMgiYcX04rRjHMpY5TlgVrlNa86sqrBIAqpdJvQGY7qDXWY34drzqvH+0W78ZX87jvcEsaTOhb2nvHCYDChJqVUaHAGdUWZHtcuMI8mUTAAGHrigwY24ytAX1Bqog9PG6lMzS+AJx9HSp0Xlmro0afwyhwnmRCNrjuOwYkYxKuxGbG3qhSQK8IdltHrDmF1uR7lDayqtqgwn+zQxj3LHQNRRZchQIx08pjNKrXj7UBd6Q1G9N6FRFNDl1xpSz6mw61FhlQFxlaXJzWf7zoZiC1xmLZIbS4m2SYnef3FZxbuHu9Hli6C5N4ildUXYc7JfS3WNyKhymtHlj+jXaiSu3Yv94ThOekI40hGAWeLhj8oA0643BuDAKS/WzK/ArhN9+iIzB2BBtQMLq53Y2tiLiKzo/Q8Hk+3aMRq0Z5LVKOiCLqkk75ehFk5EASh3mvD/Pu7Qr7OJmH8pdZGYzOT16ly7di3Wrl2b9T3GGJ566il861vfwg033AAA+M///E+Ul5fjf/7nf3DbbbfB6/XiF7/4Bf77v/8bV1xxBQDgpZdeQm1tLd58801cddVVOHToEDZu3IgPP/wQy5cvBwD8/Oc/x4oVK3D48GHMnj0bb7zxBg4ePIiTJ0+iqqoKAPDDH/4Qt9xyC7773e/C4XDg5ZdfRiQSwYsvvgij0YgFCxbgyJEjeOKJJ7Bhw4azKtpWKNGp0ZDPGrJs5EuZcSTOoqywDHU9SeARiMTR1BMct0al40F9iRWVnSZ0+aOwGAXdaeM5rR9ZfSJCMZoIaLbUtUhcwfRSGw61+xCOK7o6Yjb1SCA3h8NhFlFsk9ATiOky+7LC4DAbNKGCxOp+sVXCzhMeOC2aQiagrbTvPtGPps6gLk7C81qdTG8wBlXVrkeFMXR6I1hQ7cTMcjuuml+B5Q1u/PTdJrR7I6h0mvQUKS1dSkVjl1+PGuV6nWUzqCSB18UNUlMrB392OHJZ8c71Hsz27BAFDm39YfQGYqguMiMU0wzgSqcZ7d6wHmEVBQ4xRcWp/jCOdAbQ3BPUHV2rUYDIV5/2WLLhCcbSGrBnK1rMdm55TrsXWvqCej/CmKyiJxDVU1m1Bu4WbD7cjajMwHHaNVbqMOF/T3ViRplNd2qSpC5oZGsDcNITRkOJBVfMLYM3LENWVIiCFhmzSEKa8mhEVtDRFcHcSjsqHGZ0JnqoNRRb0BOI4qr5FRAFHmYDj0tmluJwl0/v4RWTVURkFReeU5xx7ZxuTL2RODhO+w6R5/VFiSqXOdGvbXiDP/mdqe09zAYel88tw1uHtBTO5Hg5zQZcMa9cf564LBK43iB2tXgws9SGI10BNPUEsXJGMU70BuFKiJuYDALqi62YU27Hmwc79XvQaTZgVrkddpOmlCnyHHoDEdy3Zja6/FF4w3EUWQ3o9EXR7o3AZR3IKArGlIw5MNu1w0F7btlMYobDNnjOGvwcE3kejV1+HE8sFKVeNxMx/1LqIjFZKdgrtLm5GR0dHVizZo3+mtFoxKpVq7B161bcdttt2LVrF+LxeNo2VVVVWLBgAbZu3YqrrroK27Ztg9Pp1B02ALjwwgvhdDqxdetWzJ49G9u2bcOCBQt0hw0ArrrqKkSjUezatQuXXnoptm3bhlWrVsFoNKZtc//99+P48eNoaGjIehzRaBTR6EB0wufzjcn5yReFFJ0aDfmqIRuKfK3+jcRZLLebcH59EbY29qaJNVQ5zVg5oxjlKfUzk4F2bwTNPUF4w3G9ps1p1iJeSUYTAc2WumYyCDjRG8LiaUWYX+VAqd04pHpkktM5HGU2E2aV26GqPqjMoPd54jlgfpUD08usmFVhRySuoLU/kmZgZRNWEBIiI1VOE8wJ8QcOQJc/glP9IfQFY3jrUCfqS6w45RmoUUoajLLK4AnG0B8ciKyN5DobysBr6QtlpFaO5YJGrvdgtmdHKKagzG5Kuy96/FEsrnOh0mtCfzAOk0FAfzCOJXVFKLUbcaDNpzsnIs+hxOZIS4HLhaRjEIwpacp82QxvIPPcmg0CthzpRqr4oyRqNUk7T3hwXo0T3YEYGLQ6ybsumw5ZBYJRGUVWCTajiKOdgbTasIFzMrCgMb/KiXuumInDHX54w3E4zSKMAo/W/ggiiopQVIbVKELktQiOkjLQosAjIiswG0S8c6Rbf2/vyX4sqXVh5YximBPR0WqXGStnlKQZ40YDh3cPd6ddO7mMaSSmNY3PJjACAJVOM+ZXOYc0+Fv7w2jpC6XVpJ7yhLG8oQgXTnfDYTIgrjIYeA7BqIxyu1FvzC6JPOZUas3Ca90WxJKp0UYR91w5SxfuUVQVmz7uxKn+MC6eWaIvPmniShwW1RbBatRqWd0WI176sAVFVk18JRCV8OahTpxTatMXcZJkmwOzOTorp5dkqL/movZ4uMOvLxIMZqLm33ylLk6FRW8ifxTsldLR0QEAKC8vT3u9vLwcJ06c0LeRJAlFRUUZ2yQ/39HRgbKysozvLysrS9tm8O8UFRVBkqS0berr6zN+J/neUE7bo48+ioceeui0xzsZKLTo1GjIVw3ZcORj9W8kzmK506QV0qtacb+qasZ6XFVxojeIcufkcdpa+8OQFWBhtSujXkxWBlQch0spq3NbtEjVEPUYydQ1oyDoURBZZbAYBCyvd+vpiEOpR+aKZBBww5Jq/G4X0NQd0J226aU2XLe4GnaTlgq6u8UDSdSU+pIr/zFZS4cLxxRdWKHHH8X59ZpwhDcUh81kQDAmwygKWFDtRLcvqhnskhZdMUtCRmBHVhmMKWIuZ7oowaDVsS2e5oIvEkdfcHwXNHK5B5PPjtTzqKgMF80swdajPbrzqjDtOrnj0umIyiquObcSFkkAA8N/bj2RFk0qs5swu9IOfzj7QtJQnMni02DjORxXUGqTdLENoySg3C4hrjBUucwotRvBcxy+cH4dXtp+Aoc7tCu2wmlCXGa4Ym4ZOrzDR0AHL/bxHFBmN2JfqxdHO/1aI2weqHGZcfPKeswqd+hjEIzKePuTTj1NMImiMuxv8+KqBZVYWONM++3Bx1yyxJTTmKZiNPBgSDrkAwIjSWqKLMPeq/2hWJrDltzn7c0ezKmwYW6lAy6LBF8kjpO9IRzvDelpk8mU6YXVLkwvs+H8BnfW/T7c4cf8aif2nOzHliOaOIzCGOZWOPCli+rRF9J6s1kMAg62edHiCUEUOBTbjIgmxGWOdvoxrdiqNVfPUpOWSjZHp8wx/LnNRiHOvxPBVFn0JvJHwVvYg9MOGWOnTUUcvE227cdim2Svm+H25/7778eGDRv0/30+H2pra4fd/0Kl0KJToyFfNWSnIx+rf7k6i33BGCyS1lC2LxjVG1K7rUZYJHHEIgr5RJfBH9Q7KEnSaMg1pQzIPvnWFFlw0/Jp+rlNGmjZBDlSf3ckVLvM2Hm8B19cXgt/VEYgosBmEuEwCgjEZN2xjMYVeIIxnOgL6oZkKKb1j6tzW2BKCCsYRF4Xjqh1W8DzHGRFU39s8YQwo8qGFWoxHGYDLjynGG39YQQjMgwpEbwZZTaUDjqvuV5nQxk2q2aWIq6ycV/QyHYPDhYdyXYeD7X5cPHMEsyutMMTjOsR1L0nvbh6QSVmV9ixrakHP367ETNKbTiv1oW4wnT1yI+aPbiwoXhE+zpa4zcUk/UG0sl6VYHncMmMErT0hXCw3YcKpxk9gQiauoOYUWpDU1cAssoQl1X0BGJ481AXrk60Z0hyutRDp8mAP/5vG3r9UZQ6TPCGYuB5Dq39Efxqx8mMekgGDgaBS3PaTAZNpl9WszdxT+V0z9Vs8wEHrY6y0x/NEBDJJcKrMpZV1VNRGT5u8+PKeRVYXFeEwx1+vHO4O8PBSx7fcM5hJK7grUOdMBl4LKxxapE2noPJIODl7S1YWO1EY1cARgMPl0XC+Q1udCccbKOBR1RW0OGNwSDwep+15O/mOgeeyZxVqPPveDKVFr2J/FGwV0hFRQUALYpVWTkgg9zV1aVHuCoqKhCLxeDxeNKibV1dXVi5cqW+TWdnZ8b3d3d3p33P9u3b0973eDyIx+Np2ySjbqm/A2RGA1MxGo1pKZWTmam0OpavGrJCJZeJtz8UQ2t/GBZJAAcjZFUzEMyS1lfHGxpaaKLQGInRkEtKGTD05Ds4srH7RH9Ov5srNpOIxXVu7G3xIKYwhOMKFFWFJJjQ2BlAY5fmWM4otaLVE4Y3HE8TVvCF44irKpwmA7r9Ma33k1VCiycEW2LVvT8Yg90sIhJXsO9UPwJRBe839uDGJTX44/+24pP2gXjhjDIbPr+sFlKWnmOnu86Shk1bfxh9Qa1Gz2QQEIpJePdod14Mm2wCFdnOY3c4gsOdfiysdsIfkfUIaurzxCKJKLFKONThR1QeEHA50+baozV+zQYhzWEDtAbQmrR+DIvqXGj3hhGJKzjY5oM3HMe8Sgf2tXrRF4qj2mVGmzesN5ROHu/pUg9jioqTifo2o8jDlpKe19IXyqiHdJgMmFfpzIiKaw2mR389ZJsPeoMxXDSjBDtPePSUyGzHNxQWSdSdvsGU2436frutEgIROcPBi8S1hRJ3Sr3ZYEIxGSf6QugNxBCVtSblpTYjPKEgAlEZcysdeq/FYpvWp+6cEiv8MQWKwmAyCJBVlibZn8vvjpazcf6dSoveRP4oWKetoaEBFRUV2LRpExYvXgwAiMViePfdd/H9738fALB06VIYDAZs2rQJn/vc5wAA7e3tOHDgAB577DEAwIoVK+D1erFjxw5ccMEFAIDt27fD6/Xqjt2KFSvw3e9+F+3t7bqD+MYbb8BoNGLp0qX6Nt/85jcRi8X0NgBvvPEGqqqqMtImpypTaXWMFKRGjsoYvOE4PMFY2iQfislQGYPCJo8QSbXLrKn7qZoBmVTdk3geHI8Mo2Gw4xUc1Dg6SbbJNzVKYzUIsEpC1s+fqbESiMg45Qlj48edWnNtpvWVc5gMuHhGCcJxBaLAwxeJY06lHbtaZF1URuA5zK10YH6VE3FVhd0oguM4XLu4Coc7fEiuwzSUWPHe0R5wHNAT1mqcOA548YNmrD23EtcvroYvLMNq1IRPeoNRfMqVmZZ+Olr7wzja6cfek/1pvdKcZgMWJdoSjJVhk0ttSbbV8eHO4+xKO3zDCFSYDAKW1heh60AH2r0Dixxn2lx7OOPXbTXAbZUS12v2Y4wrLE1QA9CaOLd4QlBU7X73hmW9NcGpvhCW1LkAaJkm3YEoGkqsqHKZUFNkyTn1MBwfuP7lLCFnX3jgM6nHmBoVzyVFOVeyzQcq00RQ7rhsul5DNpIIr8kg4KIZJRlOcVJUJznWfcEYlk0rQjSuZGy3bFrRsBkMKtOUXQMRGSoYGAMkgUO3PwqzJIDjtDpdjuMQiip482AXvr1uLg51aCI4S+uKoCSic7ER/G4qZ1KjdTbOv1Np0XuioTrAAfJ61IFAAI2Njfr/zc3N2Lt3L9xuN+rq6nDPPffgkUcewcyZMzFz5kw88sgjsFgsuOmmmwAATqcTt956K772ta+huLgYbrcb9913HxYuXKirSc6dOxdXX301vvzlL+NnP/sZAE3yf926dZg9ezYAYM2aNZg3bx7Wr1+PH/zgB+jr68N9992HL3/5y3A4NAnzm266CQ899BBuueUWfPOb38TRo0fxyCOP4Nvf/vZZoxw51VbHSEFqZEgCr6/MpiKr2oqtcZgeRIWGzSRiQbUTz73dhE86B8SB5pQ7cPtl04e9BkYy+War5UmmVqZG6kZjrJz0BPHy9hM4mpBUT9aBHWjzIhRT9NS1cEzFnpP9mFlq09MejSKPcFzBB4094Dg3TvaFYBB4BKMWrJ1fpacjRuIKmvuCONET1OvXwjEFVUVmbDnSjU8vrERvMIbe4OiOpScQzXDYAMAbjmPvyX6sC0QBjN5py7W2JNvq+FDnkYMmblPhNGNeikBFOK5gW1MPvOE4HCYDvKE45pTZsWhQeuSZNNceyvh1Ww1YVu/Gn/e1DXuMcVXNaOAelbUaPbtR1F+TRC1FVuA5cBwHiyTqUfa4wlBiM2Jx3UC2y+B00lKblNZCILV5farDkMRqFNKczVUzS9MEL0aSopwrYz0fVLvM+PBYDy5ocGv1grKqXycRWdHny2BM1vu8Dd6uwxcZ1phnjMFtleAJxdGfyHSIq9o1pWVEaBFDDlras6Rq4ioAEJYVnGgPYf3yOnACB184DrtJhM0o4lC7LycnItt95LYasGp2KaJxNqyRfbbNv1Np0XsioTrAdPJ6lezcuROXXnqp/n+y9uvmm2/Giy++iH/5l39BOBzG7bffrjfXfuONN/QebQDw5JNPQhRFfO5zn9Oba7/44ot6jzYAePnll3H33XfrKpPXXnstnnnmGf19QRDwl7/8BbfffjsuuuiitObaSZxOJzZt2oQ77rgDy5YtQ1FRETZs2JBWrzbVmYqrY9T8MnfiiqqvzA5Wj1xaV5TWd6jQ6fZH8eqOk5BVFQ0lVj3VU1ZVvLrjJOrc1iFXmXOdfLNFaVSm9VWrc1swo8wOWVVHbayc8oRxuMMPBq0eidf6a4MxTZgkWXubVOU70hVATFFR4TSjV1ZxsN2LSFzV+kQ5k4akkpaOuLvFA5dZgqVSTEtRc5oNKLUZUebQGuw6zAbMKLOfcW1jNK5kOGxJvOG43tJgNAQiMt461AkDz6HEJuniGxxjeOtQJ25cMpCCOZRAxeDzmEyFFAU+rQbp4zZvmtS9VRJgN4m4oMGN1n7tHuKgRUOmFVvOqC60psiCdedWobHLD19YhsMsos5twRtZ6md84Tg+au6DJ6ilxEbjCqaXWGExCPAmJOhLbZoqZCzhpAGAwHEoskjo9EXAYWBhIhSTsbjOhRllA8/QwUZWthYCksCj1m1BX5befZVOI8IxGX/d366/5rYacOmcUj3iNdIU5VxX6sdyPrCZRFw+N32+9CNzvrRKot43LkmqONGwxnyibq7ObcaschtkhcFmEtETiGoR/WgcycxVRWVgKmAQBdiNIpwVNqyaWYrX9rbiUPvAwlUyvfl0TkS25xvPASZRwLNvN6HEZtSVaocyss+m+XeqLXpPBFQHmElej3b16tW6QZENjuPw4IMP4sEHHxxyG5PJhB//+Md6E+xsuN1uvPTSS8PuS11dHf785z8Pu83ChQuxZcuWYbeZ6pxtq2PEAGZJRFt/GDPLbTiv1omYrCZUxhS09YdhnkQrhY1dfhzp8mekeoo8B28knlZTM5hcJ9+hahhUBhzvDWFelRMLK5wZ74+UYESGkJANl1UtRarEziCrmhpcRFbAc3xWYYWk5H+2xtVdvij2t/bDaBAQjSv6eCdT1HgOuoiFozugv/5Jh/+MV0EFnkO104yugJYmlmzFwHHAzFIbeI4bdSpca38YJjGzliuZtpaagjkagYpufzTNYQO0qHS7N4KNBzows9yGo11BiDyHMrsRtcUWhM8gRSrbSvQpTwgtfaE0KffkeG3+pAu7TnhQbDNmdahklaHUZkxznnuDMcwqt6PMYURfSiuH+hIrrllYpUfOshlZ2VoIeCNx3LikGvtOeXG0c6DpdrXLjLULKvBJR3prnL5gHJs/GVhEGEmKcj5X6nOZL0djzEdlFZ85rxJ/3NuGfaf6Er9pRqXTjGXTinCw3Qee48ABcFoMcJolhKIyjnb5sbjOhf/Z0ZK2AAcAjV0B/G5XKx6+bv6wx5bt+VZslfT7ypjyrDibjewkU3HRe7yhOsBM6CohRszZtDpGDGAyCFhU58LfDnToIgKAVo/z6YWVI67HySeeYCzDYQOy9xgbTK6T70TVMCQFQoIxRVfX6w/GYDEIiMgqTAYBMZllFVaIKWrWxtW+SBzHugMotknwR2SU2iT0BKKaKmXis0kDzRuJozrF+B3OQDtdxMMo8rh4ZgnePNSF5h7NmOc5DiumF2NWuR1/PdCOykQ08EwN70giHXSwQESnP4oPGnswp9KhvzYagYpkbzlFZbroiMNlxtEuPwIRGbMr7IjJKmLQnPhwTMF5Na4RHctQK9HekIxj3QHMq3Tq0Y5Ug9qcaNeQzaHq9cdw2ZwytPSF0NwTBKDVoHEJ2X+DgcPyhmK9fvGTDh/qiq2YXWEf0shymAwwiQKml9kwv1rQnZfVs8vTIoQuiyHRJDrzWFONtFzvrUJYqT/dfDkaY95uMuCNjzvgMou4dlEVZIXBbBBQ5jDig6M9etsNi1FEkUXCVfMrIAjAzDI7zJKIlr4QInEFVqOIeErPwN5QFC19obT7ejDZxoAB+n0VH5R5cbYa2anQovfIoDrATOhKIQgiJ9xWCYfa/JhZahuTepx8kq02L8ngHmPZyGXynagaBpdZwrRiK/73ZL/+WqcvgulldliNAmRZO85swgqRuIKmrkBaC4KYrOo1TkaRhx+ao7JsWhF2nvDAJAqQRK2HlTcSxzmltrSG3UB2Ay2XiEet24Jfvn8c1S4TFtY4ICsMVS4TWvrC+Nv+dlwyqzTtN87E8A7F5KyKfoBmcKYaAqMRqPCG44jKStriQFIpUGXaeU7FG4kjroxMzGcoJ8lo4BGJq2lNr1MN6tQI4WCHSuR5NHX74TCLmFflQFRWEVdUtHnCeL+xB0unFen1i0mS52w4I0sStZrY1No3m0lMi2jvbvFkddgG/06u99ZkWak/U2NeS0nncNITxpGuAJKJS8VWCefWODGn0oFSuxElNgk8p9Ul/mr7SUiigNWzSxGMynCYDTAnBJL4hJKpwHNpYjDZyDYG0RQFzMFRaODsNLIHQ4veuUN1gJmcfUdMEMQZ0ReMYXGdCx809uBI10BKUzJSM5n6tJXajJhRZkNjynEkydZjLBunm3wnqoahKxDBunMroarAoQ6v3j/PbBBw0wV1sBgFVDjMWQ3BQETGJx3+tJ5x2VImVQZ0+SP41MySxKq8ln45q9w+5MSZaqDlGvEIRBVcNLMYfzvQgX2tXgDA6tml+PBYL2aW2zMcnTMxvHmOgynh1AzGZOAhDBKWOlOD2mYUM6K5wZgCu8kAfySe1tduJD3HUhnKSUqmcKZGO5IGtcnAp0UIgUyHqshqwEfNfZpoBdPSVp1mA86tcaJtmEbaozWycv18rvfWZFqpPxNj3iDwsJtFhGIirEYRqsrA8RwYY+gJxrTawSIz6kus2HmiDzuO9aHIqj3bzAYBcUWFLxyH1agJkKTiMA8/FtnGwGjQruls1xhwdhrZxJlDdYCZ0B1EEEROjEblrNCQDAI+v6wWr+48mea4DddjbKRMVA2DSRTw6o4WXDa3HJ9eWIGwrMAsCvCEYnj+3Sb866fnpkU3TreP2VImeQ4os5uw6WAnzJKACqcZJTYJRzr9OKfUllY7lSTVQMs14hGMyegPxXH1vAqtFYOswGUy4FRfGJGYkpFyBYzc8HZZpAzFRGDAcXJaMvtTnYlBXWyTUF9iTbu+eA7wR7XUSJtRRH2xZVQ9x4ZycpIpnEmxE0AzqJPHODgyCmQa1N1+LUUurqjgOQ4CD9QiM10u1XgarZGV6+dzvbem+kq9RRIRiMjwhLSobnLBxiBoiw9GAw+e18Z6a2MviqySLi4TjimYXWHH4Q4/1EFZB0mhpOHINgZc4rM2k5hxjZ2tRjZx5lAdYCZn3xETBHFGjErlrMCodpmxo7kHf7ekBjFFRTCqjLrHWDYmooah0mnGjHI7WvpC8EXikBNpq55QHDPK7XoNWK77mC1lMrUeamaZDYBmoDlNhozaKUCbVFN7hHmCMV3IJBupaW8qAzwpIhg8zyGSiLBlS7ka6XVX7TKjzm2BSRQymjWXOYxjZlhG42rGwkBcVjG/yoGV5xSjI9EeIMmZGLVDOTnJFM71K+rRF4zpiovhmHLaHoHJqGgwpqT1RfNF4th5fKD2Lfm5VONptEbWSD4/3iIfkwGDwKHUZkRc0eomk8I9RlFAud2IWrcFDSU29AWiqHVb0tJvtx7rxQ2La/CHva3wRwYWPurcFtxyUX1OWRPZxmDl9JK09gzA2W1kE6OD6gDTOTuPmiCIETOVDCCbScSlc9KNw9H2GAOGFtoYzxqGmiILrltUjVd2nMSWUz1QGQPPcZhVZsf/uaA2J6GO1H3MljKZrIdKTXtKRnM+aOxJq51yWQy4oMGNv+5vQ19QO7clNgkH272njcplu8aSqX7eSDwj5epMrrtUx2CwozmWhqVZEtHUHUhbGLCZBLjMBrx5sAtRRUW7NwxJ4FHntpzRbw/n5Fw+txyldmOa8W0ziad1iEYqJjLW/bdG8vnxFPmYDITjyrANvA08j0V1RTjc4cfMcntadDkmq9h8pAt/f34tii0S4gqDwyyOuGVHtjEoc5jIyCbGDKoDHIDuIoIgcmKqGUBjvYKXT2nxfaf6EYzJKHMYoaoAz2vprPtO9WPF9JIRfVe2cY7G1YzUOpVBT5etK7bAbjLAIolwWyVsPNAGgRvog2aVBCyscuJghw+zyx0ZztJwaW+9wRgun1c+pg3JJ2L1Vvs+Axq7BxQ7PCFAcTJUOE1wmA2a6I3IZ9QTjYSRHEsu245UTCQbozWyxtJIm8or9RZJHDZlfVFinIaLLgciMtbOrxzT80FGNkGMD5P/qUUQxIQx1QygsTIu8ikt3twTxL5WL2SVISarA73NRA77Wr1o7gliYc3I+sFlS5nsDcYy0huT6bLnNxTr5/Fwhx+SkN4HjQPQUGLF+dPc6PBGIIla3dhI0t4AjOl1N96GZTYHtNgqYcdxD2wmEclMNT+AnkAM/eH4GV8nIzmW0207FevA8ulE5NrY+0yodpnhMBuypqwPtRgyntFlgiDGF7pTCYIYEbSKmkk+pcW7/BFE4yrsJhF2iJAVBlEYEBvo8kcADDhtuRqR2VImc0mNzdYHjUFzLlXGcP3iahgNQ6fXDf7tVCbiuhtLIzub89vaH8la21coEvSTPQ16PJ2kkTLe0fexrgEkCKKwobuVIAhilARjMnhOi6QwaOmERkkAx7Sm1uOprGkQONiMWqPc1NQ2qySizm2BQRiQsD9TI3IkxuFQfdAYtCbSDDhtel2+GA8jO9UB3d3iGVKMBSgMCfrJnAadzxTlwUxU9H0sawAJgihsCvfpSxAEMUmwSiIqHKYhBQHGM6Ws1G5EXFUzapGCMRlxVdVFBQIRGW8d6oSBH6g1SzqWbx3qxI1LhjciczUOR9oHLRv5iJZMhJE9WVIPRxuVmarjNxImMvpOzhhBnB0UxgxBEAQxiXFbJew84cmIMHX6o9h5woPL5paP228rCrCo1oVQVEGbd6AvV5XTjEV1LigJ8Y7W/jBMojCkY5mLEZmLcXgmfdBSyVe0ZCKM7MmUenimjsBUHr+RMJkaexMEMTkgp40gCGKU9AVjsJnEjAiTycDDZhLRF4yNSEZ7JMRUFYGogoU1DiytL0I80actJisIRBTEVW1/stWaAZpj+UFjD+ZUOsZkf0bTB20ioyWDo0GRuAKeAwb1GdYZCyM7mXr4UXMfAlFZj3baJAHnN7gLOvUwF/IZ7So0J2myRFUJgpg80FODIAhilARjMhwmA+ZVOjMcFUnkx9VgtEoibEYRMVnN+ttJ43CoWjNAc9zGah9Ho1Q3UdGSbNEgxhiqXea0puKpjKWR3e2PoqUvpI9VnXti663Gi3xGuwrNSZpMUVWCICYH5LQRBEGMkqTBKIm83mQ6lfE0GFONw8G/nWocjkWtWa6caU3URERLhooGxRWGnSc8OK/GmSahDoydkZ387WBMSRurYEzJS93VWJPPaFehOUmTWdCFIIjChJ4aBEEQoySfBmOuxuFoa83OZL9GGlWZiGjJUNEgSdRSWY2GdHXHsTSyC63uaqzJZ7SrEJ0kktknCGIsoScHQRDEKMm3wZiLcTiaWrOJYiKc3+GiQQ6TAdPcVpxbUzQuRnah1V2NNfmOdhWik0TKjgRBjBXktBEEQYwB+TYYT2ccjqbWbKKYCOf3dNEgp0U6a+quxpp8L14k94GcJIIgpiKTe4YgCIIoIPJpMObSGyvfjmUujPc+5jMaNNG/nY9+aZPhGiMIgpiMcIyxIQSOifHA5/PB6XTC6/XC4RgbiW2CIM6MfBi140G+emNNVvJ5vibqt+maIAiCmBzk6huQ0zbBkNNGEIXBVDFqAxEZv9t9EgLHgQF67y+OMSiM4cYlk1uRcLxIOuz5iAaN928HIjJ+s+vkkBG9XFQqp8qCBkEQRKGTq29AT2CCIM468tkEeKxp7Q/DJAoZjbPL7UZcNKNk0isSjhf5TGUd798erUrlVFnQIAiCmErwp9+EIAhiapGLUTtZiMSVDIcN0Bpmf9DYg0hcydOeEfliNCqVp1vQCEQmt8IlQRDEZIWcNoIgzjqmkvR6KCZnOGxJOv3RSXUsxNgwGpXKqbSgQRAEMZUgp40giLOOqSS9znMcTIbsj3KTgYfAcRO8R0S+SapUZuN0KpVTaUGDIAhiKkFOG0EQZx2jMWoLDZdFwjmltgzHzWTgcU6pDU6LlKc9I/JFsl/a4Gs8l35pU2lBgyAIYipBT1+CIM46CqEJ8FhR7TKjzm2BSRTgj8QRV1QYBB52kwFlDuOkckCJseNM+6Xls48dQRAEMTQk+T/BkOQ/QRQO+ZR9H0tI7Y8YS+h6IgiCmDioT1uBQk4bQRDjwVRxQInCgK4ngiCIiYH6tBEEQZxF5LPvGDH1oOuJIAiisCAhEoIgCIIgCIIgiAKGnDaCIAiCIAiCIIgChpw2giAIgiAIgiCIAoacNoIgCIIgCIIgiAKGnDaCIAiCIAiCIIgChpw2giAIgiAIgiCIAoacNoIgCIIgCIIgiAKGnLYz4LnnnkNDQwNMJhOWLl2K9957L9+7RBAEQRAEQRDEFIWcthHy6quv4p577sG3vvUt7NmzB5dccgnWrl2LlpaWfO8aQRAEQRAEQRBTEI4xxvK9E5OJ5cuXY8mSJfjJT36ivzZ37lxcd911ePTRR0/7eZ/PB6fTCa/XC4fDMZ67ShAEQRAEQRBEAZOrb0CRthEQi8Wwa9curFmzJu31NWvWYOvWrVk/E41G4fP50v4IgiAIgiAIgiByRcz3Dkwmenp6oCgKysvL014vLy9HR0dH1s88+uijeOihhzJeJ+eNIAiCIAiCIM5ukj7B6ZIfyWk7AziOS/ufMZbxWpL7778fGzZs0P9vbW3FvHnzUFtbO677SBAEQRAEQRDE5MDv98PpdA75PjltI6CkpASCIGRE1bq6ujKib0mMRiOMRqP+v81mw8mTJ2G324d09IgBfD4famtrcfLkSaoBLCBoXAoTGpfChMalMKFxKUxoXAoTGpfxgzEGv9+PqqqqYbcjp20ESJKEpUuXYtOmTbj++uv11zdt2oTPfvazOX0Hz/OoqakZr12csjgcDnpIFCA0LoUJjUthQuNSmNC4FCY0LoUJjcv4MFyELQk5bSNkw4YNWL9+PZYtW4YVK1bg+eefR0tLC7761a/me9cIgiAIgiAIgpiCkNM2Qj7/+c+jt7cXDz/8MNrb27FgwQL89a9/xbRp0/K9awRBEARBEARBTEHIaTsDbr/9dtx+++353o2zAqPRiO985ztpdYFE/qFxKUxoXAoTGpfChMalMKFxKUxoXPIPNdcmCIIgCIIgCIIoYKi5NkEQBEEQBEEQRAFDThtBEARBEARBEEQBQ04bQRAEQRAEQRBEAUNOG0EQBEEQBEEQRAFDThsxrmzZsgWf+cxnUFVVBY7j8Ic//CHt/UAggDvvvBM1NTUwm82YO3cufvKTn6Rt09HRgfXr16OiogJWqxVLlizBb3/727RtPB4P1q9fD6fTCafTifXr16O/v3+cj25yc7qx6ezsxC233IKqqipYLBZcffXVOHr0aNo20WgUd911F0pKSmC1WnHttdfi1KlTadvQ2IyM0Y5LX18f7rrrLsyePRsWiwV1dXW4++674fV6076HxmVkjMX9koQxhrVr12b9HhqXkTFW47Jt2zZcdtllsFqtcLlcWL16NcLhsP4+jcvIGItxobl/bHn00Udx/vnnw263o6ysDNdddx0OHz6ctg1jDA8++CCqqqpgNpuxevVqfPzxx2nb0LyfP8hpI8aVYDCI8847D88880zW9++9915s3LgRL730Eg4dOoR7770Xd911F/74xz/q26xfvx6HDx/G66+/jv379+OGG27A5z//eezZs0ff5qabbsLevXuxceNGbNy4EXv37sX69evH/fgmM8ONDWMM1113HY4dO4Y//vGP2LNnD6ZNm4YrrrgCwWBQ3+6ee+7Ba6+9hldeeQXvv/8+AoEA1q1bB0VR9G1obEbGaMelra0NbW1tePzxx7F//368+OKL2LhxI2699da076JxGRljcb8keeqpp8BxXNbfoXEZGWMxLtu2bcPVV1+NNWvWYMeOHfjoo49w5513gucHTCQal5ExFuNCc//Y8u677+KOO+7Ahx9+iE2bNkGWZaxZsybtnD/22GN44okn8Mwzz+Cjjz5CRUUFrrzySvj9fn0bmvfzCCOICQIAe+2119Jemz9/Pnv44YfTXluyZAl74IEH9P+tViv7r//6r7Rt3G43+4//+A/GGGMHDx5kANiHH36ov79t2zYGgH3yySdjfBRTk8Fjc/jwYQaAHThwQH9NlmXmdrvZz3/+c8YYY/39/cxgMLBXXnlF36a1tZXxPM82btzIGKOxGS1nMi7Z+PWvf80kSWLxeJwxRuMyWkYzLnv37mU1NTWsvb0943toXEbHmY7L8uXL0+acwdC4jI4zHRea+8eXrq4uBoC9++67jDHGVFVlFRUV7Hvf+56+TSQSYU6nk/30pz9ljNG8n28o0kbklYsvvhivv/46WltbwRjD5s2bceTIEVx11VVp27z66qvo6+uDqqp45ZVXEI1GsXr1agDaKqnT6cTy5cv1z1x44YVwOp3YunXrRB/SlCAajQIATCaT/pogCJAkCe+//z4AYNeuXYjH41izZo2+TVVVFRYsWKCfdxqbsSWXccmG1+uFw+GAKIoAaFzGmlzHJRQK4Qtf+AKeeeYZVFRUZHwPjcvYksu4dHV1Yfv27SgrK8PKlStRXl6OVatWpY0bjcvYkuv9QnP/+JJMmXe73QCA5uZmdHR0pM3pRqMRq1at0s8nzfv5hZw2Iq/86Ec/wrx581BTUwNJknD11Vfjueeew8UXX6xv8+qrr0KWZRQXF8NoNOK2227Da6+9hunTpwPQ8t7LysoyvrusrAwdHR0TdixTiTlz5mDatGm4//774fF4EIvF8L3vfQ8dHR1ob28HoJ13SZJQVFSU9tny8nL9vNPYjC25jMtgent78W//9m+47bbb9NdoXMaWXMfl3nvvxcqVK/HZz3426/fQuIwtuYzLsWPHAAAPPvggvvzlL2Pjxo1YsmQJLr/8cr3GisZlbMn1fqG5f/xgjGHDhg24+OKLsWDBAgDQz1l5eXnatoPndJr38wc5bURe+dGPfoQPP/wQr7/+Onbt2oUf/vCHuP322/Hmm2/q2zzwwAPweDx48803sXPnTmzYsAF///d/j/379+vbZKsPYYwNWTdCDI/BYMDvfvc7HDlyBG63GxaLBe+88w7Wrl0LQRCG/ezg805jM3aMdFx8Ph+uueYazJs3D9/5znfS3qNxGTtyGZfXX38db7/9Np566qlhv4vGZezIZVxUVQUA3HbbbfjSl76ExYsX48knn8Ts2bPxy1/+Uv8uGpexI9fnGM3948edd96Jffv24Ve/+lXGe4PPXS7nk+b9iUHM9w4QZy/hcBjf/OY38dprr+Gaa64BAJx77rnYu3cvHn/8cVxxxRVoamrCM888gwMHDmD+/PkAgPPOOw/vvfcenn32Wfz0pz9FRUUFOjs7M76/u7s7Y8WIyJ2lS5di79698Hq9iMViKC0txfLly7Fs2TIAQEVFBWKxGDweT9qqW1dXF1auXKlvQ2MztpxuXJL4/X5cffXVsNlseO2112AwGPT3aFzGntONy9tvv42mpia4XK60z91444245JJL8M4779C4jAOnG5fKykoAwLx589I+N3fuXLS0tACg+2U8ON240Nw/ftx11114/fXXsWXLFtTU1OivJ1O2Ozo69PsC0Ob05PmkeT+/UKSNyBvxeBzxeDxNoQvQctuTq5+hUAgAht1mxYoV8Hq92LFjh/7+9u3b4fV69YcIceY4nU6Ulpbi6NGj2Llzp57atXTpUhgMBmzatEnftr29HQcOHNDPO43N+DHUuABahG3NmjWQJAmvv/56Wu0IQOMyngw1Lv/6r/+Kffv2Ye/evfofADz55JN44YUXANC4jCdDjUt9fT2qqqoypM+PHDmCadOmAaBxGU+GGhea+8cexhjuvPNO/P73v8fbb7+NhoaGtPcbGhpQUVGRNqfHYjG8++67+vmkeT/P5EX+hDhr8Pv9bM+ePWzPnj0MAHviiSfYnj172IkTJxhjjK1atYrNnz+fbd68mR07doy98MILzGQyseeee44xxlgsFmMzZsxgl1xyCdu+fTtrbGxkjz/+OOM4jv3lL3/Rf+fqq69m5557Ltu2bRvbtm0bW7hwIVu3bl1ejnmycLqx+fWvf802b97Mmpqa2B/+8Ac2bdo0dsMNN6R9x1e/+lVWU1PD3nzzTbZ792522WWXsfPOO4/JsqxvQ2MzMkY7Lj6fjy1fvpwtXLiQNTY2svb2dv2PxuXMGYv7ZTDIoqhL4zIyxmJcnnzySeZwONhvfvMbdvToUfbAAw8wk8nEGhsb9W1oXEbGaMeF5v6x55/+6Z+Y0+lk77zzTtq8EAqF9G2+973vMafTyX7/+9+z/fv3sy984QussrKS+Xw+fRua9/MHOW3EuLJ582YGIOPv5ptvZowx1t7ezm655RZWVVXFTCYTmz17NvvhD3/IVFXVv+PIkSPshhtuYGVlZcxisbBzzz03Qwa4t7eXffGLX2R2u53Z7Xb2xS9+kXk8ngk80snH6cbm6aefZjU1NcxgMLC6ujr2wAMPsGg0mvYd4XCY3XnnncztdjOz2czWrVvHWlpa0rahsRkZox2XoT4PgDU3N+vb0biMjLG4XwaTzWmjcRkZYzUujz76KKupqWEWi4WtWLGCvffee2nv07iMjLEYF5r7x5ah5oUXXnhB30ZVVfad73yHVVRUMKPRyD71qU+x/fv3p30Pzfv5g2OMsbGO3hEEQRAEQRAEQRBjA9W0EQRBEARBEARBFDDktBEEQRAEQRAEQRQw5LQRBEEQBEEQBEEUMOS0EQRBEARBEARBFDDktBEEQRAEQRAEQRQw5LQRBEEQBEEQBEEUMOS0EQRBEARBEARBFDDktBEEQRAEQRAEQRQw5LQRBEEQxBTglltuwXXXXaf/v3r1atxzzz152x+CIAhi7CCnjSAIgjjrYIzhiiuuwFVXXZXx3nPPPQen04mWlpYJ2Zf6+npwHAeO4yAIAqqqqnDrrbfC4/GM6HuefvppvPjii8P+zlNPPTW6nSUIgiDyAjltBEEQxFkHx3F44YUXsH37dvzsZz/TX29ubsY3vvENPP3006irqxvT34zH40O+9/DDD6O9vR0tLS14+eWXsWXLFtx9990j+n6n0wmXyzXKvSQIgiAKEXLaCIIgiLOS2tpaPP3007jvvvvQ3NwMxhhuvfVWXH755bjgggvw6U9/GjabDeXl5Vi/fj16enr0z27cuBEXX3wxXC4XiouLsW7dOjQ1NenvHz9+HBzH4de//jVWr14Nk8mEl156ach9sdvtqKioQHV1NS699FL8wz/8A3bv3q2//+CDD2LRokVpn3nqqadQX1+v/z84PTKV1atX48SJE7j33nv1qB5BEAQxeSCnjSAIgjhrufnmm3H55ZfjS1/6Ep555hkcOHAATz/9NFatWoVFixZh586d2LhxIzo7O/G5z31O/1wwGMSGDRvw0Ucf4a233gLP87j++uuhqmra93/jG9/A3XffjUOHDmVNxcxGa2sr/vznP2P58uVjdpy///3vUVNTo0f02tvbx+y7CYIgiPFHzPcOEARBEEQ+ef7557FgwQK89957+O1vf4tf/OIXWLJkCR555BF9m1/+8peora3FkSNHMGvWLNx4441p3/GLX/wCZWVlOHjwIBYsWKC/fs899+CGG2447T584xvfwAMPPABFURCJRLB8+XI88cQTY3aMbrcbgiDoET2CIAhickGRNoIgCOKspqysDF/5ylcwd+5cXH/99di1axc2b94Mm82m/82ZMwcA9BTIpqYm3HTTTTjnnHPgcDjQ0NAAABniJcuWLctpH77+9a9j79692LdvH9566y0AwDXXXANFUcbqMAmCIIhJDEXaCIIgiLMeURQhitqUqKoqPvOZz+D73/9+xnaVlZUAgM985jOora3Fz3/+c1RVVUFVVSxYsACxWCxte6vVmtPvl5SUYMaMGQCAmTNn4qmnnsKKFSuwefNmXHHFFeB5HoyxtM8MJ2xCEARBTC3IaSMIgiCIFJYsWYLf/e53qK+v1x25VHp7e3Ho0CH87Gc/wyWXXAIAeP/998d0HwRBAACEw2EAQGlpKTo6OsAY00VE9u7dO6LvlCSJIncEQRCTFEqPJAiCIIgU7rjjDvT19eELX/gCduzYgWPHjuGNN97AP/7jP0JRFBQVFaG4uBjPP/88Ghsb8fbbb2PDhg2j+k2/34+Ojg60t7djx44d+PrXv46SkhKsXLkSgKb+2N3djcceewxNTU149tln8be//W1Ev1FfX48tW7agtbU1TQmTIAiCKHzIaSMIgiCIFKqqqvDBBx9AURRcddVVWLBgAf75n/8ZTqcTPM+D53m88sor2LVrFxYsWIB7770XP/jBD0b1m9/+9rdRWVmJqqoqrFu3DlarFZs2bUJxcTEAYO7cuXjuuefw7LPP4rzzzsOOHTtw3333jeg3Hn74YRw/fhzTp09HaWnpqPaXIAiCmFg4NjhJniAIgiAIgiAIgigYKNJGEARBEARBEARRwJDTRhAEQRAEQRAEUcCQ00YQBEEQBEEQBFHAkNNGEARBEARBEARRwJDTRhAEQRAEQRAEUcCQ00YQBEEQBEEQBFHAkNNGEARBEARBEARRwJDTRhAEQRAEQRAEUcCQ00YQBEEQBEEQBFHAkNNGEARBEARBEARRwJDTRhAEQRAEQRAEUcD8/wfKJfyLAfbEAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Yorum: Daha yeni inşa edilen evlerin satış fiyatı genellikle daha yüksek. Zamanla fiyatlarda artış eğilimi var.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Yorum: Genel malzeme ve işçilik kalitesi (OverallQual) arttıkça, evin satış fiyatı da belirgin şekilde artıyor.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Yorum: Yaşanabilir alan (GrLivArea) arttıkça, satış fiyatı da genellikle artıyor. Ancak bazı uç değerler (outlier) gözlemleniyor.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Yorum: Daha yeni inşa edilen evlerin satış fiyatı genellikle daha yüksek. Zamanla fiyatlarda artış eğilimi var.\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Yorum: Garaj kapasitesi arttıkça, evin satış fiyatı da artma eğiliminde. 3 veya daha fazla araçlık garajlar yüksek fiyatlarla ilişkilendiriliyor.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 1. OverallQual vs SalePrice\n",
+    "plt.figure(figsize=(7,5))\n",
+    "sns.boxplot(x='OverallQual', y='SalePrice', data=train_df)\n",
+    "plt.title('OverallQual vs SalePrice')\n",
+    "plt.show()\n",
+    "print(\"Yorum: Genel malzeme ve işçilik kalitesi (OverallQual) arttıkça, evin satış fiyatı da belirgin şekilde artıyor.\")\n",
+    "\n",
+    "# 2. GrLivArea vs SalePrice\n",
+    "plt.figure(figsize=(7,5))\n",
+    "sns.scatterplot(x='GrLivArea', y='SalePrice', data=train_df)\n",
+    "plt.title('GrLivArea vs SalePrice')\n",
+    "plt.show()\n",
+    "print(\"Yorum: Yaşanabilir alan (GrLivArea) arttıkça, satış fiyatı da genellikle artıyor. Ancak bazı uç değerler (outlier) gözlemleniyor.\")\n",
+    "\n",
+    "# 3. YearBuilt vs SalePrice - Scatter plot ile daha iyi görselleştirme\n",
+    "plt.figure(figsize=(10,5))\n",
+    "sns.scatterplot(x='YearBuilt', y='SalePrice', data=train_df, alpha=0.5)\n",
+    "plt.title('YearBuilt vs SalePrice')\n",
+    "plt.xlabel('Year Built')\n",
+    "plt.ylabel('Sale Price')\n",
+    "plt.show()\n",
+    "print(\"Yorum: Daha yeni inşa edilen evlerin satış fiyatı genellikle daha yüksek. Zamanla fiyatlarda artış eğilimi var.\")\n",
+    "\n",
+    "# 4. GarageCars vs SalePrice\n",
+    "plt.figure(figsize=(7,5))\n",
+    "sns.boxplot(x='GarageCars', y='SalePrice', data=train_df)\n",
+    "plt.title('GarageCars vs SalePrice')\n",
+    "plt.show()\n",
+    "print(\"Yorum: Garaj kapasitesi arttıkça, evin satış fiyatı da artma eğiliminde. 3 veya daha fazla araçlık garajlar yüksek fiyatlarla ilişkilendiriliyor.\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4ee6fc38",
+   "metadata": {},
+   "source": [
+    "**C) Data Cleaning**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "ad229fed",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train set'te kalan eksik değerler:\n",
+      "Series([], dtype: int64)\n",
+      "\n",
+      "Test set'te kalan eksik değerler:\n",
+      "Series([], dtype: int64)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 1. Numerical columns: Fill missing values with median\n",
+    "num_cols = train_df.select_dtypes(include=['number']).columns\n",
+    "for col in num_cols:\n",
+    "    if col != 'SalePrice':  # SalePrice'ı doldurma\n",
+    "        median = train_df[col].median()\n",
+    "        train_df[col] = train_df[col].fillna(median)\n",
+    "        if col in test_df.columns:\n",
+    "            test_df[col] = test_df[col].fillna(median)\n",
+    "\n",
+    "# 2. Categorical columns: Fill missing values with 'None' or most frequent\n",
+    "cat_cols = train_df.select_dtypes(include=['object']).columns\n",
+    "for col in cat_cols:\n",
+    "    if col in ['GarageType', 'GarageFinish', 'GarageQual', 'GarageCond', 'PoolQC', 'Fence', 'MiscFeature', 'Alley', 'FireplaceQu', 'BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2', 'MasVnrType']:\n",
+    "        train_df[col] = train_df[col].fillna('None')\n",
+    "        if col in test_df.columns:\n",
+    "            test_df[col] = test_df[col].fillna('None')\n",
+    "    else:\n",
+    "        # Mode'u kontrol et ve boş değilse doldur\n",
+    "        mode_values = train_df[col].mode()\n",
+    "        if len(mode_values) > 0:\n",
+    "            mode = mode_values[0]\n",
+    "            train_df[col] = train_df[col].fillna(mode)\n",
+    "            if col in test_df.columns:\n",
+    "                test_df[col] = test_df[col].fillna(mode)\n",
+    "        else:\n",
+    "            # Eğer mode yoksa 'Unknown' ile doldur\n",
+    "            train_df[col] = train_df[col].fillna('Unknown')\n",
+    "            if col in test_df.columns:\n",
+    "                test_df[col] = test_df[col].fillna('Unknown')\n",
+    "\n",
+    "# Kontrol: Kalan eksik değerleri kontrol et\n",
+    "print(\"Train set'te kalan eksik değerler:\")\n",
+    "print(train_df.isnull().sum()[train_df.isnull().sum() > 0])\n",
+    "print(\"\\nTest set'te kalan eksik değerler:\")\n",
+    "print(test_df.isnull().sum()[test_df.isnull().sum() > 0])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7c9da74d",
+   "metadata": {},
+   "source": [
+    "**2) Outlier Handling**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "21c8394c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Before outlier removal - Train shape: (1460, 81)\n",
+      "\n",
+      "Anomalies found (GrLivArea > 4000 and SalePrice < 300000): 2\n",
+      "      GrLivArea  SalePrice\n",
+      "523        4676     184750\n",
+      "1298       5642     160000\n",
+      "\n",
+      "SalePrice IQR bounds: [3812, 340112]\n",
+      "Outliers detected by IQR method: 61\n",
+      "\n",
+      "After outlier removal - Train shape: (1420, 81)\n",
+      "Rows removed: 40\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Before outlier removal - Train shape: (1460, 81)\n",
+      "\n",
+      "Anomalies found (GrLivArea > 4000 and SalePrice < 300000): 2\n",
+      "      GrLivArea  SalePrice\n",
+      "523        4676     184750\n",
+      "1298       5642     160000\n",
+      "\n",
+      "SalePrice IQR bounds: [3812, 340112]\n",
+      "Outliers detected by IQR method: 61\n",
+      "\n",
+      "After outlier removal - Train shape: (1420, 81)\n",
+      "Rows removed: 40\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "✓ Outlier handling completed successfully!\n"
+     ]
+    }
+   ],
+   "source": [
+    "# 1. Identify and remove outliers where GrLivArea is high but SalePrice is low\n",
+    "# These are likely data entry errors\n",
+    "print(\"Before outlier removal - Train shape:\", train_df.shape)\n",
+    "\n",
+    "# Method 1: Remove anomalies where GrLivArea > 4000 but SalePrice < 300000\n",
+    "outliers_grliv = train_df[(train_df['GrLivArea'] > 4000) & (train_df['SalePrice'] < 300000)]\n",
+    "print(f\"\\nAnomalies found (GrLivArea > 4000 and SalePrice < 300000): {len(outliers_grliv)}\")\n",
+    "print(outliers_grliv[['GrLivArea', 'SalePrice']])\n",
+    "\n",
+    "# Remove these anomalies\n",
+    "train_df = train_df[~((train_df['GrLivArea'] > 4000) & (train_df['SalePrice'] < 300000))]\n",
+    "\n",
+    "# Method 2: IQR method for SalePrice (remove extreme values)\n",
+    "Q1_price = train_df['SalePrice'].quantile(0.25)\n",
+    "Q3_price = train_df['SalePrice'].quantile(0.75)\n",
+    "IQR_price = Q3_price - Q1_price\n",
+    "\n",
+    "# Define outliers as beyond 1.5*IQR\n",
+    "lower_bound = Q1_price - 1.5 * IQR_price\n",
+    "upper_bound = Q3_price + 1.5 * IQR_price\n",
+    "\n",
+    "print(f\"\\nSalePrice IQR bounds: [{lower_bound:.0f}, {upper_bound:.0f}]\")\n",
+    "outliers_iqr = train_df[(train_df['SalePrice'] < lower_bound) | (train_df['SalePrice'] > upper_bound)]\n",
+    "print(f\"Outliers detected by IQR method: {len(outliers_iqr)}\")\n",
+    "\n",
+    "# Optional: Remove extreme outliers (keeping moderate outliers for learning)\n",
+    "# Keeping only moderate outliers (1.5-2.0 * IQR range)\n",
+    "train_df = train_df[~((train_df['SalePrice'] < Q1_price - 2 * IQR_price) | \n",
+    "                      (train_df['SalePrice'] > Q3_price + 2 * IQR_price))]\n",
+    "\n",
+    "print(f\"\\nAfter outlier removal - Train shape: {train_df.shape}\")\n",
+    "print(f\"Rows removed: {1460 - len(train_df)}\")\n",
+    "\n",
+    "# Visualize the cleaned data\n",
+    "plt.figure(figsize=(12, 5))\n",
+    "\n",
+    "plt.subplot(1, 2, 1)\n",
+    "plt.scatter(train_df['GrLivArea'], train_df['SalePrice'], alpha=0.5)\n",
+    "plt.title('GrLivArea vs SalePrice (After Outlier Removal)')\n",
+    "plt.xlabel('GrLivArea')\n",
+    "plt.ylabel('SalePrice')\n",
+    "\n",
+    "plt.subplot(1, 2, 2)\n",
+    "plt.hist(train_df['SalePrice'], bins=30, color='skyblue', edgecolor='black')\n",
+    "plt.title('SalePrice Distribution (After Outlier Removal)')\n",
+    "plt.xlabel('SalePrice')\n",
+    "plt.ylabel('Frequency')\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n",
+    "\n",
+    "print(\"\\n✓ Outlier handling completed successfully!\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0a9ee843",
+   "metadata": {},
+   "source": [
+    "**E) Feature Engineering**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "b92fcd85",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✓ Feature 1 - TotalSF: This aggregates all usable square footage, which is often a strong predictor of house price.\n",
+      "✓ Feature 2 - HouseAge: Newer houses typically command higher prices due to modern construction standards and fewer maintenance needs.\n",
+      "✓ Feature 3 - RemodAge: Recent renovations significantly impact property value, making this a useful predictor.\n",
+      "✓ Feature 4 - TotalBathrooms: The total number of bathrooms is a key amenity affecting home valuation.\n",
+      "✓ Feature 5 - TotalPorchSF: Outdoor living space enhances desirability and increases overall property value.\n",
+      "✓ Feature 6 - LotRatio: Higher building-to-lot ratios indicate better land utilization and may correlate with price.\n",
+      "✓ Feature 7 - GarageAge: More recent garages are typically in better condition, affecting home value.\n",
+      "\n",
+      "============================================================\n",
+      "FEATURE ENGINEERING SUMMARY\n",
+      "============================================================\n",
+      "\n",
+      "New features created:\n",
+      "  1. TotalSF\n",
+      "  2. HouseAge\n",
+      "  3. RemodAge\n",
+      "  4. TotalBathrooms\n",
+      "  5. TotalPorchSF\n",
+      "  6. LotRatio\n",
+      "  7. GarageAge\n",
+      "\n",
+      "Train set shape: (1420, 88)\n",
+      "Test set shape: (1459, 87)\n",
+      "\n",
+      "============================================================\n",
+      "NEW FEATURES STATISTICS\n",
+      "============================================================\n",
+      "           TotalSF     HouseAge     RemodAge  TotalBathrooms  TotalPorchSF  \\\n",
+      "count  1420.000000  1420.000000  1420.000000     1420.000000   1420.000000   \n",
+      "mean   2505.212676    37.385211    23.502113        2.177465     84.926056   \n",
+      "std     701.637384    30.099135    20.642174        0.763314    103.010147   \n",
+      "min     334.000000     0.000000     0.000000        1.000000      0.000000   \n",
+      "25%    1995.000000     8.000000     5.000000        1.500000      0.000000   \n",
+      "50%    2452.000000    36.000000    15.000000        2.000000     48.000000   \n",
+      "75%    2960.250000    55.000000    42.000000        2.500000    132.250000   \n",
+      "max    5048.000000   136.000000    60.000000        6.000000   1027.000000   \n",
+      "\n",
+      "          LotRatio    GarageAge  \n",
+      "count  1420.000000  1420.000000  \n",
+      "mean      0.304444    29.934507  \n",
+      "std       0.175996    23.970426  \n",
+      "min       0.019382     0.000000  \n",
+      "25%       0.211419     8.000000  \n",
+      "50%       0.264646    28.000000  \n",
+      "75%       0.328530    46.000000  \n",
+      "max       1.375865   107.000000  \n"
+     ]
+    }
+   ],
+   "source": [
+    "# Create 5+ new engineered features\n",
+    "\n",
+    "# 1. TotalSF: Total square footage combining basement, first floor, and second floor\n",
+    "train_df['TotalSF'] = train_df['TotalBsmtSF'] + train_df['1stFlrSF'] + train_df['2ndFlrSF']\n",
+    "test_df['TotalSF'] = test_df['TotalBsmtSF'] + test_df['1stFlrSF'] + test_df['2ndFlrSF']\n",
+    "print(\"✓ Feature 1 - TotalSF: This aggregates all usable square footage, which is often a strong predictor of house price.\")\n",
+    "\n",
+    "# 2. HouseAge: Age of the house at the time of sale\n",
+    "train_df['HouseAge'] = train_df['YrSold'] - train_df['YearBuilt']\n",
+    "test_df['HouseAge'] = test_df['YrSold'] - test_df['YearBuilt']\n",
+    "print(\"✓ Feature 2 - HouseAge: Newer houses typically command higher prices due to modern construction standards and fewer maintenance needs.\")\n",
+    "\n",
+    "# 3. RemodAge: Years since the house was remodeled\n",
+    "train_df['RemodAge'] = train_df['YrSold'] - train_df['YearRemodAdd']\n",
+    "test_df['RemodAge'] = test_df['YrSold'] - test_df['YearRemodAdd']\n",
+    "print(\"✓ Feature 3 - RemodAge: Recent renovations significantly impact property value, making this a useful predictor.\")\n",
+    "\n",
+    "# 4. TotalBathrooms: Total number of bathrooms (full + half + basement bathrooms)\n",
+    "train_df['TotalBathrooms'] = (train_df['FullBath'] + 0.5 * train_df['HalfBath'] + \n",
+    "                               train_df['BsmtFullBath'] + 0.5 * train_df['BsmtHalfBath'])\n",
+    "test_df['TotalBathrooms'] = (test_df['FullBath'] + 0.5 * test_df['HalfBath'] + \n",
+    "                              test_df['BsmtFullBath'] + 0.5 * test_df['BsmtHalfBath'])\n",
+    "print(\"✓ Feature 4 - TotalBathrooms: The total number of bathrooms is a key amenity affecting home valuation.\")\n",
+    "\n",
+    "# 5. TotalPorchSF: Combined outdoor living space from all porch types\n",
+    "train_df['TotalPorchSF'] = (train_df['OpenPorchSF'] + train_df['EnclosedPorch'] + \n",
+    "                             train_df['3SsnPorch'] + train_df['ScreenPorch'])\n",
+    "test_df['TotalPorchSF'] = (test_df['OpenPorchSF'] + test_df['EnclosedPorch'] + \n",
+    "                            test_df['3SsnPorch'] + test_df['ScreenPorch'])\n",
+    "print(\"✓ Feature 5 - TotalPorchSF: Outdoor living space enhances desirability and increases overall property value.\")\n",
+    "\n",
+    "# BONUS: Additional useful features\n",
+    "# 6. LotRatio: Ratio of building area to lot area (how efficiently the lot is used)\n",
+    "train_df['LotRatio'] = train_df['TotalSF'] / (train_df['LotArea'] + 1)  # +1 to avoid division by zero\n",
+    "test_df['LotRatio'] = test_df['TotalSF'] / (test_df['LotArea'] + 1)\n",
+    "print(\"✓ Feature 6 - LotRatio: Higher building-to-lot ratios indicate better land utilization and may correlate with price.\")\n",
+    "\n",
+    "# 7. GarageAge: Age of the garage (newer garages add value)\n",
+    "train_df['GarageAge'] = train_df['YrSold'] - train_df['GarageYrBlt'].fillna(train_df['YearBuilt'])\n",
+    "test_df['GarageAge'] = test_df['YrSold'] - test_df['GarageYrBlt'].fillna(test_df['YearBuilt'])\n",
+    "print(\"✓ Feature 7 - GarageAge: More recent garages are typically in better condition, affecting home value.\")\n",
+    "\n",
+    "# Display summary of new features\n",
+    "print(\"\\n\" + \"=\"*60)\n",
+    "print(\"FEATURE ENGINEERING SUMMARY\")\n",
+    "print(\"=\"*60)\n",
+    "print(f\"\\nNew features created:\")\n",
+    "new_features = ['TotalSF', 'HouseAge', 'RemodAge', 'TotalBathrooms', 'TotalPorchSF', 'LotRatio', 'GarageAge']\n",
+    "for i, feat in enumerate(new_features, 1):\n",
+    "    print(f\"  {i}. {feat}\")\n",
+    "\n",
+    "print(f\"\\nTrain set shape: {train_df.shape}\")\n",
+    "print(f\"Test set shape: {test_df.shape}\")\n",
+    "\n",
+    "# Show statistics of new features\n",
+    "print(\"\\n\" + \"=\"*60)\n",
+    "print(\"NEW FEATURES STATISTICS\")\n",
+    "print(\"=\"*60)\n",
+    "print(train_df[new_features].describe())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9fef150f",
+   "metadata": {},
+   "source": [
+    "**F) Preprocessing Pipeline**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "78c583bd",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "============================================================\n",
+      "DATA PREPARATION FOR MODELING\n",
+      "============================================================\n",
+      "\n",
+      "X_train shape: (1420, 87)\n",
+      "y_train shape: (1420,)\n",
+      "X_test shape: (1459, 87)\n",
+      "\n",
+      "Numerical columns (44): ['Id', 'MSSubClass', 'LotFrontage', 'LotArea', 'OverallQual']...\n",
+      "Categorical columns (43): ['MSZoning', 'Street', 'Alley', 'LotShape', 'LandContour']...\n",
+      "\n",
+      "============================================================\n",
+      "PREPROCESSING PIPELINE CREATED\n",
+      "============================================================\n",
+      "\n",
+      "Numerical Transformer:\n",
+      "  - Strategy: Median imputation + Standard scaling\n",
+      "\n",
+      "Categorical Transformer:\n",
+      "  - Strategy: Most frequent imputation + One-Hot encoding\n",
+      "\n",
+      "Fitting preprocessor on training data...\n",
+      "✓ X_train_processed shape: (1420, 308)\n",
+      "Transforming test data...\n",
+      "✓ X_test_processed shape: (1459, 308)\n",
+      "\n",
+      "✓ Total features after preprocessing: 308\n",
+      "  - Numerical features: 44\n",
+      "  - Categorical features (after encoding): 264\n",
+      "\n",
+      "============================================================\n",
+      "✓ PREPROCESSING PIPELINE COMPLETED!\n",
+      "============================================================\n",
+      "\n",
+      "Processed training data shape: (1420, 308)\n",
+      "Processed test data shape: (1459, 308)\n",
+      "Target variable (y_train) shape: (1420,)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Prepare data for modeling\n",
+    "# Separate features and target variable\n",
+    "X_train = train_df.drop('SalePrice', axis=1)\n",
+    "y_train = train_df['SalePrice']\n",
+    "X_test = test_df.copy()\n",
+    "\n",
+    "print(\"=\"*60)\n",
+    "print(\"DATA PREPARATION FOR MODELING\")\n",
+    "print(\"=\"*60)\n",
+    "print(f\"\\nX_train shape: {X_train.shape}\")\n",
+    "print(f\"y_train shape: {y_train.shape}\")\n",
+    "print(f\"X_test shape: {X_test.shape}\")\n",
+    "\n",
+    "# Step 1: Identify numerical and categorical columns\n",
+    "numerical_cols = X_train.select_dtypes(include=['int64', 'float64']).columns.tolist()\n",
+    "categorical_cols = X_train.select_dtypes(include=['object']).columns.tolist()\n",
+    "\n",
+    "print(f\"\\nNumerical columns ({len(numerical_cols)}): {numerical_cols[:5]}...\")\n",
+    "print(f\"Categorical columns ({len(categorical_cols)}): {categorical_cols[:5]}...\")\n",
+    "\n",
+    "# Step 2: Create preprocessing pipeline using ColumnTransformer\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "\n",
+    "# Numerical preprocessing: Impute missing values + Scale\n",
+    "numerical_transformer = Pipeline(steps=[\n",
+    "    ('imputer', SimpleImputer(strategy='median')),\n",
+    "    ('scaler', StandardScaler())\n",
+    "])\n",
+    "\n",
+    "# Categorical preprocessing: Impute missing values + One-Hot Encode\n",
+    "categorical_transformer = Pipeline(steps=[\n",
+    "    ('imputer', SimpleImputer(strategy='most_frequent')),\n",
+    "    ('onehot', OneHotEncoder(handle_unknown='ignore', sparse_output=False))\n",
+    "])\n",
+    "\n",
+    "# Combine transformers using ColumnTransformer\n",
+    "preprocessor = ColumnTransformer(\n",
+    "    transformers=[\n",
+    "        ('num', numerical_transformer, numerical_cols),\n",
+    "        ('cat', categorical_transformer, categorical_cols)\n",
+    "    ])\n",
+    "\n",
+    "print(\"\\n\" + \"=\"*60)\n",
+    "print(\"PREPROCESSING PIPELINE CREATED\")\n",
+    "print(\"=\"*60)\n",
+    "print(\"\\nNumerical Transformer:\")\n",
+    "print(\"  - Strategy: Median imputation + Standard scaling\")\n",
+    "print(\"\\nCategorical Transformer:\")\n",
+    "print(\"  - Strategy: Most frequent imputation + One-Hot encoding\")\n",
+    "\n",
+    "# Step 3: Apply preprocessing to training data\n",
+    "print(\"\\nFitting preprocessor on training data...\")\n",
+    "X_train_processed = preprocessor.fit_transform(X_train)\n",
+    "print(f\"✓ X_train_processed shape: {X_train_processed.shape}\")\n",
+    "\n",
+    "# Step 4: Apply preprocessing to test data\n",
+    "print(\"Transforming test data...\")\n",
+    "X_test_processed = preprocessor.transform(X_test)\n",
+    "print(f\"✓ X_test_processed shape: {X_test_processed.shape}\")\n",
+    "\n",
+    "# Display feature names after preprocessing\n",
+    "feature_names = (numerical_cols + \n",
+    "                 list(preprocessor.named_transformers_['cat']\n",
+    "                 .named_steps['onehot'].get_feature_names_out(categorical_cols)))\n",
+    "\n",
+    "print(f\"\\n✓ Total features after preprocessing: {len(feature_names)}\")\n",
+    "print(f\"  - Numerical features: {len(numerical_cols)}\")\n",
+    "print(f\"  - Categorical features (after encoding): {X_train_processed.shape[1] - len(numerical_cols)}\")\n",
+    "\n",
+    "# Convert to DataFrame for easier handling (optional but recommended)\n",
+    "X_train_processed_df = pd.DataFrame(X_train_processed, columns=feature_names)\n",
+    "X_test_processed_df = pd.DataFrame(X_test_processed, columns=feature_names)\n",
+    "\n",
+    "print(\"\\n\" + \"=\"*60)\n",
+    "print(\"✓ PREPROCESSING PIPELINE COMPLETED!\")\n",
+    "print(\"=\"*60)\n",
+    "print(f\"\\nProcessed training data shape: {X_train_processed_df.shape}\")\n",
+    "print(f\"Processed test data shape: {X_test_processed_df.shape}\")\n",
+    "print(f\"Target variable (y_train) shape: {y_train.shape}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "231112b5",
+   "metadata": {},
+   "source": [
+    "**G) Model Training & Evaluation**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "f77979f8",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "================================================================================\n",
+      "MODEL TRAINING & EVALUATION WITH 3 REGRESSION MODELS\n",
+      "================================================================================\n",
+      "\n",
+      "================================================================================\n",
+      "MODEL 1: RIDGE REGRESSION\n",
+      "================================================================================\n",
+      "\n",
+      "✓ Ridge Regression Results:\n",
+      "  - Training R² Score: 0.9435\n",
+      "  - Training RMSE: $15,126.24\n",
+      "  - Training MAE: $10,914.95\n",
+      "  - CV R² Mean: 0.9095 (+/- 0.0067)\n",
+      "\n",
+      "================================================================================\n",
+      "MODEL 2: RANDOM FOREST REGRESSOR\n",
+      "================================================================================\n",
+      "\n",
+      "✓ Random Forest Regressor Results:\n",
+      "  - Training R² Score: 0.9771\n",
+      "  - Training RMSE: $9,637.84\n",
+      "  - Training MAE: $6,332.91\n",
+      "  - CV R² Mean: 0.8837 (+/- 0.0174)\n",
+      "\n",
+      "================================================================================\n",
+      "MODEL 3: GRADIENT BOOSTING REGRESSOR\n",
+      "================================================================================\n",
+      "\n",
+      "✓ Gradient Boosting Regressor Results:\n",
+      "  - Training R² Score: 0.9963\n",
+      "  - Training RMSE: $3,846.17\n",
+      "  - Training MAE: $3,012.53\n",
+      "  - CV R² Mean: 0.9076 (+/- 0.0121)\n",
+      "\n",
+      "================================================================================\n",
+      "MODEL COMPARISON SUMMARY\n",
+      "================================================================================\n",
+      "\n",
+      "                   R² Score          RMSE           MAE  CV R² Mean  CV R² Std\n",
+      "Ridge              0.943501  15126.237985  10914.952776    0.909508   0.006697\n",
+      "Random Forest      0.977063   9637.842765   6332.906448    0.883731   0.017433\n",
+      "Gradient Boosting  0.996347   3846.166419   3012.534592    0.907608   0.012130\n",
+      "\n",
+      "🏆 BEST MODEL (by CV R² Mean): Ridge with R² = 0.9095\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "================================================================================\n",
+      "MODEL TRAINING & EVALUATION WITH 3 REGRESSION MODELS\n",
+      "================================================================================\n",
+      "\n",
+      "================================================================================\n",
+      "MODEL 1: RIDGE REGRESSION\n",
+      "================================================================================\n",
+      "\n",
+      "✓ Ridge Regression Results:\n",
+      "  - Training R² Score: 0.9435\n",
+      "  - Training RMSE: $15,126.24\n",
+      "  - Training MAE: $10,914.95\n",
+      "  - CV R² Mean: 0.9095 (+/- 0.0067)\n",
+      "\n",
+      "================================================================================\n",
+      "MODEL 2: RANDOM FOREST REGRESSOR\n",
+      "================================================================================\n",
+      "\n",
+      "✓ Random Forest Regressor Results:\n",
+      "  - Training R² Score: 0.9771\n",
+      "  - Training RMSE: $9,637.84\n",
+      "  - Training MAE: $6,332.91\n",
+      "  - CV R² Mean: 0.8837 (+/- 0.0174)\n",
+      "\n",
+      "================================================================================\n",
+      "MODEL 3: GRADIENT BOOSTING REGRESSOR\n",
+      "================================================================================\n",
+      "\n",
+      "✓ Gradient Boosting Regressor Results:\n",
+      "  - Training R² Score: 0.9963\n",
+      "  - Training RMSE: $3,846.17\n",
+      "  - Training MAE: $3,012.53\n",
+      "  - CV R² Mean: 0.9076 (+/- 0.0121)\n",
+      "\n",
+      "================================================================================\n",
+      "MODEL COMPARISON SUMMARY\n",
+      "================================================================================\n",
+      "\n",
+      "                   R² Score          RMSE           MAE  CV R² Mean  CV R² Std\n",
+      "Ridge              0.943501  15126.237985  10914.952776    0.909508   0.006697\n",
+      "Random Forest      0.977063   9637.842765   6332.906448    0.883731   0.017433\n",
+      "Gradient Boosting  0.996347   3846.166419   3012.534592    0.907608   0.012130\n",
+      "\n",
+      "🏆 BEST MODEL (by CV R² Mean): Ridge with R² = 0.9095\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1600x400 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "✓ Model Training & Evaluation Completed!\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Import additional models and utilities\n",
+    "from sklearn.linear_model import Ridge, Lasso\n",
+    "from sklearn.model_selection import cross_validate, KFold\n",
+    "import warnings\n",
+    "warnings.filterwarnings('ignore')\n",
+    "\n",
+    "print(\"=\"*80)\n",
+    "print(\"MODEL TRAINING & EVALUATION WITH 3 REGRESSION MODELS\")\n",
+    "print(\"=\"*80)\n",
+    "\n",
+    "# Define K-Fold Cross Validation\n",
+    "kfold = KFold(n_splits=5, shuffle=True, random_state=42)\n",
+    "\n",
+    "# Dictionary to store models and their performance\n",
+    "models = {}\n",
+    "results = {}\n",
+    "\n",
+    "# ============================================================================\n",
+    "# MODEL 1: RIDGE REGRESSION (Linear Model with L2 Regularization)\n",
+    "# ============================================================================\n",
+    "print(\"\\n\" + \"=\"*80)\n",
+    "print(\"MODEL 1: RIDGE REGRESSION\")\n",
+    "print(\"=\"*80)\n",
+    "\n",
+    "ridge_model = Ridge(alpha=1.0, random_state=42)\n",
+    "\n",
+    "# Cross-validation\n",
+    "ridge_cv = cross_validate(ridge_model, X_train_processed_df, y_train, \n",
+    "                          cv=kfold, scoring=['r2', 'neg_mean_squared_error', 'neg_mean_absolute_error'],\n",
+    "                          return_train_score=True)\n",
+    "\n",
+    "# Train on full training data\n",
+    "ridge_model.fit(X_train_processed_df, y_train)\n",
+    "\n",
+    "# Predictions\n",
+    "ridge_train_pred = ridge_model.predict(X_train_processed_df)\n",
+    "ridge_test_pred = ridge_model.predict(X_test_processed_df)\n",
+    "\n",
+    "# Metrics\n",
+    "ridge_r2 = ridge_model.score(X_train_processed_df, y_train)\n",
+    "ridge_rmse = np.sqrt(mean_squared_error(y_train, ridge_train_pred))\n",
+    "ridge_mae = mean_absolute_error(y_train, ridge_train_pred)\n",
+    "\n",
+    "results['Ridge'] = {\n",
+    "    'R² Score': ridge_r2,\n",
+    "    'RMSE': ridge_rmse,\n",
+    "    'MAE': ridge_mae,\n",
+    "    'CV R² Mean': ridge_cv['test_r2'].mean(),\n",
+    "    'CV R² Std': ridge_cv['test_r2'].std()\n",
+    "}\n",
+    "\n",
+    "print(f\"\\n✓ Ridge Regression Results:\")\n",
+    "print(f\"  - Training R² Score: {ridge_r2:.4f}\")\n",
+    "print(f\"  - Training RMSE: ${ridge_rmse:,.2f}\")\n",
+    "print(f\"  - Training MAE: ${ridge_mae:,.2f}\")\n",
+    "print(f\"  - CV R² Mean: {ridge_cv['test_r2'].mean():.4f} (+/- {ridge_cv['test_r2'].std():.4f})\")\n",
+    "\n",
+    "models['Ridge'] = ridge_model\n",
+    "\n",
+    "# ============================================================================\n",
+    "# MODEL 2: RANDOM FOREST REGRESSOR (Ensemble Tree-Based Model)\n",
+    "# ============================================================================\n",
+    "print(\"\\n\" + \"=\"*80)\n",
+    "print(\"MODEL 2: RANDOM FOREST REGRESSOR\")\n",
+    "print(\"=\"*80)\n",
+    "\n",
+    "rf_model = RandomForestRegressor(n_estimators=200, max_depth=20, min_samples_split=5,\n",
+    "                                  min_samples_leaf=2, random_state=42, n_jobs=-1)\n",
+    "\n",
+    "# Cross-validation\n",
+    "rf_cv = cross_validate(rf_model, X_train_processed_df, y_train,\n",
+    "                       cv=kfold, scoring=['r2', 'neg_mean_squared_error', 'neg_mean_absolute_error'],\n",
+    "                       return_train_score=True)\n",
+    "\n",
+    "# Train on full training data\n",
+    "rf_model.fit(X_train_processed_df, y_train)\n",
+    "\n",
+    "# Predictions\n",
+    "rf_train_pred = rf_model.predict(X_train_processed_df)\n",
+    "rf_test_pred = rf_model.predict(X_test_processed_df)\n",
+    "\n",
+    "# Metrics\n",
+    "rf_r2 = rf_model.score(X_train_processed_df, y_train)\n",
+    "rf_rmse = np.sqrt(mean_squared_error(y_train, rf_train_pred))\n",
+    "rf_mae = mean_absolute_error(y_train, rf_train_pred)\n",
+    "\n",
+    "results['Random Forest'] = {\n",
+    "    'R² Score': rf_r2,\n",
+    "    'RMSE': rf_rmse,\n",
+    "    'MAE': rf_mae,\n",
+    "    'CV R² Mean': rf_cv['test_r2'].mean(),\n",
+    "    'CV R² Std': rf_cv['test_r2'].std()\n",
+    "}\n",
+    "\n",
+    "print(f\"\\n✓ Random Forest Regressor Results:\")\n",
+    "print(f\"  - Training R² Score: {rf_r2:.4f}\")\n",
+    "print(f\"  - Training RMSE: ${rf_rmse:,.2f}\")\n",
+    "print(f\"  - Training MAE: ${rf_mae:,.2f}\")\n",
+    "print(f\"  - CV R² Mean: {rf_cv['test_r2'].mean():.4f} (+/- {rf_cv['test_r2'].std():.4f})\")\n",
+    "\n",
+    "models['Random Forest'] = rf_model\n",
+    "\n",
+    "# ============================================================================\n",
+    "# MODEL 3: GRADIENT BOOSTING REGRESSOR (Sequential Ensemble Model)\n",
+    "# ============================================================================\n",
+    "print(\"\\n\" + \"=\"*80)\n",
+    "print(\"MODEL 3: GRADIENT BOOSTING REGRESSOR\")\n",
+    "print(\"=\"*80)\n",
+    "\n",
+    "gb_model = GradientBoostingRegressor(n_estimators=200, learning_rate=0.1, max_depth=5,\n",
+    "                                      min_samples_split=5, min_samples_leaf=2,\n",
+    "                                      random_state=42, subsample=0.8)\n",
+    "\n",
+    "# Cross-validation\n",
+    "gb_cv = cross_validate(gb_model, X_train_processed_df, y_train,\n",
+    "                       cv=kfold, scoring=['r2', 'neg_mean_squared_error', 'neg_mean_absolute_error'],\n",
+    "                       return_train_score=True)\n",
+    "\n",
+    "# Train on full training data\n",
+    "gb_model.fit(X_train_processed_df, y_train)\n",
+    "\n",
+    "# Predictions\n",
+    "gb_train_pred = gb_model.predict(X_train_processed_df)\n",
+    "gb_test_pred = gb_model.predict(X_test_processed_df)\n",
+    "\n",
+    "# Metrics\n",
+    "gb_r2 = gb_model.score(X_train_processed_df, y_train)\n",
+    "gb_rmse = np.sqrt(mean_squared_error(y_train, gb_train_pred))\n",
+    "gb_mae = mean_absolute_error(y_train, gb_train_pred)\n",
+    "\n",
+    "results['Gradient Boosting'] = {\n",
+    "    'R² Score': gb_r2,\n",
+    "    'RMSE': gb_rmse,\n",
+    "    'MAE': gb_mae,\n",
+    "    'CV R² Mean': gb_cv['test_r2'].mean(),\n",
+    "    'CV R² Std': gb_cv['test_r2'].std()\n",
+    "}\n",
+    "\n",
+    "print(f\"\\n✓ Gradient Boosting Regressor Results:\")\n",
+    "print(f\"  - Training R² Score: {gb_r2:.4f}\")\n",
+    "print(f\"  - Training RMSE: ${gb_rmse:,.2f}\")\n",
+    "print(f\"  - Training MAE: ${gb_mae:,.2f}\")\n",
+    "print(f\"  - CV R² Mean: {gb_cv['test_r2'].mean():.4f} (+/- {gb_cv['test_r2'].std():.4f})\")\n",
+    "\n",
+    "models['Gradient Boosting'] = gb_model\n",
+    "\n",
+    "# ============================================================================\n",
+    "# COMPARISON & VISUALIZATION\n",
+    "# ============================================================================\n",
+    "print(\"\\n\" + \"=\"*80)\n",
+    "print(\"MODEL COMPARISON SUMMARY\")\n",
+    "print(\"=\"*80)\n",
+    "\n",
+    "# Create comparison DataFrame\n",
+    "comparison_df = pd.DataFrame(results).T\n",
+    "print(\"\\n\" + comparison_df.to_string())\n",
+    "\n",
+    "# Find best model\n",
+    "best_model_name = comparison_df['CV R² Mean'].idxmax()\n",
+    "best_r2 = comparison_df['CV R² Mean'].max()\n",
+    "\n",
+    "print(f\"\\n🏆 BEST MODEL (by CV R² Mean): {best_model_name} with R² = {best_r2:.4f}\")\n",
+    "\n",
+    "# Visualization: Model Performance Comparison\n",
+    "fig, axes = plt.subplots(1, 3, figsize=(16, 4))\n",
+    "\n",
+    "# R² Score Comparison\n",
+    "model_names = list(results.keys())\n",
+    "r2_scores = [results[m]['R² Score'] for m in model_names]\n",
+    "cv_r2_means = [results[m]['CV R² Mean'] for m in model_names]\n",
+    "\n",
+    "x = np.arange(len(model_names))\n",
+    "width = 0.35\n",
+    "\n",
+    "axes[0].bar(x - width/2, r2_scores, width, label='Training R²', color='skyblue')\n",
+    "axes[0].bar(x + width/2, cv_r2_means, width, label='CV R² Mean', color='orange')\n",
+    "axes[0].set_ylabel('R² Score')\n",
+    "axes[0].set_title('R² Score Comparison')\n",
+    "axes[0].set_xticks(x)\n",
+    "axes[0].set_xticklabels(model_names, rotation=15, ha='right')\n",
+    "axes[0].legend()\n",
+    "axes[0].grid(axis='y', alpha=0.3)\n",
+    "\n",
+    "# RMSE Comparison\n",
+    "rmse_scores = [results[m]['RMSE'] for m in model_names]\n",
+    "axes[1].bar(model_names, rmse_scores, color=['#FF6B6B', '#4ECDC4', '#45B7D1'])\n",
+    "axes[1].set_ylabel('RMSE ($)')\n",
+    "axes[1].set_title('RMSE Comparison (Lower is Better)')\n",
+    "axes[1].set_xticklabels(model_names, rotation=15, ha='right')\n",
+    "axes[1].grid(axis='y', alpha=0.3)\n",
+    "for i, v in enumerate(rmse_scores):\n",
+    "    axes[1].text(i, v, f'${v:,.0f}', ha='center', va='bottom')\n",
+    "\n",
+    "# MAE Comparison\n",
+    "mae_scores = [results[m]['MAE'] for m in model_names]\n",
+    "axes[2].bar(model_names, mae_scores, color=['#FF6B6B', '#4ECDC4', '#45B7D1'])\n",
+    "axes[2].set_ylabel('MAE ($)')\n",
+    "axes[2].set_title('MAE Comparison (Lower is Better)')\n",
+    "axes[2].set_xticklabels(model_names, rotation=15, ha='right')\n",
+    "axes[2].grid(axis='y', alpha=0.3)\n",
+    "for i, v in enumerate(mae_scores):\n",
+    "    axes[2].text(i, v, f'${v:,.0f}', ha='center', va='bottom')\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n",
+    "\n",
+    "print(\"\\n✓ Model Training & Evaluation Completed!\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9a49f707",
+   "metadata": {},
+   "source": [
+    "**H) Final Evaluation with Log-Transformed Target (Kaggle Metric)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "b922db3e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "================================================================================\n",
+      "FINAL EVALUATION WITH LOG-TRANSFORMED TARGET (KAGGLE METRIC)\n",
+      "================================================================================\n",
+      "\n",
+      "Note: Kaggle uses log-based error metric. Using y = log1p(SalePrice)\n",
+      "This is more robust to outliers and aligns with Kaggle competition scoring.\n",
+      "\n",
+      "Original y_train range: $34,900 - $381,000\n",
+      "Log-transformed y_train range: 10.4603 - 12.8506\n",
+      "\n",
+      "================================================================================\n",
+      "RE-TRAINING MODELS WITH LOG-TRANSFORMED TARGET\n",
+      "================================================================================\n",
+      "\n",
+      "--------------------------------------------------------------------------------\n",
+      "MODEL 1: RIDGE REGRESSION (Log-Transformed)\n",
+      "--------------------------------------------------------------------------------\n",
+      "\n",
+      "✓ Ridge Regression (Log-Transformed):\n",
+      "  - CV RMSE Mean: 0.117349\n",
+      "  - CV RMSE Std:  0.010565\n",
+      "  - Training RMSE: 0.090115\n",
+      "  - CV R² Mean: 0.8972\n",
+      "  - CV R² Std:  0.0119\n",
+      "\n",
+      "--------------------------------------------------------------------------------\n",
+      "MODEL 2: RANDOM FOREST REGRESSOR (Log-Transformed)\n",
+      "--------------------------------------------------------------------------------\n",
+      "\n",
+      "✓ Random Forest Regressor (Log-Transformed):\n",
+      "  - CV RMSE Mean: 0.131914\n",
+      "  - CV RMSE Std:  0.009980\n",
+      "  - Training RMSE: 0.060444\n",
+      "  - CV R² Mean: 0.8697\n",
+      "  - CV R² Std:  0.0158\n",
+      "\n",
+      "--------------------------------------------------------------------------------\n",
+      "MODEL 3: GRADIENT BOOSTING REGRESSOR (Log-Transformed)\n",
+      "--------------------------------------------------------------------------------\n",
+      "\n",
+      "✓ Gradient Boosting Regressor (Log-Transformed):\n",
+      "  - CV RMSE Mean: 0.119352\n",
+      "  - CV RMSE Std:  0.010402\n",
+      "  - Training RMSE: 0.023945\n",
+      "  - CV R² Mean: 0.8934\n",
+      "  - CV R² Std:  0.0137\n",
+      "\n",
+      "================================================================================\n",
+      "FINAL MODEL COMPARISON (WITH LOG-TRANSFORMED TARGET)\n",
+      "================================================================================\n",
+      "\n",
+      "                   CV RMSE Mean  CV RMSE Std  Training RMSE  CV R² Mean  CV R² Std\n",
+      "Ridge                  0.117349     0.010565       0.090115    0.897223   0.011898\n",
+      "Random Forest          0.131914     0.009980       0.060444    0.869677   0.015782\n",
+      "Gradient Boosting      0.119352     0.010402       0.023945    0.893385   0.013742\n",
+      "\n",
+      "🏆 BEST MODEL (by CV RMSE Mean - Lower is Better):\n",
+      "   Model: Ridge\n",
+      "   CV RMSE Mean: 0.117349\n",
+      "   CV RMSE Std:  0.010565\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "================================================================================\n",
+      "FINAL EVALUATION WITH LOG-TRANSFORMED TARGET (KAGGLE METRIC)\n",
+      "================================================================================\n",
+      "\n",
+      "Note: Kaggle uses log-based error metric. Using y = log1p(SalePrice)\n",
+      "This is more robust to outliers and aligns with Kaggle competition scoring.\n",
+      "\n",
+      "Original y_train range: $34,900 - $381,000\n",
+      "Log-transformed y_train range: 10.4603 - 12.8506\n",
+      "\n",
+      "================================================================================\n",
+      "RE-TRAINING MODELS WITH LOG-TRANSFORMED TARGET\n",
+      "================================================================================\n",
+      "\n",
+      "--------------------------------------------------------------------------------\n",
+      "MODEL 1: RIDGE REGRESSION (Log-Transformed)\n",
+      "--------------------------------------------------------------------------------\n",
+      "\n",
+      "✓ Ridge Regression (Log-Transformed):\n",
+      "  - CV RMSE Mean: 0.117349\n",
+      "  - CV RMSE Std:  0.010565\n",
+      "  - Training RMSE: 0.090115\n",
+      "  - CV R² Mean: 0.8972\n",
+      "  - CV R² Std:  0.0119\n",
+      "\n",
+      "--------------------------------------------------------------------------------\n",
+      "MODEL 2: RANDOM FOREST REGRESSOR (Log-Transformed)\n",
+      "--------------------------------------------------------------------------------\n",
+      "\n",
+      "✓ Random Forest Regressor (Log-Transformed):\n",
+      "  - CV RMSE Mean: 0.131914\n",
+      "  - CV RMSE Std:  0.009980\n",
+      "  - Training RMSE: 0.060444\n",
+      "  - CV R² Mean: 0.8697\n",
+      "  - CV R² Std:  0.0158\n",
+      "\n",
+      "--------------------------------------------------------------------------------\n",
+      "MODEL 3: GRADIENT BOOSTING REGRESSOR (Log-Transformed)\n",
+      "--------------------------------------------------------------------------------\n",
+      "\n",
+      "✓ Gradient Boosting Regressor (Log-Transformed):\n",
+      "  - CV RMSE Mean: 0.119352\n",
+      "  - CV RMSE Std:  0.010402\n",
+      "  - Training RMSE: 0.023945\n",
+      "  - CV R² Mean: 0.8934\n",
+      "  - CV R² Std:  0.0137\n",
+      "\n",
+      "================================================================================\n",
+      "FINAL MODEL COMPARISON (WITH LOG-TRANSFORMED TARGET)\n",
+      "================================================================================\n",
+      "\n",
+      "                   CV RMSE Mean  CV RMSE Std  Training RMSE  CV R² Mean  CV R² Std\n",
+      "Ridge                  0.117349     0.010565       0.090115    0.897223   0.011898\n",
+      "Random Forest          0.131914     0.009980       0.060444    0.869677   0.015782\n",
+      "Gradient Boosting      0.119352     0.010402       0.023945    0.893385   0.013742\n",
+      "\n",
+      "🏆 BEST MODEL (by CV RMSE Mean - Lower is Better):\n",
+      "   Model: Ridge\n",
+      "   CV RMSE Mean: 0.117349\n",
+      "   CV RMSE Std:  0.010565\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1400x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "✓ Final Evaluation Completed!\n",
+      "\n",
+      "================================================================================\n",
+      "KAGGLE SUBMISSION READY\n",
+      "================================================================================\n",
+      "\n",
+      "Best model for Kaggle submission: Ridge\n",
+      "Expected CV RMSE (Log Space): 0.117349 (+/- 0.010565)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Kaggle Competition Metric: Log-based RMSE (RMSLE)\n",
+    "# Transform target variable using log1p for better modeling\n",
+    "\n",
+    "print(\"\\n\" + \"=\"*80)\n",
+    "print(\"FINAL EVALUATION WITH LOG-TRANSFORMED TARGET (KAGGLE METRIC)\")\n",
+    "print(\"=\"*80)\n",
+    "print(\"\\nNote: Kaggle uses log-based error metric. Using y = log1p(SalePrice)\")\n",
+    "print(\"This is more robust to outliers and aligns with Kaggle competition scoring.\\n\")\n",
+    "\n",
+    "# Transform target variable\n",
+    "y_train_log = np.log1p(y_train)\n",
+    "\n",
+    "print(f\"Original y_train range: ${y_train.min():,.0f} - ${y_train.max():,.0f}\")\n",
+    "print(f\"Log-transformed y_train range: {y_train_log.min():.4f} - {y_train_log.max():.4f}\")\n",
+    "\n",
+    "# Define K-Fold Cross Validation (K=5)\n",
+    "kfold_final = KFold(n_splits=5, shuffle=True, random_state=42)\n",
+    "\n",
+    "# Dictionary to store final results\n",
+    "final_results = {}\n",
+    "log_models = {}\n",
+    "\n",
+    "print(\"\\n\" + \"=\"*80)\n",
+    "print(\"RE-TRAINING MODELS WITH LOG-TRANSFORMED TARGET\")\n",
+    "print(\"=\"*80)\n",
+    "\n",
+    "# ============================================================================\n",
+    "# MODEL 1: RIDGE REGRESSION (with log transformation)\n",
+    "# ============================================================================\n",
+    "print(\"\\n\" + \"-\"*80)\n",
+    "print(\"MODEL 1: RIDGE REGRESSION (Log-Transformed)\")\n",
+    "print(\"-\"*80)\n",
+    "\n",
+    "ridge_log = Ridge(alpha=1.0, random_state=42)\n",
+    "\n",
+    "# K-Fold Cross Validation with log-transformed target\n",
+    "ridge_cv_log = cross_validate(ridge_log, X_train_processed_df, y_train_log,\n",
+    "                              cv=kfold_final, scoring=['r2', 'neg_mean_squared_error'],\n",
+    "                              return_train_score=True)\n",
+    "\n",
+    "# Train on full data\n",
+    "ridge_log.fit(X_train_processed_df, y_train_log)\n",
+    "\n",
+    "# Predictions (in log space)\n",
+    "ridge_log_train_pred = ridge_log.predict(X_train_processed_df)\n",
+    "ridge_log_test_pred = ridge_log.predict(X_test_processed_df)\n",
+    "\n",
+    "# Calculate RMSE in log space\n",
+    "ridge_log_rmse_cv = np.sqrt(-ridge_cv_log['test_neg_mean_squared_error'])\n",
+    "ridge_log_rmse_train = np.sqrt(mean_squared_error(y_train_log, ridge_log_train_pred))\n",
+    "\n",
+    "# Store results\n",
+    "final_results['Ridge'] = {\n",
+    "    'CV RMSE Mean': ridge_log_rmse_cv.mean(),\n",
+    "    'CV RMSE Std': ridge_log_rmse_cv.std(),\n",
+    "    'Training RMSE': ridge_log_rmse_train,\n",
+    "    'CV R² Mean': ridge_cv_log['test_r2'].mean(),\n",
+    "    'CV R² Std': ridge_cv_log['test_r2'].std()\n",
+    "}\n",
+    "\n",
+    "log_models['Ridge'] = {\n",
+    "    'model': ridge_log,\n",
+    "    'predictions': ridge_log_test_pred\n",
+    "}\n",
+    "\n",
+    "print(f\"\\n✓ Ridge Regression (Log-Transformed):\")\n",
+    "print(f\"  - CV RMSE Mean: {ridge_log_rmse_cv.mean():.6f}\")\n",
+    "print(f\"  - CV RMSE Std:  {ridge_log_rmse_cv.std():.6f}\")\n",
+    "print(f\"  - Training RMSE: {ridge_log_rmse_train:.6f}\")\n",
+    "print(f\"  - CV R² Mean: {ridge_cv_log['test_r2'].mean():.4f}\")\n",
+    "print(f\"  - CV R² Std:  {ridge_cv_log['test_r2'].std():.4f}\")\n",
+    "\n",
+    "# ============================================================================\n",
+    "# MODEL 2: RANDOM FOREST REGRESSOR (with log transformation)\n",
+    "# ============================================================================\n",
+    "print(\"\\n\" + \"-\"*80)\n",
+    "print(\"MODEL 2: RANDOM FOREST REGRESSOR (Log-Transformed)\")\n",
+    "print(\"-\"*80)\n",
+    "\n",
+    "rf_log = RandomForestRegressor(n_estimators=200, max_depth=20, min_samples_split=5,\n",
+    "                                min_samples_leaf=2, random_state=42, n_jobs=-1)\n",
+    "\n",
+    "# K-Fold Cross Validation with log-transformed target\n",
+    "rf_cv_log = cross_validate(rf_log, X_train_processed_df, y_train_log,\n",
+    "                           cv=kfold_final, scoring=['r2', 'neg_mean_squared_error'],\n",
+    "                           return_train_score=True)\n",
+    "\n",
+    "# Train on full data\n",
+    "rf_log.fit(X_train_processed_df, y_train_log)\n",
+    "\n",
+    "# Predictions (in log space)\n",
+    "rf_log_train_pred = rf_log.predict(X_train_processed_df)\n",
+    "rf_log_test_pred = rf_log.predict(X_test_processed_df)\n",
+    "\n",
+    "# Calculate RMSE in log space\n",
+    "rf_log_rmse_cv = np.sqrt(-rf_cv_log['test_neg_mean_squared_error'])\n",
+    "rf_log_rmse_train = np.sqrt(mean_squared_error(y_train_log, rf_log_train_pred))\n",
+    "\n",
+    "# Store results\n",
+    "final_results['Random Forest'] = {\n",
+    "    'CV RMSE Mean': rf_log_rmse_cv.mean(),\n",
+    "    'CV RMSE Std': rf_log_rmse_cv.std(),\n",
+    "    'Training RMSE': rf_log_rmse_train,\n",
+    "    'CV R² Mean': rf_cv_log['test_r2'].mean(),\n",
+    "    'CV R² Std': rf_cv_log['test_r2'].std()\n",
+    "}\n",
+    "\n",
+    "log_models['Random Forest'] = {\n",
+    "    'model': rf_log,\n",
+    "    'predictions': rf_log_test_pred\n",
+    "}\n",
+    "\n",
+    "print(f\"\\n✓ Random Forest Regressor (Log-Transformed):\")\n",
+    "print(f\"  - CV RMSE Mean: {rf_log_rmse_cv.mean():.6f}\")\n",
+    "print(f\"  - CV RMSE Std:  {rf_log_rmse_cv.std():.6f}\")\n",
+    "print(f\"  - Training RMSE: {rf_log_rmse_train:.6f}\")\n",
+    "print(f\"  - CV R² Mean: {rf_cv_log['test_r2'].mean():.4f}\")\n",
+    "print(f\"  - CV R² Std:  {rf_cv_log['test_r2'].std():.4f}\")\n",
+    "\n",
+    "# ============================================================================\n",
+    "# MODEL 3: GRADIENT BOOSTING REGRESSOR (with log transformation)\n",
+    "# ============================================================================\n",
+    "print(\"\\n\" + \"-\"*80)\n",
+    "print(\"MODEL 3: GRADIENT BOOSTING REGRESSOR (Log-Transformed)\")\n",
+    "print(\"-\"*80)\n",
+    "\n",
+    "gb_log = GradientBoostingRegressor(n_estimators=200, learning_rate=0.1, max_depth=5,\n",
+    "                                    min_samples_split=5, min_samples_leaf=2,\n",
+    "                                    random_state=42, subsample=0.8)\n",
+    "\n",
+    "# K-Fold Cross Validation with log-transformed target\n",
+    "gb_cv_log = cross_validate(gb_log, X_train_processed_df, y_train_log,\n",
+    "                           cv=kfold_final, scoring=['r2', 'neg_mean_squared_error'],\n",
+    "                           return_train_score=True)\n",
+    "\n",
+    "# Train on full data\n",
+    "gb_log.fit(X_train_processed_df, y_train_log)\n",
+    "\n",
+    "# Predictions (in log space)\n",
+    "gb_log_train_pred = gb_log.predict(X_train_processed_df)\n",
+    "gb_log_test_pred = gb_log.predict(X_test_processed_df)\n",
+    "\n",
+    "# Calculate RMSE in log space\n",
+    "gb_log_rmse_cv = np.sqrt(-gb_cv_log['test_neg_mean_squared_error'])\n",
+    "gb_log_rmse_train = np.sqrt(mean_squared_error(y_train_log, gb_log_train_pred))\n",
+    "\n",
+    "# Store results\n",
+    "final_results['Gradient Boosting'] = {\n",
+    "    'CV RMSE Mean': gb_log_rmse_cv.mean(),\n",
+    "    'CV RMSE Std': gb_log_rmse_cv.std(),\n",
+    "    'Training RMSE': gb_log_rmse_train,\n",
+    "    'CV R² Mean': gb_cv_log['test_r2'].mean(),\n",
+    "    'CV R² Std': gb_cv_log['test_r2'].std()\n",
+    "}\n",
+    "\n",
+    "log_models['Gradient Boosting'] = {\n",
+    "    'model': gb_log,\n",
+    "    'predictions': gb_log_test_pred\n",
+    "}\n",
+    "\n",
+    "print(f\"\\n✓ Gradient Boosting Regressor (Log-Transformed):\")\n",
+    "print(f\"  - CV RMSE Mean: {gb_log_rmse_cv.mean():.6f}\")\n",
+    "print(f\"  - CV RMSE Std:  {gb_log_rmse_cv.std():.6f}\")\n",
+    "print(f\"  - Training RMSE: {gb_log_rmse_train:.6f}\")\n",
+    "print(f\"  - CV R² Mean: {gb_cv_log['test_r2'].mean():.4f}\")\n",
+    "print(f\"  - CV R² Std:  {gb_cv_log['test_r2'].std():.4f}\")\n",
+    "\n",
+    "# ============================================================================\n",
+    "# FINAL COMPARISON TABLE\n",
+    "# ============================================================================\n",
+    "print(\"\\n\" + \"=\"*80)\n",
+    "print(\"FINAL MODEL COMPARISON (WITH LOG-TRANSFORMED TARGET)\")\n",
+    "print(\"=\"*80)\n",
+    "\n",
+    "final_df = pd.DataFrame(final_results).T\n",
+    "print(\"\\n\" + final_df.to_string())\n",
+    "\n",
+    "# Find best model by CV RMSE Mean (lower is better)\n",
+    "best_log_model_name = final_df['CV RMSE Mean'].idxmin()\n",
+    "best_log_rmse = final_df['CV RMSE Mean'].min()\n",
+    "\n",
+    "print(f\"\\n🏆 BEST MODEL (by CV RMSE Mean - Lower is Better):\")\n",
+    "print(f\"   Model: {best_log_model_name}\")\n",
+    "print(f\"   CV RMSE Mean: {best_log_rmse:.6f}\")\n",
+    "print(f\"   CV RMSE Std:  {final_df.loc[best_log_model_name, 'CV RMSE Std']:.6f}\")\n",
+    "\n",
+    "# ============================================================================\n",
+    "# VISUALIZATION: CV RMSE COMPARISON\n",
+    "# ============================================================================\n",
+    "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
+    "\n",
+    "# CV RMSE Comparison\n",
+    "model_names_log = list(final_results.keys())\n",
+    "cv_rmse_means = [final_results[m]['CV RMSE Mean'] for m in model_names_log]\n",
+    "cv_rmse_stds = [final_results[m]['CV RMSE Std'] for m in model_names_log]\n",
+    "train_rmse_log = [final_results[m]['Training RMSE'] for m in model_names_log]\n",
+    "\n",
+    "x = np.arange(len(model_names_log))\n",
+    "width = 0.35\n",
+    "\n",
+    "axes[0].bar(x - width/2, cv_rmse_means, width, label='CV RMSE Mean', color='#FF6B6B', yerr=cv_rmse_stds, capsize=5)\n",
+    "axes[0].bar(x + width/2, train_rmse_log, width, label='Training RMSE', color='#4ECDC4')\n",
+    "axes[0].set_ylabel('RMSE (Log Space)')\n",
+    "axes[0].set_title('CV RMSE Comparison (Lower is Better)\\n+ Standard Deviation')\n",
+    "axes[0].set_xticks(x)\n",
+    "axes[0].set_xticklabels(model_names_log, rotation=15, ha='right')\n",
+    "axes[0].legend()\n",
+    "axes[0].grid(axis='y', alpha=0.3)\n",
+    "\n",
+    "# Add value labels on bars\n",
+    "for i, (mean, std) in enumerate(zip(cv_rmse_means, cv_rmse_stds)):\n",
+    "    axes[0].text(i - width/2, mean + std + 0.002, f'{mean:.5f}', ha='center', va='bottom', fontsize=9)\n",
+    "\n",
+    "# R² Score Comparison\n",
+    "cv_r2_means = [final_results[m]['CV R² Mean'] for m in model_names_log]\n",
+    "cv_r2_stds = [final_results[m]['CV R² Std'] for m in model_names_log]\n",
+    "\n",
+    "axes[1].bar(model_names_log, cv_r2_means, color=['#FF6B6B', '#4ECDC4', '#45B7D1'], yerr=cv_r2_stds, capsize=5)\n",
+    "axes[1].set_ylabel('R² Score')\n",
+    "axes[1].set_title('CV R² Score Comparison (Higher is Better)\\n+ Standard Deviation')\n",
+    "axes[1].set_xticklabels(model_names_log, rotation=15, ha='right')\n",
+    "axes[1].grid(axis='y', alpha=0.3)\n",
+    "axes[1].set_ylim([0, 1])\n",
+    "\n",
+    "# Add value labels on bars\n",
+    "for i, (mean, std) in enumerate(zip(cv_r2_means, cv_r2_stds)):\n",
+    "    axes[1].text(i, mean + std + 0.02, f'{mean:.4f}', ha='center', va='bottom', fontsize=9)\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n",
+    "\n",
+    "print(\"\\n✓ Final Evaluation Completed!\")\n",
+    "print(\"\\n\" + \"=\"*80)\n",
+    "print(\"KAGGLE SUBMISSION READY\")\n",
+    "print(\"=\"*80)\n",
+    "print(f\"\\nBest model for Kaggle submission: {best_log_model_name}\")\n",
+    "print(f\"Expected CV RMSE (Log Space): {best_log_rmse:.6f} (+/- {final_df.loc[best_log_model_name, 'CV RMSE Std']:.6f})\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1945d2a8",
+   "metadata": {},
+   "source": [
+    "**I) Comprehensive Model Comparison Table**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "6270f626",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "================================================================================\n",
+      "COMPREHENSIVE MODEL COMPARISON TABLE\n",
+      "================================================================================\n",
+      "\n",
+      "Data split for validation:\n",
+      "  Training set: 1136 samples\n",
+      "  Validation set: 284 samples\n",
+      "\n",
+      "--------------------------------------------------------------------------------\n",
+      "Evaluating models on train/validation split...\n",
+      "--------------------------------------------------------------------------------\n",
+      "\n",
+      "✓ Ridge Regression:\n",
+      "  Train RMSE: 0.082643\n",
+      "  Valid RMSE: 0.134498\n",
+      "\n",
+      "✓ Random Forest:\n",
+      "  Train RMSE: 0.060614\n",
+      "  Valid RMSE: 0.144293\n",
+      "\n",
+      "✓ Gradient Boosting:\n",
+      "  Train RMSE: 0.017948\n",
+      "  Valid RMSE: 0.134007\n",
+      "\n",
+      "================================================================================\n",
+      "FINAL MODEL COMPARISON TABLE\n",
+      "================================================================================\n",
+      "\n",
+      "\n",
+      "            Model CV RMSE Mean CV RMSE Std Train RMSE Valid RMSE                                                  Note\n",
+      " Ridge Regression     0.117349    0.010565   0.082643   0.134498 Good baseline, stable performance with regularization\n",
+      "    Random Forest     0.131914     0.00998   0.060614   0.144293                                  Could be overfitting\n",
+      "Gradient Boosting     0.119352    0.010402   0.017948   0.134007                      More stable, good generalization\n",
+      "\n",
+      "================================================================================\n",
+      "🏆 RECOMMENDED MODEL: Gradient Boosting\n",
+      "   Validation RMSE: 0.134007\n",
+      "   Reason: More stable, good generalization\n",
+      "================================================================================\n",
+      "\n",
+      "✓ Comparison table saved to 'model_comparison_results.csv'\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "================================================================================\n",
+      "COMPREHENSIVE MODEL COMPARISON TABLE\n",
+      "================================================================================\n",
+      "\n",
+      "Data split for validation:\n",
+      "  Training set: 1136 samples\n",
+      "  Validation set: 284 samples\n",
+      "\n",
+      "--------------------------------------------------------------------------------\n",
+      "Evaluating models on train/validation split...\n",
+      "--------------------------------------------------------------------------------\n",
+      "\n",
+      "✓ Ridge Regression:\n",
+      "  Train RMSE: 0.082643\n",
+      "  Valid RMSE: 0.134498\n",
+      "\n",
+      "✓ Random Forest:\n",
+      "  Train RMSE: 0.060614\n",
+      "  Valid RMSE: 0.144293\n",
+      "\n",
+      "✓ Gradient Boosting:\n",
+      "  Train RMSE: 0.017948\n",
+      "  Valid RMSE: 0.134007\n",
+      "\n",
+      "================================================================================\n",
+      "FINAL MODEL COMPARISON TABLE\n",
+      "================================================================================\n",
+      "\n",
+      "\n",
+      "            Model CV RMSE Mean CV RMSE Std Train RMSE Valid RMSE                                                  Note\n",
+      " Ridge Regression     0.117349    0.010565   0.082643   0.134498 Good baseline, stable performance with regularization\n",
+      "    Random Forest     0.131914     0.00998   0.060614   0.144293                                  Could be overfitting\n",
+      "Gradient Boosting     0.119352    0.010402   0.017948   0.134007                      More stable, good generalization\n",
+      "\n",
+      "================================================================================\n",
+      "🏆 RECOMMENDED MODEL: Gradient Boosting\n",
+      "   Validation RMSE: 0.134007\n",
+      "   Reason: More stable, good generalization\n",
+      "================================================================================\n",
+      "\n",
+      "✓ Comparison table saved to 'model_comparison_results.csv'\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "✓ Model Comparison Complete!\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Create Train/Validation split for comprehensive evaluation\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "\n",
+    "print(\"=\"*80)\n",
+    "print(\"COMPREHENSIVE MODEL COMPARISON TABLE\")\n",
+    "print(\"=\"*80)\n",
+    "\n",
+    "# Split processed data into train and validation sets\n",
+    "X_train_split, X_valid_split, y_train_split, y_valid_split = train_test_split(\n",
+    "    X_train_processed_df, y_train_log, test_size=0.2, random_state=42\n",
+    ")\n",
+    "\n",
+    "print(f\"\\nData split for validation:\")\n",
+    "print(f\"  Training set: {X_train_split.shape[0]} samples\")\n",
+    "print(f\"  Validation set: {X_valid_split.shape[0]} samples\")\n",
+    "\n",
+    "# Dictionary to store comprehensive results\n",
+    "comprehensive_results = {}\n",
+    "\n",
+    "# Re-evaluate each model with train/validation split\n",
+    "print(\"\\n\" + \"-\"*80)\n",
+    "print(\"Evaluating models on train/validation split...\")\n",
+    "print(\"-\"*80)\n",
+    "\n",
+    "# ============================================================================\n",
+    "# MODEL 1: RIDGE REGRESSION\n",
+    "# ============================================================================\n",
+    "ridge_final = Ridge(alpha=1.0, random_state=42)\n",
+    "ridge_final.fit(X_train_split, y_train_split)\n",
+    "\n",
+    "ridge_train_pred = ridge_final.predict(X_train_split)\n",
+    "ridge_valid_pred = ridge_final.predict(X_valid_split)\n",
+    "\n",
+    "ridge_train_rmse = np.sqrt(mean_squared_error(y_train_split, ridge_train_pred))\n",
+    "ridge_valid_rmse = np.sqrt(mean_squared_error(y_valid_split, ridge_valid_pred))\n",
+    "\n",
+    "comprehensive_results['Ridge Regression'] = {\n",
+    "    'CV RMSE Mean': final_results['Ridge']['CV RMSE Mean'],\n",
+    "    'CV RMSE Std': final_results['Ridge']['CV RMSE Std'],\n",
+    "    'Train RMSE': ridge_train_rmse,\n",
+    "    'Valid RMSE': ridge_valid_rmse,\n",
+    "    'Note': 'Good baseline, stable performance with regularization'\n",
+    "}\n",
+    "\n",
+    "print(f\"\\n✓ Ridge Regression:\")\n",
+    "print(f\"  Train RMSE: {ridge_train_rmse:.6f}\")\n",
+    "print(f\"  Valid RMSE: {ridge_valid_rmse:.6f}\")\n",
+    "\n",
+    "# ============================================================================\n",
+    "# MODEL 2: RANDOM FOREST\n",
+    "# ============================================================================\n",
+    "rf_final = RandomForestRegressor(n_estimators=200, max_depth=20, min_samples_split=5,\n",
+    "                                  min_samples_leaf=2, random_state=42, n_jobs=-1)\n",
+    "rf_final.fit(X_train_split, y_train_split)\n",
+    "\n",
+    "rf_train_pred = rf_final.predict(X_train_split)\n",
+    "rf_valid_pred = rf_final.predict(X_valid_split)\n",
+    "\n",
+    "rf_train_rmse = np.sqrt(mean_squared_error(y_train_split, rf_train_pred))\n",
+    "rf_valid_rmse = np.sqrt(mean_squared_error(y_valid_split, rf_valid_pred))\n",
+    "\n",
+    "# Check for overfitting\n",
+    "overfitting_gap = rf_valid_rmse - rf_train_rmse\n",
+    "overfitting_note = \"Could be overfitting\" if overfitting_gap > 0.02 else \"Well-balanced performance\"\n",
+    "\n",
+    "comprehensive_results['Random Forest'] = {\n",
+    "    'CV RMSE Mean': final_results['Random Forest']['CV RMSE Mean'],\n",
+    "    'CV RMSE Std': final_results['Random Forest']['CV RMSE Std'],\n",
+    "    'Train RMSE': rf_train_rmse,\n",
+    "    'Valid RMSE': rf_valid_rmse,\n",
+    "    'Note': overfitting_note\n",
+    "}\n",
+    "\n",
+    "print(f\"\\n✓ Random Forest:\")\n",
+    "print(f\"  Train RMSE: {rf_train_rmse:.6f}\")\n",
+    "print(f\"  Valid RMSE: {rf_valid_rmse:.6f}\")\n",
+    "\n",
+    "# ============================================================================\n",
+    "# MODEL 3: GRADIENT BOOSTING\n",
+    "# ============================================================================\n",
+    "gb_final = GradientBoostingRegressor(n_estimators=200, learning_rate=0.1, max_depth=5,\n",
+    "                                      min_samples_split=5, min_samples_leaf=2,\n",
+    "                                      random_state=42, subsample=0.8)\n",
+    "gb_final.fit(X_train_split, y_train_split)\n",
+    "\n",
+    "gb_train_pred = gb_final.predict(X_train_split)\n",
+    "gb_valid_pred = gb_final.predict(X_valid_split)\n",
+    "\n",
+    "gb_train_rmse = np.sqrt(mean_squared_error(y_train_split, gb_train_pred))\n",
+    "gb_valid_rmse = np.sqrt(mean_squared_error(y_valid_split, gb_valid_pred))\n",
+    "\n",
+    "comprehensive_results['Gradient Boosting'] = {\n",
+    "    'CV RMSE Mean': final_results['Gradient Boosting']['CV RMSE Mean'],\n",
+    "    'CV RMSE Std': final_results['Gradient Boosting']['CV RMSE Std'],\n",
+    "    'Train RMSE': gb_train_rmse,\n",
+    "    'Valid RMSE': gb_valid_rmse,\n",
+    "    'Note': 'More stable, good generalization'\n",
+    "}\n",
+    "\n",
+    "print(f\"\\n✓ Gradient Boosting:\")\n",
+    "print(f\"  Train RMSE: {gb_train_rmse:.6f}\")\n",
+    "print(f\"  Valid RMSE: {gb_valid_rmse:.6f}\")\n",
+    "\n",
+    "# ============================================================================\n",
+    "# CREATE COMPREHENSIVE COMPARISON TABLE\n",
+    "# ============================================================================\n",
+    "print(\"\\n\" + \"=\"*80)\n",
+    "print(\"FINAL MODEL COMPARISON TABLE\")\n",
+    "print(\"=\"*80)\n",
+    "\n",
+    "# Create DataFrame with all metrics\n",
+    "comparison_table = pd.DataFrame(comprehensive_results).T\n",
+    "\n",
+    "# Reorder columns for better readability\n",
+    "comparison_table = comparison_table[['CV RMSE Mean', 'CV RMSE Std', 'Train RMSE', 'Valid RMSE', 'Note']]\n",
+    "\n",
+    "# Add Model name as a column instead of index\n",
+    "comparison_table.insert(0, 'Model', comparison_table.index)\n",
+    "comparison_table = comparison_table.reset_index(drop=True)\n",
+    "\n",
+    "# Display the table\n",
+    "print(\"\\n\")\n",
+    "print(comparison_table.to_string(index=False))\n",
+    "\n",
+    "# Highlight the best model\n",
+    "best_model_idx = comparison_table['Valid RMSE'].idxmin()\n",
+    "best_model = comparison_table.loc[best_model_idx, 'Model']\n",
+    "best_valid_rmse = comparison_table.loc[best_model_idx, 'Valid RMSE']\n",
+    "\n",
+    "print(\"\\n\" + \"=\"*80)\n",
+    "print(f\"🏆 RECOMMENDED MODEL: {best_model}\")\n",
+    "print(f\"   Validation RMSE: {best_valid_rmse:.6f}\")\n",
+    "print(f\"   Reason: {comparison_table.loc[best_model_idx, 'Note']}\")\n",
+    "print(\"=\"*80)\n",
+    "\n",
+    "# Save comparison table to CSV for reference\n",
+    "comparison_table.to_csv('model_comparison_results.csv', index=False)\n",
+    "print(\"\\n✓ Comparison table saved to 'model_comparison_results.csv'\")\n",
+    "\n",
+    "# Visualization: Train vs Valid RMSE\n",
+    "fig, ax = plt.subplots(figsize=(10, 6))\n",
+    "\n",
+    "models = comparison_table['Model']\n",
+    "train_rmse = comparison_table['Train RMSE']\n",
+    "valid_rmse = comparison_table['Valid RMSE']\n",
+    "\n",
+    "x = np.arange(len(models))\n",
+    "width = 0.35\n",
+    "\n",
+    "bars1 = ax.bar(x - width/2, train_rmse, width, label='Train RMSE', color='#4ECDC4')\n",
+    "bars2 = ax.bar(x + width/2, valid_rmse, width, label='Valid RMSE', color='#FF6B6B')\n",
+    "\n",
+    "ax.set_ylabel('RMSE (Log Space)', fontsize=12)\n",
+    "ax.set_title('Model Performance: Train vs Validation RMSE\\n(Lower is Better)', fontsize=14, fontweight='bold')\n",
+    "ax.set_xticks(x)\n",
+    "ax.set_xticklabels(models, rotation=15, ha='right')\n",
+    "ax.legend()\n",
+    "ax.grid(axis='y', alpha=0.3)\n",
+    "\n",
+    "# Add value labels on bars\n",
+    "for i, (train_val, valid_val) in enumerate(zip(train_rmse, valid_rmse)):\n",
+    "    ax.text(i - width/2, train_val + 0.002, f'{train_val:.5f}', ha='center', va='bottom', fontsize=9)\n",
+    "    ax.text(i + width/2, valid_val + 0.002, f'{valid_val:.5f}', ha='center', va='bottom', fontsize=9)\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n",
+    "\n",
+    "print(\"\\n✓ Model Comparison Complete!\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7deefdae",
+   "metadata": {},
+   "source": [
+    "**J) Overfitting Control Analysis (MANDATORY)**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "e921c81e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "================================================================================\n",
+      "OVERFITTING CONTROL ANALYSIS\n",
+      "================================================================================\n",
+      "\n",
+      "Analyzing Train vs Validation RMSE to detect overfitting...\n",
+      "\n",
+      "================================================================================\n",
+      "OVERFITTING CONTROL METRICS\n",
+      "================================================================================\n",
+      "\n",
+      "            Model Train RMSE Valid RMSE  RMSE Gap       Gap %                    Status\n",
+      " Ridge Regression   0.082643   0.134498  0.051856   62.747062 ❌ SIGNIFICANT OVERFITTING\n",
+      "    Random Forest   0.060614   0.144293  0.083678  138.050925 ❌ SIGNIFICANT OVERFITTING\n",
+      "Gradient Boosting   0.017948   0.134007   0.11606  646.646797 ❌ SIGNIFICANT OVERFITTING\n",
+      "\n",
+      "================================================================================\n",
+      "DETAILED ANALYSIS: VARIANCE VS BIAS\n",
+      "================================================================================\n",
+      "\n",
+      "📊 Ridge Regression:\n",
+      "   Train RMSE: 0.082643\n",
+      "   Valid RMSE: 0.134498\n",
+      "   Gap: 0.051856 (62.75%)\n",
+      "   Status: ❌ SIGNIFICANT OVERFITTING\n",
+      "   Analysis: HIGH VARIANCE - Model is too complex, poor generalization\n",
+      "\n",
+      "📊 Random Forest:\n",
+      "   Train RMSE: 0.060614\n",
+      "   Valid RMSE: 0.144293\n",
+      "   Gap: 0.083678 (138.05%)\n",
+      "   Status: ❌ SIGNIFICANT OVERFITTING\n",
+      "   Analysis: HIGH VARIANCE - Model is too complex, poor generalization\n",
+      "\n",
+      "📊 Gradient Boosting:\n",
+      "   Train RMSE: 0.017948\n",
+      "   Valid RMSE: 0.134007\n",
+      "   Gap: 0.116060 (646.65%)\n",
+      "   Status: ❌ SIGNIFICANT OVERFITTING\n",
+      "   Analysis: HIGH VARIANCE - Model is too complex, poor generalization\n",
+      "\n",
+      "================================================================================\n",
+      "SUMMARY & RECOMMENDATIONS\n",
+      "================================================================================\n",
+      "\n",
+      "🏆 BEST GENERALIZATION: Ridge Regression\n",
+      "   Train-Validation Gap: 62.75%\n",
+      "   Interpretation: HIGH VARIANCE - Model is too complex, poor generalization\n",
+      "\n",
+      "⚠ HIGH VARIANCE DETECTED IN:\n",
+      "   - Ridge Regression: Gap = 62.75%\n",
+      "   - Random Forest: Gap = 138.05%\n",
+      "   - Gradient Boosting: Gap = 646.65%\n",
+      "\n",
+      "   Recommendations to reduce overfitting:\n",
+      "   1. Reduce model complexity (decrease max_depth, n_estimators)\n",
+      "   2. Increase regularization (higher alpha for Ridge)\n",
+      "   3. Add more training data or use data augmentation\n",
+      "   4. Apply feature selection to remove noise\n",
+      "   5. Use early stopping for boosting algorithms\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "================================================================================\n",
+      "OVERFITTING CONTROL ANALYSIS\n",
+      "================================================================================\n",
+      "\n",
+      "Analyzing Train vs Validation RMSE to detect overfitting...\n",
+      "\n",
+      "================================================================================\n",
+      "OVERFITTING CONTROL METRICS\n",
+      "================================================================================\n",
+      "\n",
+      "            Model Train RMSE Valid RMSE  RMSE Gap       Gap %                    Status\n",
+      " Ridge Regression   0.082643   0.134498  0.051856   62.747062 ❌ SIGNIFICANT OVERFITTING\n",
+      "    Random Forest   0.060614   0.144293  0.083678  138.050925 ❌ SIGNIFICANT OVERFITTING\n",
+      "Gradient Boosting   0.017948   0.134007   0.11606  646.646797 ❌ SIGNIFICANT OVERFITTING\n",
+      "\n",
+      "================================================================================\n",
+      "DETAILED ANALYSIS: VARIANCE VS BIAS\n",
+      "================================================================================\n",
+      "\n",
+      "📊 Ridge Regression:\n",
+      "   Train RMSE: 0.082643\n",
+      "   Valid RMSE: 0.134498\n",
+      "   Gap: 0.051856 (62.75%)\n",
+      "   Status: ❌ SIGNIFICANT OVERFITTING\n",
+      "   Analysis: HIGH VARIANCE - Model is too complex, poor generalization\n",
+      "\n",
+      "📊 Random Forest:\n",
+      "   Train RMSE: 0.060614\n",
+      "   Valid RMSE: 0.144293\n",
+      "   Gap: 0.083678 (138.05%)\n",
+      "   Status: ❌ SIGNIFICANT OVERFITTING\n",
+      "   Analysis: HIGH VARIANCE - Model is too complex, poor generalization\n",
+      "\n",
+      "📊 Gradient Boosting:\n",
+      "   Train RMSE: 0.017948\n",
+      "   Valid RMSE: 0.134007\n",
+      "   Gap: 0.116060 (646.65%)\n",
+      "   Status: ❌ SIGNIFICANT OVERFITTING\n",
+      "   Analysis: HIGH VARIANCE - Model is too complex, poor generalization\n",
+      "\n",
+      "================================================================================\n",
+      "SUMMARY & RECOMMENDATIONS\n",
+      "================================================================================\n",
+      "\n",
+      "🏆 BEST GENERALIZATION: Ridge Regression\n",
+      "   Train-Validation Gap: 62.75%\n",
+      "   Interpretation: HIGH VARIANCE - Model is too complex, poor generalization\n",
+      "\n",
+      "⚠ HIGH VARIANCE DETECTED IN:\n",
+      "   - Ridge Regression: Gap = 62.75%\n",
+      "   - Random Forest: Gap = 138.05%\n",
+      "   - Gradient Boosting: Gap = 646.65%\n",
+      "\n",
+      "   Recommendations to reduce overfitting:\n",
+      "   1. Reduce model complexity (decrease max_depth, n_estimators)\n",
+      "   2. Increase regularization (higher alpha for Ridge)\n",
+      "   3. Add more training data or use data augmentation\n",
+      "   4. Apply feature selection to remove noise\n",
+      "   5. Use early stopping for boosting algorithms\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1500x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "================================================================================\n",
+      "FINAL CONCLUSION\n",
+      "================================================================================\n",
+      "\n",
+      "Average Train-Valid Gap across all models: 282.48%\n",
+      "❌ WARNING: Models show concerning levels of overfitting.\n",
+      "  → Models have HIGH VARIANCE (overfitting to training data)\n",
+      "  → Requires model simplification or additional training data\n",
+      "\n",
+      "✓ Overfitting Control Analysis Complete!\n",
+      "================================================================================\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"=\"*80)\n",
+    "print(\"OVERFITTING CONTROL ANALYSIS\")\n",
+    "print(\"=\"*80)\n",
+    "print(\"\\nAnalyzing Train vs Validation RMSE to detect overfitting...\")\n",
+    "\n",
+    "# Calculate overfitting metrics for each model\n",
+    "overfitting_analysis = {}\n",
+    "\n",
+    "for model_name in comparison_table['Model']:\n",
+    "    idx = comparison_table[comparison_table['Model'] == model_name].index[0]\n",
+    "    train_rmse = comparison_table.loc[idx, 'Train RMSE']\n",
+    "    valid_rmse = comparison_table.loc[idx, 'Valid RMSE']\n",
+    "    \n",
+    "    # Calculate gap between validation and training RMSE\n",
+    "    rmse_gap = valid_rmse - train_rmse\n",
+    "    gap_percentage = (rmse_gap / train_rmse) * 100\n",
+    "    \n",
+    "    # Determine overfitting level\n",
+    "    if gap_percentage < 5:\n",
+    "        overfitting_status = \"✓ NO OVERFITTING\"\n",
+    "        variance_bias = \"Good balance - Low variance, Low bias\"\n",
+    "    elif 5 <= gap_percentage < 15:\n",
+    "        overfitting_status = \"⚠ MILD OVERFITTING\"\n",
+    "        variance_bias = \"Moderate variance - Model complexity may be slightly high\"\n",
+    "    else:\n",
+    "        overfitting_status = \"❌ SIGNIFICANT OVERFITTING\"\n",
+    "        variance_bias = \"HIGH VARIANCE - Model is too complex, poor generalization\"\n",
+    "    \n",
+    "    overfitting_analysis[model_name] = {\n",
+    "        'Train RMSE': train_rmse,\n",
+    "        'Valid RMSE': valid_rmse,\n",
+    "        'RMSE Gap': rmse_gap,\n",
+    "        'Gap %': gap_percentage,\n",
+    "        'Status': overfitting_status,\n",
+    "        'Variance/Bias': variance_bias\n",
+    "    }\n",
+    "\n",
+    "# Create detailed analysis DataFrame\n",
+    "overfitting_df = pd.DataFrame(overfitting_analysis).T\n",
+    "overfitting_df.insert(0, 'Model', overfitting_df.index)\n",
+    "overfitting_df = overfitting_df.reset_index(drop=True)\n",
+    "\n",
+    "print(\"\\n\" + \"=\"*80)\n",
+    "print(\"OVERFITTING CONTROL METRICS\")\n",
+    "print(\"=\"*80)\n",
+    "print(\"\\n\" + overfitting_df[['Model', 'Train RMSE', 'Valid RMSE', 'RMSE Gap', 'Gap %', 'Status']].to_string(index=False))\n",
+    "\n",
+    "# Detailed Commentary for each model\n",
+    "print(\"\\n\" + \"=\"*80)\n",
+    "print(\"DETAILED ANALYSIS: VARIANCE VS BIAS\")\n",
+    "print(\"=\"*80)\n",
+    "\n",
+    "for idx, row in overfitting_df.iterrows():\n",
+    "    print(f\"\\n📊 {row['Model']}:\")\n",
+    "    print(f\"   Train RMSE: {row['Train RMSE']:.6f}\")\n",
+    "    print(f\"   Valid RMSE: {row['Valid RMSE']:.6f}\")\n",
+    "    print(f\"   Gap: {row['RMSE Gap']:.6f} ({row['Gap %']:.2f}%)\")\n",
+    "    print(f\"   Status: {row['Status']}\")\n",
+    "    print(f\"   Analysis: {row['Variance/Bias']}\")\n",
+    "\n",
+    "# Summary and recommendations\n",
+    "print(\"\\n\" + \"=\"*80)\n",
+    "print(\"SUMMARY & RECOMMENDATIONS\")\n",
+    "print(\"=\"*80)\n",
+    "\n",
+    "# Find best model (lowest gap percentage)\n",
+    "best_generalization_idx = overfitting_df['Gap %'].idxmin()\n",
+    "best_model = overfitting_df.loc[best_generalization_idx, 'Model']\n",
+    "best_gap = overfitting_df.loc[best_generalization_idx, 'Gap %']\n",
+    "\n",
+    "print(f\"\\n🏆 BEST GENERALIZATION: {best_model}\")\n",
+    "print(f\"   Train-Validation Gap: {best_gap:.2f}%\")\n",
+    "print(f\"   Interpretation: {overfitting_df.loc[best_generalization_idx, 'Variance/Bias']}\")\n",
+    "\n",
+    "# Check if any model has high variance\n",
+    "high_variance_models = overfitting_df[overfitting_df['Gap %'] >= 15]\n",
+    "if len(high_variance_models) > 0:\n",
+    "    print(f\"\\n⚠ HIGH VARIANCE DETECTED IN:\")\n",
+    "    for idx, model in high_variance_models.iterrows():\n",
+    "        print(f\"   - {model['Model']}: Gap = {model['Gap %']:.2f}%\")\n",
+    "    print(\"\\n   Recommendations to reduce overfitting:\")\n",
+    "    print(\"   1. Reduce model complexity (decrease max_depth, n_estimators)\")\n",
+    "    print(\"   2. Increase regularization (higher alpha for Ridge)\")\n",
+    "    print(\"   3. Add more training data or use data augmentation\")\n",
+    "    print(\"   4. Apply feature selection to remove noise\")\n",
+    "    print(\"   5. Use early stopping for boosting algorithms\")\n",
+    "else:\n",
+    "    print(\"\\n✓ NO HIGH VARIANCE DETECTED - All models show good generalization!\")\n",
+    "\n",
+    "# Visualization: Train vs Validation RMSE Comparison\n",
+    "fig, axes = plt.subplots(1, 2, figsize=(15, 5))\n",
+    "\n",
+    "# Plot 1: Train vs Valid RMSE Side-by-Side\n",
+    "models = overfitting_df['Model']\n",
+    "train_rmse_vals = overfitting_df['Train RMSE']\n",
+    "valid_rmse_vals = overfitting_df['Valid RMSE']\n",
+    "\n",
+    "x = np.arange(len(models))\n",
+    "width = 0.35\n",
+    "\n",
+    "bars1 = axes[0].bar(x - width/2, train_rmse_vals, width, label='Train RMSE', color='#4ECDC4', alpha=0.8)\n",
+    "bars2 = axes[0].bar(x + width/2, valid_rmse_vals, width, label='Valid RMSE', color='#FF6B6B', alpha=0.8)\n",
+    "\n",
+    "axes[0].set_ylabel('RMSE (Log Space)', fontsize=12)\n",
+    "axes[0].set_title('Train vs Validation RMSE\\n(Smaller Gap = Better Generalization)', fontsize=13, fontweight='bold')\n",
+    "axes[0].set_xticks(x)\n",
+    "axes[0].set_xticklabels(models, rotation=15, ha='right')\n",
+    "axes[0].legend(fontsize=11)\n",
+    "axes[0].grid(axis='y', alpha=0.3)\n",
+    "\n",
+    "# Add value labels\n",
+    "for i, (train_val, valid_val) in enumerate(zip(train_rmse_vals, valid_rmse_vals)):\n",
+    "    axes[0].text(i - width/2, train_val + 0.001, f'{train_val:.5f}', ha='center', va='bottom', fontsize=8)\n",
+    "    axes[0].text(i + width/2, valid_val + 0.001, f'{valid_val:.5f}', ha='center', va='bottom', fontsize=8)\n",
+    "\n",
+    "# Plot 2: Gap Percentage\n",
+    "gap_percentages = overfitting_df['Gap %']\n",
+    "colors = ['#2ECC71' if gap < 5 else '#F39C12' if gap < 15 else '#E74C3C' for gap in gap_percentages]\n",
+    "\n",
+    "bars = axes[1].bar(models, gap_percentages, color=colors, alpha=0.8, edgecolor='black')\n",
+    "axes[1].axhline(y=5, color='green', linestyle='--', linewidth=2, alpha=0.7, label='Good (<5%)')\n",
+    "axes[1].axhline(y=15, color='red', linestyle='--', linewidth=2, alpha=0.7, label='High Variance (>15%)')\n",
+    "\n",
+    "axes[1].set_ylabel('Gap Percentage (%)', fontsize=12)\n",
+    "axes[1].set_title('Overfitting Indicator: Train-Valid RMSE Gap %\\n(Lower = Less Overfitting)', fontsize=13, fontweight='bold')\n",
+    "axes[1].set_xticklabels(models, rotation=15, ha='right')\n",
+    "axes[1].legend(fontsize=10)\n",
+    "axes[1].grid(axis='y', alpha=0.3)\n",
+    "\n",
+    "# Add value labels\n",
+    "for i, (bar, gap) in enumerate(zip(bars, gap_percentages)):\n",
+    "    height = bar.get_height()\n",
+    "    axes[1].text(bar.get_x() + bar.get_width()/2., height + 0.5,\n",
+    "                f'{gap:.2f}%', ha='center', va='bottom', fontsize=10, fontweight='bold')\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n",
+    "\n",
+    "# Final conclusion\n",
+    "print(\"\\n\" + \"=\"*80)\n",
+    "print(\"FINAL CONCLUSION\")\n",
+    "print(\"=\"*80)\n",
+    "\n",
+    "# Calculate average gap\n",
+    "avg_gap = overfitting_df['Gap %'].mean()\n",
+    "print(f\"\\nAverage Train-Valid Gap across all models: {avg_gap:.2f}%\")\n",
+    "\n",
+    "if avg_gap < 5:\n",
+    "    print(\"✓ EXCELLENT: Models show strong generalization with minimal overfitting.\")\n",
+    "    print(\"  → Models have LOW VARIANCE and LOW BIAS\")\n",
+    "    print(\"  → Ready for production deployment\")\n",
+    "elif avg_gap < 15:\n",
+    "    print(\"⚠ GOOD: Models show acceptable generalization with mild overfitting.\")\n",
+    "    print(\"  → Models have MODERATE VARIANCE\")\n",
+    "    print(\"  → Consider slight regularization tuning for improvement\")\n",
+    "else:\n",
+    "    print(\"❌ WARNING: Models show concerning levels of overfitting.\")\n",
+    "    print(\"  → Models have HIGH VARIANCE (overfitting to training data)\")\n",
+    "    print(\"  → Requires model simplification or additional training data\")\n",
+    "\n",
+    "print(\"\\n✓ Overfitting Control Analysis Complete!\")\n",
+    "print(\"=\"*80)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "39cac6a9",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "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": "3.13.9"
+  }
+ },
+ "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/test.csv b/test.csv
new file mode 100644
index 0000000..a19c5c7
--- /dev/null
+++ b/test.csv
@@ -0,0 +1,1460 @@
+Id,MSSubClass,MSZoning,LotFrontage,LotArea,Street,Alley,LotShape,LandContour,Utilities,LotConfig,LandSlope,Neighborhood,Condition1,Condition2,BldgType,HouseStyle,OverallQual,OverallCond,YearBuilt,YearRemodAdd,RoofStyle,RoofMatl,Exterior1st,Exterior2nd,MasVnrType,MasVnrArea,ExterQual,ExterCond,Foundation,BsmtQual,BsmtCond,BsmtExposure,BsmtFinType1,BsmtFinSF1,BsmtFinType2,BsmtFinSF2,BsmtUnfSF,TotalBsmtSF,Heating,HeatingQC,CentralAir,Electrical,1stFlrSF,2ndFlrSF,LowQualFinSF,GrLivArea,BsmtFullBath,BsmtHalfBath,FullBath,HalfBath,BedroomAbvGr,KitchenAbvGr,KitchenQual,TotRmsAbvGrd,Functional,Fireplaces,FireplaceQu,GarageType,GarageYrBlt,GarageFinish,GarageCars,GarageArea,GarageQual,GarageCond,PavedDrive,WoodDeckSF,OpenPorchSF,EnclosedPorch,3SsnPorch,ScreenPorch,PoolArea,PoolQC,Fence,MiscFeature,MiscVal,MoSold,YrSold,SaleType,SaleCondition
+1461,20,RH,80,11622,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,LwQ,144,270,882,GasA,TA,Y,SBrkr,896,0,0,896,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,730,TA,TA,Y,140,0,0,0,120,0,NA,MnPrv,NA,0,6,2010,WD,Normal
+1462,20,RL,81,14267,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,108,TA,TA,CBlock,TA,TA,No,ALQ,923,Unf,0,406,1329,GasA,TA,Y,SBrkr,1329,0,0,1329,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1958,Unf,1,312,TA,TA,Y,393,36,0,0,0,0,NA,NA,Gar2,12500,6,2010,WD,Normal
+1463,60,RL,74,13830,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,5,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,791,Unf,0,137,928,GasA,Gd,Y,SBrkr,928,701,0,1629,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1997,Fin,2,482,TA,TA,Y,212,34,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal
+1464,60,RL,78,9978,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,6,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,20,TA,TA,PConc,TA,TA,No,GLQ,602,Unf,0,324,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,1998,Fin,2,470,TA,TA,Y,360,36,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1465,120,RL,43,5005,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,263,Unf,0,1017,1280,GasA,Ex,Y,SBrkr,1280,0,0,1280,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,506,TA,TA,Y,0,82,0,0,144,0,NA,NA,NA,0,1,2010,WD,Normal
+1466,60,RL,75,10000,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,763,763,GasA,Gd,Y,SBrkr,763,892,0,1655,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,Fin,2,440,TA,TA,Y,157,84,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1467,20,RL,NA,7980,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,7,1992,2007,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,Gd,TA,No,ALQ,935,Unf,0,233,1168,GasA,Ex,Y,SBrkr,1187,0,0,1187,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1992,Fin,2,420,TA,TA,Y,483,21,0,0,0,0,NA,GdPrv,Shed,500,3,2010,WD,Normal
+1468,60,RL,63,8402,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,789,789,GasA,Gd,Y,SBrkr,789,676,0,1465,0,0,2,1,3,1,TA,7,Typ,1,Gd,Attchd,1998,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1469,20,RL,85,10176,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,637,Unf,0,663,1300,GasA,Gd,Y,SBrkr,1341,0,0,1341,1,0,1,1,2,1,Gd,5,Typ,1,Po,Attchd,1990,Unf,2,506,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal
+1470,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,804,Rec,78,0,882,GasA,TA,Y,SBrkr,882,0,0,882,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1970,Fin,2,525,TA,TA,Y,240,0,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal
+1471,120,RH,26,5858,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,7,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1051,BLQ,0,354,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1999,Fin,2,511,TA,TA,Y,203,68,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1472,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,Rec,156,Unf,0,327,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,275,0,0,0,0,0,NA,NA,NA,0,2,2010,COD,Normal
+1473,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,492,TA,TA,CBlock,TA,TA,No,Rec,300,Unf,0,225,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1997,Unf,1,320,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1474,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,514,Unf,0,341,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1975,Unf,2,440,TA,TA,Y,173,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1475,120,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,6,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,836,836,GasA,Ex,Y,SBrkr,836,0,0,836,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1975,Unf,1,308,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1476,60,RL,102,12858,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,162,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1590,1590,GasA,Ex,Y,SBrkr,1627,707,0,2334,0,0,2,1,3,1,Ex,10,Typ,1,Gd,Attchd,2009,Fin,3,751,TA,TA,Y,144,133,0,0,0,0,NA,NA,NA,0,1,2010,New,Partial
+1477,20,RL,94,12883,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1544,1544,GasA,Ex,Y,SBrkr,1544,0,0,1544,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2009,RFn,3,868,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial
+1478,20,RL,90,11520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,Norm,1Fam,1Story,9,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,615,Gd,TA,PConc,Ex,TA,No,GLQ,110,Unf,0,1588,1698,GasA,Ex,Y,SBrkr,1698,0,0,1698,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2005,Fin,3,730,TA,TA,Y,192,74,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1479,20,RL,79,14122,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,240,Gd,TA,PConc,Ex,TA,No,GLQ,28,Unf,0,1794,1822,GasA,Ex,Y,SBrkr,1822,0,0,1822,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,3,678,TA,TA,Y,0,119,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal
+1480,20,RL,110,14300,Pave,NA,Reg,HLS,AllPub,Inside,Mod,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,1095,Ex,TA,PConc,Ex,TA,Gd,GLQ,1373,Unf,0,1473,2846,GasA,Ex,Y,SBrkr,2696,0,0,2696,1,0,2,1,3,1,Ex,10,Typ,2,Gd,Attchd,2003,Fin,3,958,TA,TA,Y,220,150,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1481,60,RL,105,13650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,232,Gd,TA,PConc,Gd,TA,Gd,GLQ,578,Unf,0,1093,1671,GasA,Ex,Y,SBrkr,1687,563,0,2250,1,0,2,1,3,1,Gd,7,Typ,1,Ex,Attchd,2002,Fin,3,756,TA,TA,Y,238,130,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1482,120,RL,41,7132,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,178,Gd,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,1346,1370,GasA,Ex,Y,SBrkr,1370,0,0,1370,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,484,TA,TA,Y,120,49,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1483,20,RL,100,18494,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1324,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,430,TA,TA,Y,36,23,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal
+1484,120,RL,43,3203,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1129,1145,GasA,Ex,Y,SBrkr,1145,0,0,1145,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,Fin,2,437,TA,TA,Y,100,116,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal
+1485,80,RL,67,13300,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,326,Unf,0,58,384,GasA,Ex,Y,SBrkr,744,630,0,1374,1,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2004,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1486,60,RL,63,8577,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,886,0,1733,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2004,Fin,2,433,TA,TA,Y,144,48,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1487,60,RL,60,17433,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,114,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1629,1629,GasA,Ex,Y,SBrkr,1645,830,0,2475,0,0,2,1,4,1,Gd,7,Typ,1,TA,Attchd,1998,Fin,3,962,TA,TA,Y,23,172,0,0,256,0,NA,NA,NA,0,1,2010,WD,Normal
+1488,20,RL,73,8987,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,226,Gd,TA,PConc,Gd,TA,NA,Unf,0,Unf,0,1595,1595,GasA,Ex,Y,SBrkr,1595,0,0,1595,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,3,880,TA,TA,Y,144,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1489,20,FV,92,9215,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1218,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2009,RFn,2,676,TA,TA,Y,0,136,0,0,0,0,NA,NA,NA,0,4,2010,New,Partial
+1490,20,FV,84,10440,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1414,Unf,0,54,1468,GasA,Ex,Y,SBrkr,1468,0,0,1468,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,528,TA,TA,Y,0,102,0,0,216,0,NA,NA,NA,0,5,2010,WD,Normal
+1491,60,RL,70,11920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,122,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,831,828,0,1659,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2004,RFn,2,484,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1492,30,RH,70,9800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,N,FuseA,1012,0,0,1012,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1920,Unf,1,429,TA,TA,Y,121,0,80,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1493,20,RL,39,15410,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRNe,Norm,1Fam,1Story,6,6,1974,2002,Hip,CompShg,Plywood,Plywood,BrkCmn,250,TA,Gd,CBlock,TA,TA,Gd,BLQ,126,GLQ,859,223,1208,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,TA,7,Typ,2,Fa,Attchd,1974,Fin,2,461,TA,TA,Y,296,0,186,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Abnorml
+1494,60,RL,85,13143,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1993,1993,Gable,CompShg,HdBoard,ImStucc,BrkFace,504,Gd,TA,PConc,Gd,TA,No,LwQ,250,GLQ,981,0,1231,GasA,Ex,Y,SBrkr,1251,1098,0,2349,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,762,TA,TA,Y,32,130,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1495,60,RL,88,11134,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1992,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,180,Gd,TA,PConc,Gd,TA,No,GLQ,1129,Unf,0,261,1390,GasA,Ex,Y,SBrkr,1402,823,0,2225,1,0,2,1,4,1,Gd,7,Typ,1,TA,Attchd,1992,RFn,3,713,TA,TA,Y,198,30,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1496,120,FV,25,4835,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1298,Unf,0,190,1488,GasA,Ex,Y,SBrkr,1488,0,0,1488,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,506,TA,TA,Y,168,50,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1497,160,FV,39,3515,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,840,0,1680,0,0,2,1,2,1,Gd,3,Typ,0,NA,Attchd,2004,RFn,2,588,TA,TA,Y,0,111,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal
+1498,160,FV,30,3215,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Av,GLQ,280,Unf,0,320,600,GasA,Ex,Y,SBrkr,600,600,0,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,RFn,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,4,2010,ConLD,Normal
+1499,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,368,ALQ,42,190,600,GasA,Ex,Y,SBrkr,600,600,0,1200,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,RFn,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal
+1500,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,376,Unf,0,224,600,GasA,Ex,Y,SBrkr,600,636,0,1236,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1501,160,FV,NA,2980,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,1159,Gd,TA,PConc,Gd,TA,No,GLQ,466,Unf,0,290,756,GasA,Ex,Y,SBrkr,756,756,0,1512,1,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1502,160,FV,NA,2403,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,244,Unf,0,286,530,GasA,Ex,Y,SBrkr,530,550,0,1080,0,0,2,1,2,1,Gd,4,Typ,0,NA,Attchd,2003,RFn,2,496,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1503,20,FV,57,12853,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2010,2010,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,Po,No,GLQ,1032,Unf,0,610,1642,GasA,Ex,Y,SBrkr,1418,0,0,1418,1,0,1,1,1,1,Gd,6,Typ,1,Gd,Attchd,2010,RFn,3,852,TA,TA,Y,160,192,0,224,0,0,NA,NA,NA,0,4,2010,New,Partial
+1504,60,FV,68,7379,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,484,Unf,0,491,975,GasA,Ex,Y,SBrkr,975,873,0,1848,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,592,TA,TA,Y,280,184,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1505,20,FV,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,833,Unf,0,659,1492,GasA,Ex,Y,SBrkr,1492,0,0,1492,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,2,596,TA,TA,Y,277,137,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1506,20,RL,NA,10456,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,CBlock,TA,TA,No,GLQ,506,Unf,0,1323,1829,GasA,Gd,Y,SBrkr,1829,0,0,1829,1,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1967,RFn,2,535,TA,TA,Y,0,76,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1507,60,RL,80,10791,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1993,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1137,Unf,0,143,1280,GasA,Ex,Y,SBrkr,1280,1215,0,2495,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,Unf,2,660,TA,TA,Y,224,32,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1508,50,RL,NA,18837,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1.5Fin,6,5,1978,1978,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Mn,ALQ,687,LwQ,46,491,1224,GasA,TA,Y,SBrkr,1287,604,0,1891,0,1,3,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,678,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1509,60,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1971,1971,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,329,Unf,0,386,715,GasA,TA,Y,SBrkr,930,715,0,1645,0,0,1,2,4,1,TA,7,Typ,0,NA,Attchd,1971,RFn,2,441,TA,TA,Y,0,78,0,0,0,0,NA,GdWo,NA,0,6,2010,WD,Normal
+1510,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Hip,CompShg,VinylSd,VinylSd,BrkFace,172,TA,TA,CBlock,TA,TA,No,Rec,698,Unf,0,534,1232,GasA,TA,Y,SBrkr,1232,0,0,1232,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,490,TA,TA,Y,0,224,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1511,20,RL,90,9900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,BLQ,1059,Unf,0,150,1209,GasA,Gd,Y,SBrkr,1209,0,0,1209,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,504,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,4,2010,ConLD,Normal
+1512,20,RL,88,9680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,Wd Sdng,Plywood,BrkFace,268,TA,TA,CBlock,TA,TA,No,BLQ,1010,Unf,0,500,1510,GasA,Ex,Y,SBrkr,1510,0,0,1510,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1967,RFn,2,517,TA,TA,Y,0,40,0,0,204,0,NA,GdPrv,NA,0,4,2010,WD,Normal
+1513,80,RL,NA,10600,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,533,533,GasA,TA,Y,SBrkr,1131,644,0,1775,0,0,2,0,3,1,TA,8,Typ,0,NA,Attchd,1964,Unf,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,5,2010,COD,Family
+1514,90,RL,98,13260,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,6,1962,2001,Hip,CompShg,HdBoard,HdBoard,BrkFace,144,TA,TA,CBlock,TA,TA,No,BLQ,1500,Unf,0,228,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,2,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,Oth,Abnorml
+1515,50,RL,68,9724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,7,1952,2002,Gable,CompShg,MetalSd,MetalSd,BrkFace,265,Gd,TA,CBlock,TA,TA,No,LwQ,670,Unf,0,470,1140,GasA,Gd,Y,SBrkr,1929,532,0,2461,0,0,2,0,3,1,TA,7,Min2,2,Gd,Detchd,1994,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,3,2010,WD,Normal
+1516,50,RL,120,17360,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1949,1950,Gable,CompShg,MetalSd,MetalSd,Stone,340,TA,Gd,CBlock,TA,TA,No,Rec,300,Unf,0,482,782,GasA,TA,Y,SBrkr,1019,537,0,1556,0,0,2,0,3,1,TA,6,Typ,1,Gd,Attchd,1949,Unf,2,470,TA,TA,Y,0,0,150,0,0,0,NA,NA,NA,0,1,2010,WD,Normal
+1517,85,RL,75,11380,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,6,8,1966,2008,Gable,CompShg,HdBoard,HdBoard,BrkFace,216,TA,TA,CBlock,TA,TA,Gd,GLQ,944,Unf,0,136,1080,GasA,Gd,Y,SBrkr,1128,0,0,1128,1,0,1,0,2,1,Gd,5,Typ,1,Gd,Attchd,1966,Unf,1,315,TA,TA,Y,238,0,0,0,0,0,NA,NA,Shed,1500,1,2010,WD,Normal
+1518,90,RL,70,8267,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,1Story,5,5,1958,1958,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1604,1604,GasA,TA,Y,SBrkr,1604,0,0,1604,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1958,Unf,2,576,TA,TA,Y,42,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1519,20,RL,70,8197,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,2003,2009,Gable,CompShg,VinylSd,VinylSd,BrkFace,506,Gd,TA,PConc,Gd,TA,No,GLQ,1188,Unf,0,292,1480,GasA,Ex,Y,SBrkr,1480,0,0,1480,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,620,TA,TA,Y,252,73,0,0,0,0,NA,MnPrv,Shed,300,2,2010,WD,Normal
+1520,20,RL,NA,8050,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,150,TA,TA,CBlock,TA,TA,No,BLQ,856,Rec,162,125,1143,GasA,TA,Y,SBrkr,1143,0,0,1143,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal
+1521,20,RL,87,10725,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,91,TA,TA,CBlock,TA,TA,No,Rec,936,Unf,0,270,1206,GasA,Fa,Y,SBrkr,1206,0,0,1206,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1522,20,RL,80,10032,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1959,1959,Gable,CompShg,Wd Sdng,Wd Sdng,Stone,432,TA,TA,CBlock,TA,TA,No,Rec,734,Unf,0,510,1244,GasA,Ex,Y,SBrkr,1580,0,0,1580,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1956,Unf,2,440,TA,TA,Y,0,28,0,0,160,0,NA,GdWo,NA,0,6,2010,WD,Normal
+1523,50,RL,60,8382,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,5,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,TA,Y,FuseA,832,505,0,1337,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,263,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal
+1524,20,RL,60,10950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,339,Unf,0,525,864,GasA,TA,Y,SBrkr,1064,0,0,1064,0,1,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1952,Unf,1,318,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1525,20,RL,119,10895,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,648,Unf,0,324,972,GasA,TA,Y,SBrkr,972,0,0,972,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,Unf,1,305,TA,TA,Y,0,0,205,0,0,0,NA,GdWo,NA,0,6,2010,WD,Normal
+1526,190,RL,70,13587,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,2fmCon,1Story,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,532,Unf,0,456,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Abnorml
+1527,30,RL,65,7898,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1920,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,985,0,0,985,0,1,1,0,2,1,TA,4,Typ,0,NA,Detchd,1989,Unf,2,676,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1528,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,8,1948,2004,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,481,Rec,174,161,816,GasA,TA,Y,SBrkr,816,408,0,1224,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,280,TA,TA,Y,414,0,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal
+1529,20,RL,81,7635,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,588,LwQ,350,237,1175,GasA,Ex,Y,SBrkr,1175,0,0,1175,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1960,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1530,20,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,6,7,1963,1984,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,218,TA,TA,CBlock,TA,TA,Gd,BLQ,717,LwQ,263,415,1395,GasA,TA,Y,SBrkr,1395,0,0,1395,1,0,1,0,2,1,TA,7,Min1,1,TA,Attchd,1963,RFn,2,440,TA,TA,Y,657,0,113,0,240,0,NA,NA,NA,0,5,2010,WD,Normal
+1531,50,RM,60,4800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,5,1900,1954,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,771,TA,TA,PConc,TA,TA,No,ALQ,48,Unf,0,661,709,GasA,TA,Y,SBrkr,1157,687,0,1844,1,0,1,0,3,1,TA,9,Min2,2,Gd,Basment,1900,Unf,1,240,TA,TA,Y,84,0,0,0,0,0,NA,NA,NA,0,1,2010,COD,Abnorml
+1532,30,RM,56,4485,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,7,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,BLQ,579,Unf,0,357,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,5,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,P,51,0,135,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal
+1533,20,RM,69,5805,Pave,Grvl,Reg,Bnk,AllPub,Inside,Mod,OldTown,Norm,Norm,1Fam,1Story,5,7,1957,1957,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,274,Rec,1073,0,1347,GasA,Gd,Y,SBrkr,1347,0,0,1347,1,1,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1957,Unf,2,551,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1534,45,RM,50,6900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1938,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,827,827,GasA,Gd,Y,SBrkr,827,424,0,1251,0,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1938,Unf,1,240,Fa,TA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal
+1535,50,RM,69,11851,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,7,1948,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,780,Unf,0,247,1027,GasA,Ex,Y,SBrkr,1027,606,0,1633,0,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,100,126,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1536,50,RM,NA,8239,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1920,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,176,Unf,0,832,1008,GasA,TA,Y,SBrkr,1060,185,0,1245,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,315,TA,TA,Y,0,0,334,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1537,30,RM,68,9656,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,2,2,1923,1970,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,BrkTil,Fa,Fa,No,Unf,0,Unf,0,678,678,GasA,TA,N,SBrkr,832,0,0,832,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1928,Unf,2,780,Fa,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Abnorml
+1538,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,9,1900,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,930,930,GasW,TA,N,SBrkr,930,636,0,1566,0,0,2,0,3,1,Gd,7,Typ,0,NA,Detchd,1930,Unf,1,288,TA,TA,Y,54,228,246,0,0,0,NA,NA,NA,0,4,2010,WD,Abnorml
+1539,70,RM,50,9000,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,9,1890,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,Stone,Fa,Fa,No,Unf,0,Unf,0,346,346,GasA,Ex,Y,SBrkr,1157,1111,0,2268,0,0,3,0,3,1,Gd,7,Typ,0,NA,Detchd,2003,Unf,2,624,TA,TA,N,0,108,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1540,190,RM,100,9045,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,3,1910,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,TA,TA,Mn,Unf,0,Unf,0,840,840,Grav,Fa,N,FuseF,1128,1128,0,2256,0,0,2,0,4,2,Fa,12,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,18,18,0,0,0,NA,NA,NA,0,6,2010,WD,Abnorml
+1541,70,RM,60,10560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1922,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,Rec,283,Unf,0,455,738,GasA,Ex,Y,SBrkr,868,602,0,1470,0,0,1,1,2,1,TA,6,Min1,0,NA,Detchd,1970,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1542,50,RM,53,5830,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Feedr,1Fam,1.5Fin,5,6,1950,1997,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,788,Unf,0,200,988,GasA,Ex,Y,SBrkr,1030,582,0,1612,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1950,Unf,1,363,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal
+1543,75,RL,NA,7793,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,2.5Unf,7,7,1922,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,BLQ,474,Unf,0,634,1108,GasA,TA,N,FuseA,1160,908,0,2068,0,0,1,1,3,1,Gd,8,Typ,1,Gd,Detchd,1928,Unf,1,315,TA,TA,Y,0,0,60,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1544,30,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,188,Unf,0,577,765,GasA,TA,N,FuseF,765,0,0,765,1,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1926,Unf,1,200,Fa,TA,P,135,0,41,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal
+1545,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,BLQ,452,LwQ,12,144,608,GasA,TA,Y,SBrkr,608,524,0,1132,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,128,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Abnorml
+1546,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,LwQ,264,Unf,0,308,572,GasA,Ex,Y,FuseA,848,348,0,1196,0,1,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1973,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1547,50,RM,53,6360,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,5,6,1942,1950,Gable,CompShg,MetalSd,MetalSd,Stone,300,TA,TA,CBlock,TA,TA,No,Rec,360,LwQ,159,316,835,GasA,TA,Y,FuseA,955,498,0,1453,0,0,1,1,3,1,Gd,7,Min2,2,Fa,Detchd,1942,Unf,1,240,TA,TA,Y,0,0,35,0,148,0,NA,NA,NA,0,3,2010,WD,Normal
+1548,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,300,Unf,0,480,780,GasA,TA,Y,SBrkr,780,636,0,1416,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1948,Unf,1,312,TA,TA,P,221,0,48,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1549,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1936,1980,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,Rec,276,Unf,0,252,528,GasA,Gd,Y,SBrkr,548,492,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1979,Fin,2,624,TA,TA,P,306,0,32,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1550,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1930,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,448,Unf,0,480,928,GasA,TA,Y,FuseF,928,608,0,1536,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1930,Unf,2,480,TA,TA,Y,0,10,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal
+1551,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,5,1923,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,No,ALQ,960,Unf,0,164,1124,GasA,TA,Y,SBrkr,1068,0,0,1068,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1923,Unf,1,288,TA,TA,Y,0,0,128,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1552,50,RM,57,8094,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,5,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,888,888,GasA,Ex,Y,SBrkr,888,1074,0,1962,0,0,1,1,4,1,TA,9,Typ,1,TA,Detchd,1915,Unf,2,572,TA,TA,Y,160,0,364,0,0,0,NA,GdPrv,NA,0,6,2010,WD,Normal
+1553,70,RM,60,12900,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1912,2009,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,SBrkr,780,780,0,1560,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,344,0,0,0,168,0,NA,NA,NA,0,5,2010,WD,Normal
+1554,70,RM,52,3068,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1920,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,662,662,GasA,Ex,Y,SBrkr,662,662,0,1324,0,1,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,180,TA,TA,Y,0,0,112,0,0,0,NA,GdPrv,NA,0,2,2010,WD,Normal
+1555,20,RL,100,15263,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Feedr,Norm,1Fam,1Story,5,5,1959,1959,Gable,CompShg,HdBoard,HdBoard,BrkFace,90,TA,TA,CBlock,Gd,TA,No,Rec,766,Unf,0,656,1422,GasA,Gd,Y,SBrkr,1675,0,0,1675,0,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1959,Unf,1,365,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1556,50,RL,72,10632,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,5,3,1917,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,Fa,No,Unf,0,Unf,0,689,689,GasA,Gd,N,SBrkr,725,499,0,1224,0,0,1,1,3,1,NA,6,Mod,0,NA,Detchd,1917,Unf,1,180,Fa,Fa,N,0,0,248,0,0,0,NA,NA,NA,0,1,2010,COD,Normal
+1557,190,RL,60,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,1.5Fin,5,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,Fa,Fa,BrkTil,TA,TA,No,Rec,1026,Unf,0,186,1212,GasA,TA,N,SBrkr,1212,180,0,1392,1,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,168,0,0,0,NA,NA,NA,0,2,2010,ConLD,Normal
+1558,50,RL,65,6001,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,LwQ,368,Unf,0,232,600,GasA,Ex,N,SBrkr,600,319,0,919,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,231,TA,TA,Y,0,0,45,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal
+1559,70,C (all),NA,6449,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,4,1,1907,1950,Gambrel,CompShg,Wd Sdng,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,73,Unf,0,634,707,GasW,TA,N,SBrkr,942,942,0,1884,0,0,1,1,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,239,0,0,0,NA,NA,NA,0,3,2010,WD,Abnorml
+1560,190,RH,60,6048,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Artery,Norm,2fmCon,1.5Fin,5,7,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,Mn,LwQ,736,Unf,0,120,856,GasA,Gd,Y,SBrkr,936,744,0,1680,1,0,2,0,2,2,TA,7,Typ,1,Gd,Detchd,1910,Unf,2,450,TA,Fa,P,56,144,0,0,0,0,NA,NA,NA,0,6,2010,COD,Normal
+1561,90,RL,72,10773,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,3,1967,1967,Gable,Tar&Grv,Plywood,Plywood,BrkFace,72,Fa,Fa,CBlock,TA,TA,No,ALQ,704,Unf,0,1128,1832,GasA,TA,N,SBrkr,1832,0,0,1832,2,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,58,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1562,20,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,2008,Hip,CompShg,HdBoard,HdBoard,BrkFace,47,TA,TA,CBlock,TA,TA,Mn,BLQ,240,Rec,474,150,864,GasA,Ex,Y,SBrkr,892,0,0,892,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1966,Unf,1,416,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1563,20,RL,65,7832,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,775,Unf,0,89,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1969,Unf,1,280,TA,TA,Y,226,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1564,90,RL,NA,7424,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,SFoyer,5,5,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1319,Unf,0,0,1319,GasA,TA,Y,SBrkr,1373,0,0,1373,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1978,Fin,2,591,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1565,60,RL,86,11227,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,Gd,No,Rec,267,ALQ,453,0,720,GasA,Ex,Y,SBrkr,720,720,0,1440,0,0,1,1,4,1,TA,7,Typ,2,TA,Attchd,1968,Unf,2,480,TA,TA,Y,192,38,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal
+1566,20,RL,NA,20062,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,7,1977,2001,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,CBlock,Gd,TA,Gd,ALQ,1092,Unf,0,328,1420,GasA,Gd,Y,SBrkr,1483,0,0,1483,1,0,1,1,1,1,TA,4,Typ,2,TA,Attchd,1977,RFn,2,690,TA,TA,Y,496,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1567,30,RL,94,9259,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,4,1927,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,660,660,GasA,TA,N,SBrkr,756,0,0,756,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1945,Unf,2,440,TA,TA,N,80,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1568,60,RL,NA,17082,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,2Story,6,5,1978,1992,Gable,CompShg,VinylSd,VinylSd,BrkFace,288,TA,TA,PConc,Gd,TA,Av,ALQ,964,Unf,0,153,1117,GasA,Ex,Y,SBrkr,1117,864,0,1981,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1978,Fin,2,522,TA,TA,Y,336,104,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1569,50,RL,124,18600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,3,4,1938,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,288,LwQ,684,0,972,GasA,TA,Y,FuseA,1052,558,0,1610,0,1,2,0,4,1,Fa,8,Typ,1,Gd,Attchd,1938,RFn,1,480,TA,TA,Y,0,0,60,0,0,0,NA,NA,Shed,450,6,2010,WD,Normal
+1570,20,RL,65,11479,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1950,1987,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,104,Rec,387,172,663,GasA,Ex,Y,SBrkr,1074,0,0,1074,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1987,Unf,1,467,TA,TA,Y,0,52,52,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal
+1571,50,RL,50,9350,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,6,1947,1979,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,192,Unf,0,564,756,GasA,Ex,Y,SBrkr,1169,0,362,1531,0,0,1,0,3,1,TA,8,Typ,1,TA,Detchd,1947,Unf,1,209,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal
+1572,20,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1954,1998,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,954,Unf,0,218,1172,GasA,TA,Y,SBrkr,1172,0,0,1172,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1954,Fin,1,366,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1573,20,RL,44,17485,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,96,Gd,TA,PConc,Gd,TA,Gd,GLQ,1346,Unf,0,162,1508,GasA,Ex,Y,SBrkr,1508,0,0,1508,1,0,1,0,1,1,Gd,5,Typ,2,TA,Attchd,2009,RFn,2,572,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,Con,Partial
+1574,20,RL,NA,11200,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,3,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Mn,Unf,0,Unf,0,1250,1250,GasA,Ex,Y,SBrkr,1298,0,0,1298,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,504,TA,Fa,N,0,144,0,0,0,0,NA,NA,NA,0,6,2010,COD,Normal
+1575,20,RL,83,11980,Pave,NA,Reg,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,1Story,7,5,1987,1987,Gable,CompShg,Plywood,Plywood,BrkFace,177,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1433,Unf,0,0,1433,GasA,Ex,Y,SBrkr,1433,0,0,1433,1,0,1,1,1,1,Gd,4,Typ,2,TA,Attchd,1987,RFn,2,528,Gd,Gd,Y,0,278,0,0,266,0,NA,MnPrv,NA,0,6,2010,WD,Normal
+1576,60,RL,87,12361,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,7,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,85,Gd,Gd,PConc,Gd,TA,No,GLQ,860,Unf,0,86,946,GasA,Ex,Y,SBrkr,964,838,0,1802,0,1,2,1,3,1,Gd,8,Typ,1,Gd,2Types,2000,RFn,4,1017,TA,TA,Y,450,92,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1577,20,RL,64,7360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2010,2010,Gable,CompShg,VinylSd,VinylSd,Stone,80,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1198,1222,GasA,Ex,Y,SBrkr,1222,0,0,1222,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,615,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1578,50,RL,82,14235,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1.5Fin,6,8,1900,1993,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,Fa,Gd,No,Unf,0,Unf,0,676,676,GasA,TA,Y,SBrkr,831,614,0,1445,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1957,Unf,2,484,TA,TA,N,0,59,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1579,85,RL,82,11105,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Fa,Av,GLQ,870,Unf,0,0,870,GasA,Gd,Y,SBrkr,965,0,0,965,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1998,Unf,2,580,Gd,TA,Y,71,0,0,0,0,0,NA,GdPrv,NA,0,7,2010,WD,Normal
+1580,60,RL,NA,9337,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,353,Unf,0,525,878,GasA,Ex,Y,SBrkr,892,800,0,1692,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,RFn,2,513,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1581,20,RL,38,15240,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1977,2004,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,Gd,CBlock,Gd,TA,No,GLQ,198,Rec,688,140,1026,GasA,Ex,Y,SBrkr,1026,0,0,1026,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1977,Unf,1,308,TA,TA,Y,316,85,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal
+1582,20,RL,68,7480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1972,1972,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,480,Unf,0,396,876,GasA,TA,Y,SBrkr,876,0,0,876,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal
+1583,20,RL,80,10389,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,CemntBd,CmentBd,BrkFace,320,Gd,TA,PConc,Gd,TA,No,GLQ,1682,Unf,0,296,1978,GasA,Ex,Y,SBrkr,1978,0,0,1978,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,RFn,3,850,TA,TA,Y,188,25,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1584,60,RL,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1040,1040,GasA,Ex,Y,SBrkr,1044,1054,0,2098,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1997,Fin,2,621,TA,TA,Y,331,38,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1585,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,672,Unf,0,176,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1586,30,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Feedr,Norm,1Fam,1Story,3,6,1945,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,640,0,0,640,0,0,1,0,2,1,TA,5,Min1,0,NA,Detchd,1945,Unf,1,240,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLD,Normal
+1587,20,RL,68,8842,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,381,381,GasA,Ex,Y,SBrkr,992,0,0,992,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1954,Unf,1,319,TA,TA,Y,60,0,56,0,0,0,NA,MnPrv,NA,0,1,2010,Oth,Abnorml
+1588,20,RL,60,10044,Pave,NA,IR1,Low,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1070,Unf,0,126,1196,GasA,TA,Y,SBrkr,1196,0,0,1196,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,RFn,1,336,TA,TA,Y,257,0,168,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal
+1589,50,RL,89,11792,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,744,744,GasA,Ex,N,FuseF,792,328,0,1120,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1956,Unf,2,480,TA,Fa,P,0,0,0,0,160,0,NA,NA,NA,0,6,2010,WD,Abnorml
+1590,80,RL,65,6305,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1975,1975,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,528,Unf,0,480,1008,GasA,TA,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1975,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1591,20,RL,64,6410,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1958,1958,Hip,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Ex,Y,SBrkr,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal
+1592,30,RL,67,4853,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Artery,Norm,1Fam,1Story,5,6,1924,1999,Gable,CompShg,MetalSd,VinylSd,BrkFace,203,TA,TA,BrkTil,TA,TA,Mn,Rec,133,Unf,0,974,1107,GasA,Fa,N,FuseA,1296,0,0,1296,0,0,2,0,2,1,Fa,5,Typ,1,Gd,Detchd,1979,Unf,1,260,TA,TA,Y,0,0,36,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal
+1593,30,RL,NA,7890,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1Story,6,6,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,238,Unf,0,618,856,GasA,TA,Y,SBrkr,856,0,0,856,1,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1939,Unf,2,399,TA,TA,Y,0,0,0,0,166,0,NA,NA,NA,0,3,2010,WD,Normal
+1594,90,RH,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,Duplex,2Story,4,6,1967,1967,Flat,Tar&Grv,Plywood,CBlock,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,862,1788,0,2650,0,0,3,0,6,2,TA,10,Min2,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,Shed,500,2,2010,WD,Normal
+1595,50,RL,51,9839,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,5,2,1931,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,Fa,No,Unf,0,Unf,0,894,894,GasA,Ex,Y,SBrkr,894,772,0,1666,1,0,1,0,3,1,TA,7,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,156,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1596,50,RL,78,10452,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,6,1941,1985,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,371,Gd,Gd,BrkTil,Gd,TA,No,ALQ,426,BLQ,252,850,1528,GasA,Ex,Y,SBrkr,1225,908,0,2133,1,0,1,1,4,1,TA,8,Typ,2,TA,Attchd,1941,Unf,1,312,TA,TA,Y,0,0,86,0,0,0,NA,NA,NA,0,7,2010,WD,Normal
+1597,90,RL,78,15600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,5,6,1950,1991,Gable,CompShg,VinylSd,VinylSd,BrkFace,430,TA,Gd,CBlock,TA,TA,No,ALQ,375,Unf,0,657,1032,GasA,Ex,Y,SBrkr,1102,1075,0,2177,0,0,2,1,5,2,TA,11,Typ,0,NA,Detchd,1950,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1598,80,RL,85,19645,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Crawfor,Norm,Norm,1Fam,SLvl,7,6,1994,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,44,TA,TA,PConc,Gd,TA,No,GLQ,343,Unf,0,80,423,GasA,Ex,Y,SBrkr,896,756,0,1652,1,0,2,1,3,1,Gd,6,Typ,0,NA,BuiltIn,1994,RFn,2,473,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1599,120,RM,35,3907,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Blueste,Norm,Norm,TwnhsE,1Story,8,6,1989,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,747,Unf,0,235,982,GasA,Gd,Y,SBrkr,1034,0,0,1034,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1989,Fin,2,598,TA,TA,Y,141,36,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1600,120,RM,35,3907,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Blueste,Norm,Norm,TwnhsE,1Story,8,5,1989,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,GLQ,76,Unf,0,1115,1191,GasA,Gd,Y,SBrkr,1191,0,0,1191,0,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,Unf,2,531,TA,TA,Y,112,81,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1601,30,RM,58,8154,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,5,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,480,Unf,0,0,480,GasA,TA,Y,SBrkr,540,0,0,540,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1951,Unf,1,200,Fa,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLw,Normal
+1602,50,RM,50,9140,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,5,1921,1975,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,BLQ,308,Unf,0,321,629,GasA,Fa,Y,SBrkr,727,380,0,1107,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,625,TA,TA,Y,0,56,0,0,200,0,NA,MnPrv,NA,0,4,2010,COD,Normal
+1603,30,C (all),66,8712,Grvl,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,7,1896,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,Gd,Y,SBrkr,952,0,0,952,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1896,RFn,1,330,TA,TA,N,0,0,265,0,0,0,NA,NA,NA,0,6,2010,WD,Alloca
+1604,120,RM,44,3811,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Artery,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,186,Gd,TA,PConc,Ex,TA,Gd,GLQ,1373,Unf,0,221,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2004,Fin,2,525,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,5,2010,WD,Normal
+1605,60,RL,85,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,615,Unf,0,434,1049,GasA,Ex,Y,SBrkr,1036,880,0,1916,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,Unf,3,741,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1606,80,RL,74,9620,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,7,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,679,Unf,0,564,1243,GasA,TA,Y,SBrkr,1285,0,0,1285,0,1,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1977,Unf,2,473,TA,TA,Y,375,26,0,0,0,0,NA,GdPrv,Shed,80,5,2010,WD,Normal
+1607,90,RL,NA,12760,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1958,1958,GasA,TA,Y,SBrkr,2048,0,0,2048,0,0,3,0,5,2,TA,9,Typ,0,NA,2Types,1976,Unf,2,776,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,ConLD,Normal
+1608,20,RL,88,11896,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,60,Gd,TA,PConc,Gd,TA,No,GLQ,78,Unf,0,1258,1336,GasA,Ex,Y,SBrkr,1346,0,0,1346,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2008,Fin,3,660,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal
+1609,20,RL,73,9803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1214,1214,GasA,Ex,Y,SBrkr,1214,0,0,1214,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2010,RFn,2,520,TA,TA,Y,0,25,0,0,0,0,NA,NA,NA,0,1,2010,New,Partial
+1610,60,RL,73,9802,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,744,700,0,1444,0,0,2,1,3,1,TA,7,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1611,20,RL,85,15300,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1965,1977,Hip,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,42,Unf,0,1026,1068,GasA,TA,Y,SBrkr,1264,0,0,1264,1,0,1,0,2,1,TA,7,Typ,1,TA,Attchd,1965,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1612,20,RL,93,10114,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1430,1430,GasA,Ex,Y,SBrkr,1430,0,0,1430,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1613,20,RL,NA,11875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1344,1344,GasA,Ex,Y,SBrkr,1344,0,0,1344,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,2001,Unf,2,686,TA,TA,Y,328,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1614,120,RM,31,2394,Pave,NA,Reg,Low,AllPub,Inside,Mod,MeadowV,Norm,Norm,Twnhs,1Story,5,6,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,915,Unf,0,30,945,GasA,Ex,Y,SBrkr,945,0,0,945,1,1,1,0,2,1,TA,5,Typ,1,Po,Attchd,1973,RFn,1,253,TA,TA,Y,174,0,56,0,108,0,NA,NA,NA,0,5,2010,WD,Normal
+1615,160,RM,21,1476,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,176,Unf,0,370,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,200,26,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1616,160,RM,21,1900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1617,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,6,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,294,Unf,0,252,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,286,TA,TA,Y,0,0,64,0,0,0,NA,NA,NA,0,6,2010,WD,Normal
+1618,20,RL,50,6953,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1971,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,469,Unf,0,395,864,GasA,Ex,Y,SBrkr,874,0,0,874,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1971,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,ConLD,Normal
+1619,20,RL,76,12887,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1984,1984,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Mn,Rec,207,GLQ,590,36,833,GasA,TA,Y,SBrkr,833,0,0,833,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1984,Unf,2,495,TA,TA,Y,431,0,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal
+1620,90,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,2Story,5,2,1985,1986,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Po,PConc,TA,TA,No,Unf,0,Unf,0,1216,1216,GasA,Gd,Y,SBrkr,1216,1216,0,2432,0,0,4,2,4,2,TA,10,Typ,0,NA,Attchd,1985,Unf,2,616,TA,Fa,Y,200,0,0,0,0,0,NA,NA,Shed,600,2,2010,WD,Normal
+1621,60,RL,63,10475,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,5,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Rec,458,Unf,0,166,624,GasA,Gd,Y,SBrkr,624,650,0,1274,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1993,Unf,2,576,TA,TA,Y,22,0,0,0,0,0,NA,GdWo,NA,0,3,2010,WD,Normal
+1622,50,RL,68,10544,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1.5Fin,5,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,476,Unf,0,388,864,GasA,TA,Y,SBrkr,864,615,0,1479,0,0,2,0,5,1,TA,8,Typ,0,NA,Attchd,1969,Fin,1,275,TA,TA,Y,287,0,280,0,0,0,NA,NA,NA,0,4,2010,WD,Normal
+1623,20,RL,76,9892,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,8,5,1994,1995,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,Gd,GLQ,1341,LwQ,284,54,1679,GasA,Ex,Y,SBrkr,1803,0,0,1803,1,1,2,1,3,1,Gd,6,Typ,2,TA,Attchd,1994,Unf,2,482,TA,TA,Y,129,64,222,0,0,0,NA,GdWo,NA,0,2,2010,WD,Normal
+1624,60,RL,74,12961,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,Mn,GLQ,944,Unf,0,208,1152,GasA,Ex,Y,SBrkr,1152,645,0,1797,1,0,2,1,3,1,Gd,7,Typ,1,Fa,Attchd,1993,Fin,2,616,TA,TA,Y,162,312,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal
+1625,20,RL,74,13008,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,Fa,No,Rec,564,Unf,0,318,882,GasA,TA,Y,SBrkr,882,0,0,882,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,502,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1626,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1974,1974,Hip,CompShg,Plywood,Plywood,BrkFace,440,TA,TA,CBlock,TA,TA,No,LwQ,844,Unf,0,590,1434,GasA,TA,Y,SBrkr,1434,0,0,1434,1,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1974,RFn,2,528,TA,TA,Y,80,21,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1627,60,RL,88,10179,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,847,Unf,0,98,945,GasA,Ex,Y,SBrkr,945,663,0,1608,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,470,TA,TA,Y,252,30,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1628,60,RL,NA,11792,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,188,Gd,TA,PConc,Gd,TA,Gd,GLQ,850,Unf,0,158,1008,GasA,Ex,Y,SBrkr,1008,1275,0,2283,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,Fin,3,632,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1629,80,RL,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,BrkFace,32,TA,TA,PConc,Gd,TA,No,GLQ,284,Unf,0,100,384,GasA,Gd,Y,SBrkr,958,670,0,1628,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1996,Fin,2,390,TA,TA,Y,48,72,0,0,0,0,NA,NA,Shed,490,6,2009,WD,Normal
+1630,120,RL,28,7296,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1965,Unf,0,243,2208,GasA,Ex,Y,SBrkr,2522,0,0,2522,1,0,2,0,1,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,564,TA,TA,Y,182,57,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal
+1631,120,RL,61,7380,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,1998,1998,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,341,Unf,0,1077,1418,GasA,Ex,Y,SBrkr,1478,0,0,1478,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,495,TA,TA,Y,168,43,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1632,120,RL,57,8013,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,741,Unf,0,846,1587,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,528,TA,TA,Y,52,50,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1633,80,RL,57,8923,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,189,Unf,0,195,384,GasA,Gd,Y,SBrkr,751,631,0,1382,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1998,Fin,2,396,TA,TA,Y,256,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal
+1634,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,476,Unf,0,476,952,GasA,Gd,Y,SBrkr,952,684,0,1636,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,440,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1635,60,RL,NA,8803,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,600,Unf,0,107,707,GasA,Gd,Y,SBrkr,707,809,0,1516,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,409,TA,TA,Y,0,46,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1636,20,RL,58,7250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,45,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1181,1181,GasA,Ex,Y,SBrkr,1190,0,0,1190,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1993,Unf,2,430,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal
+1637,60,RL,85,11900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,5,6,1977,1977,Gable,CompShg,HdBoard,Wd Sdng,BrkFace,157,TA,TA,PConc,Gd,TA,No,ALQ,400,Unf,0,722,1122,GasA,Ex,Y,SBrkr,946,988,0,1934,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1977,Unf,2,567,TA,TA,P,0,176,0,0,200,0,NA,NA,NA,0,7,2009,WD,Normal
+1638,60,RL,NA,13250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRNn,Norm,1Fam,2Story,7,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,256,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,832,832,GasA,TA,Y,SBrkr,1154,896,0,2050,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1978,RFn,2,529,TA,TA,Y,192,192,0,0,0,0,NA,NA,NA,0,5,2009,WD,Abnorml
+1639,20,RL,80,10928,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1978,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,101,TA,TA,PConc,TA,TA,No,LwQ,363,Unf,0,1064,1427,GasA,TA,Y,SBrkr,1671,0,0,1671,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,484,TA,TA,Y,252,55,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1640,60,RL,NA,12388,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1980,1991,Gable,CompShg,Plywood,Plywood,BrkFace,229,TA,TA,CBlock,Gd,TA,No,ALQ,602,Unf,0,441,1043,GasA,TA,Y,SBrkr,1539,1134,0,2673,0,0,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1980,RFn,2,441,TA,TA,Y,178,84,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1641,20,RL,80,11088,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1978,1998,Gable,CompShg,HdBoard,HdBoard,BrkFace,144,TA,TA,PConc,TA,TA,No,ALQ,832,Unf,0,308,1140,GasA,Gd,Y,SBrkr,1707,0,0,1707,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,Fin,2,479,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1642,60,FV,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,622,Unf,0,304,926,GasA,Ex,Y,SBrkr,1016,868,0,1884,1,0,2,1,3,1,Ex,7,Typ,1,Ex,Attchd,2003,RFn,2,581,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1643,60,FV,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,RRNn,Norm,1Fam,2Story,8,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1058,1058,GasA,Ex,Y,SBrkr,1058,816,0,1874,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,Fin,2,588,TA,TA,Y,0,134,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1644,60,FV,NA,8470,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,225,ALQ,276,471,972,GasA,Ex,Y,SBrkr,972,839,0,1811,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,565,TA,TA,Y,225,48,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1645,20,RL,NA,9373,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,1Story,5,7,1975,1975,Gable,CompShg,HdBoard,HdBoard,BrkFace,161,TA,TA,CBlock,Gd,TA,Av,ALQ,1333,LwQ,168,120,1621,GasA,TA,Y,SBrkr,1621,0,0,1621,1,0,2,0,3,1,TA,7,Typ,2,Fa,Attchd,1975,RFn,2,478,TA,TA,Y,0,0,0,0,490,0,NA,NA,NA,0,6,2009,WD,Normal
+1646,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1974,Hip,CompShg,Plywood,Plywood,BrkFace,196,TA,TA,CBlock,TA,TA,No,ALQ,888,Unf,0,228,1116,GasA,Ex,Y,SBrkr,1116,0,0,1116,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1974,RFn,2,528,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2009,WD,Normal
+1647,20,RL,85,11050,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1975,1975,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,636,Unf,0,540,1176,GasA,Fa,Y,SBrkr,1193,0,0,1193,0,0,2,0,3,1,TA,5,Typ,1,TA,Attchd,1975,Unf,2,506,TA,TA,Y,40,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1648,20,RL,NA,7830,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1180,1180,GasA,TA,Y,SBrkr,1180,0,0,1180,0,0,1,1,2,1,TA,6,Typ,0,NA,Attchd,1970,RFn,2,477,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2009,COD,Normal
+1649,20,RL,NA,8510,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1971,1971,Gable,CompShg,Plywood,Plywood,BrkFace,178,TA,TA,CBlock,Gd,TA,No,ALQ,500,Unf,0,543,1043,GasA,Ex,Y,SBrkr,1050,0,0,1050,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1971,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1650,20,RL,60,7038,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1970,1970,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,726,Unf,0,138,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2001,Unf,2,576,TA,TA,Y,210,0,0,0,0,0,NA,GdPrv,NA,0,9,2009,WD,Abnorml
+1651,20,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1971,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,240,Unf,0,624,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1986,Unf,2,576,TA,TA,Y,200,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal
+1652,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,BLQ,254,Unf,0,229,483,GasA,TA,Y,SBrkr,483,504,0,987,1,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1653,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,425,TA,TA,CBlock,TA,TA,No,Rec,110,LwQ,294,79,483,GasA,TA,Y,SBrkr,483,504,0,987,1,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1972,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1654,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,306,Unf,0,498,804,GasA,TA,Y,SBrkr,804,744,0,1548,0,0,2,1,3,1,TA,7,Typ,1,TA,Detchd,1976,RFn,2,440,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1655,120,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,5,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,435,LwQ,622,0,1057,GasA,TA,Y,SBrkr,1055,0,0,1055,0,1,2,0,2,1,TA,4,Typ,1,Fa,Attchd,1975,RFn,2,440,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1656,160,RL,24,2349,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1977,1977,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,389,Unf,0,466,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1977,Unf,2,440,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1657,160,RL,24,2364,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,320,Unf,0,484,804,GasA,TA,Y,SBrkr,804,744,0,1548,0,1,2,1,3,1,TA,7,Typ,1,TA,Detchd,1978,Unf,2,440,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1658,160,RL,24,2364,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,Gd,TA,CBlock,Gd,TA,No,ALQ,279,Unf,0,576,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1659,120,RL,24,2104,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,7,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,536,Unf,0,300,836,GasA,TA,Y,SBrkr,836,0,0,836,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1976,Unf,1,345,TA,TA,Y,150,20,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1660,20,RL,NA,10710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1966,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,165,Gd,TA,PConc,TA,TA,No,BLQ,644,Unf,0,220,864,GasA,Ex,Y,SBrkr,1120,0,0,1120,0,1,1,0,3,1,TA,5,Typ,1,TA,Attchd,1966,RFn,2,656,TA,TA,Y,0,162,0,0,0,0,NA,NA,Shed,1200,7,2009,WD,Normal
+1661,60,RL,110,14257,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,Norm,1Fam,2Story,9,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,726,Ex,TA,PConc,Ex,TA,No,GLQ,1360,Unf,0,416,1776,GasA,Ex,Y,SBrkr,1794,978,0,2772,1,0,3,1,4,1,Ex,10,Typ,3,Gd,BuiltIn,2007,Fin,3,754,TA,TA,Y,135,64,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1662,60,RL,95,12350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,986,Unf,0,379,1365,GasA,Ex,Y,SBrkr,1365,1325,0,2690,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2009,RFn,3,864,TA,TA,Y,0,197,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial
+1663,20,RL,95,12350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,450,Ex,TA,PConc,Ex,TA,Av,GLQ,1232,Unf,0,788,2020,GasA,Ex,Y,SBrkr,2020,0,0,2020,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,RFn,3,896,TA,TA,Y,192,98,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1664,20,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosA,PosA,1Fam,1Story,10,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,472,Ex,TA,PConc,Ex,TA,Gd,GLQ,2288,Unf,0,342,2630,GasA,Ex,Y,SBrkr,2674,0,0,2674,2,0,2,1,2,1,Ex,8,Typ,2,Gd,Attchd,2007,Fin,3,762,TA,TA,Y,360,50,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1665,20,RL,95,11578,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,302,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1736,1736,GasA,Ex,Y,SBrkr,1736,0,0,1736,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,RFn,3,834,TA,TA,Y,319,90,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1666,20,RL,129,16870,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,238,Gd,TA,PConc,Ex,TA,Gd,GLQ,1531,Unf,0,251,1782,GasA,Ex,Y,SBrkr,1782,0,0,1782,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2004,Fin,3,932,TA,TA,Y,99,82,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1667,60,RL,59,23303,Pave,NA,IR3,Lvl,AllPub,CulDSac,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,20,Gd,TA,PConc,Ex,TA,Av,GLQ,1230,Unf,0,278,1508,GasA,Ex,Y,SBrkr,1508,1012,0,2520,1,0,2,1,5,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,640,TA,TA,Y,192,273,0,0,0,0,NA,NA,NA,0,6,2009,WD,Family
+1668,20,RL,87,10367,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,284,Ex,TA,PConc,Ex,TA,Mn,GLQ,1015,Unf,0,724,1739,GasA,Ex,Y,SBrkr,1743,0,0,1743,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,927,TA,TA,Y,168,45,0,0,0,0,NA,NA,NA,0,6,2009,ConLI,Normal
+1669,20,RL,77,10872,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,122,Gd,TA,PConc,Ex,Gd,Av,GLQ,1037,Unf,0,467,1504,GasA,Ex,Y,SBrkr,1531,0,0,1531,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,Fin,3,700,TA,TA,Y,184,52,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal
+1670,20,RL,102,13514,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,None,285,Ex,TA,PConc,Ex,TA,No,GLQ,1142,Unf,0,632,1774,GasA,Ex,Y,SBrkr,1808,0,0,1808,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,850,TA,TA,Y,200,26,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1671,20,RL,90,12878,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,418,Gd,TA,PConc,Gd,TA,No,ALQ,1262,Unf,0,498,1760,GasA,Ex,Y,SBrkr,1760,0,0,1760,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,583,TA,TA,Y,165,190,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1672,20,RL,110,15274,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,724,Gd,TA,PConc,Ex,TA,No,GLQ,1972,Unf,0,480,2452,GasA,Ex,Y,SBrkr,2452,0,0,2452,2,0,2,0,3,1,Ex,10,Typ,1,Gd,Attchd,2003,Fin,3,886,TA,TA,Y,0,116,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal
+1673,60,RL,96,13262,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1082,1082,GasA,Ex,Y,SBrkr,1105,1295,0,2400,0,0,3,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2003,Fin,3,730,TA,TA,Y,114,40,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1674,20,RL,70,9658,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,383,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1598,1598,GasA,Gd,Y,SBrkr,1606,0,0,1606,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,3,871,TA,TA,Y,230,60,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1675,120,RL,47,6904,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Av,ALQ,836,Unf,0,522,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1676,120,RL,34,5122,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,135,Gd,TA,PConc,Gd,TA,Av,GLQ,881,Unf,0,425,1306,GasA,Ex,Y,SBrkr,1306,0,0,1306,1,0,2,0,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,624,TA,TA,Y,170,63,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1677,120,RL,80,10307,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,176,Gd,TA,PConc,Gd,TA,No,GLQ,876,Unf,0,474,1350,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,484,TA,TA,Y,192,26,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1678,20,RL,100,14836,Pave,NA,IR1,HLS,AllPub,Inside,Mod,NridgHt,Norm,Norm,1Fam,1Story,10,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,730,Ex,TA,PConc,Ex,TA,Gd,GLQ,2146,Unf,0,346,2492,GasA,Ex,Y,SBrkr,2492,0,0,2492,1,0,2,1,2,1,Ex,8,Typ,1,Ex,Attchd,2004,Fin,3,949,TA,TA,Y,226,235,0,0,0,0,NA,NA,NA,0,2,2009,WD,Abnorml
+1679,20,RL,117,15262,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,470,Gd,TA,PConc,Ex,TA,Gd,GLQ,1557,Unf,0,643,2200,GasA,Ex,Y,SBrkr,2200,0,0,2200,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2003,Fin,3,685,TA,TA,Y,208,55,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1680,120,RL,44,7390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2009,Hip,CompShg,MetalSd,MetalSd,BrkFace,308,Ex,TA,PConc,Ex,TA,No,GLQ,800,Unf,0,1084,1884,GasA,Ex,Y,SBrkr,1884,0,0,1884,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,Fin,2,649,TA,TA,Y,231,90,0,0,0,0,NA,NA,NA,0,5,2009,New,Partial
+1681,120,RL,48,6472,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,BrkFace,500,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1451,1451,GasA,Ex,Y,SBrkr,1456,0,0,1456,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,RFn,2,539,TA,TA,Y,192,42,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1682,20,RL,129,16770,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,270,Gd,TA,PConc,Ex,TA,Gd,GLQ,1196,Unf,0,516,1712,GasA,Ex,Y,SBrkr,1712,0,0,1712,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2002,RFn,3,701,TA,TA,Y,218,183,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1683,120,RL,48,3480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,Stone,163,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1405,1405,GasA,Ex,Y,SBrkr,1405,0,0,1405,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2003,RFn,2,478,TA,TA,Y,148,36,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal
+1684,60,RL,63,10928,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1685,60,RL,57,8918,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,745,745,GasA,Ex,Y,SBrkr,745,745,0,1490,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,392,TA,TA,Y,36,20,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1686,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1204,1220,GasA,Ex,Y,SBrkr,1220,0,0,1220,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1687,80,RL,59,9434,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2005,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,744,630,0,1374,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2004,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1688,60,RL,62,7984,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,200,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,868,868,GasA,Ex,Y,SBrkr,868,762,0,1630,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2004,Fin,2,436,TA,TA,Y,120,48,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1689,60,RL,61,10125,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,846,846,GasA,Ex,Y,SBrkr,846,748,0,1594,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,434,TA,TA,Y,300,48,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal
+1690,60,RL,NA,8965,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,652,Unf,0,130,782,GasA,Ex,Y,SBrkr,806,683,0,1489,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,400,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1691,60,RL,NA,8174,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,494,Unf,0,204,698,GasA,Ex,Y,SBrkr,698,644,0,1342,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,393,TA,TA,Y,100,56,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1692,60,RL,NA,12891,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Ex,TA,No,GLQ,651,Unf,0,219,870,GasA,Ex,Y,SBrkr,878,1126,0,2004,1,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,3,644,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1693,80,RL,61,9734,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,SLvl,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,241,Rec,113,30,384,GasA,Ex,Y,SBrkr,744,630,0,1374,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2004,Fin,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1694,60,RL,42,8433,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,683,Unf,0,111,794,GasA,Ex,Y,SBrkr,819,695,0,1514,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,394,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1695,80,RL,62,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,RFn,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1696,60,RL,NA,15896,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Gilbert,RRNn,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,No,ALQ,913,Unf,0,264,1177,GasA,Ex,Y,SBrkr,1223,1089,0,2312,1,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1999,Fin,3,658,TA,TA,Y,298,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1697,80,RL,64,7848,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,6,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,410,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1698,60,RL,106,12720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,Gd,TA,PConc,Gd,TA,Mn,GLQ,1173,Unf,0,282,1455,GasA,Ex,Y,SBrkr,1466,1221,0,2687,1,0,2,1,4,1,Gd,10,Typ,2,TA,BuiltIn,2000,RFn,3,810,TA,TA,Y,252,30,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1699,20,RL,NA,10750,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1995,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,634,Gd,TA,PConc,Gd,TA,Av,BLQ,236,GLQ,1526,262,2024,GasA,Ex,Y,SBrkr,2063,0,0,2063,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,1994,Fin,3,815,TA,TA,Y,182,56,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1700,60,RL,79,9085,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,286,Gd,TA,PConc,Gd,TA,No,GLQ,816,Unf,0,254,1070,GasA,Ex,Y,SBrkr,1094,967,0,2061,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1995,Fin,2,647,TA,TA,Y,296,102,209,0,0,0,NA,NA,NA,0,11,2009,WD,Normal
+1701,60,RL,NA,11692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,372,Gd,TA,PConc,Gd,TA,No,GLQ,624,Unf,0,549,1173,GasA,Ex,Y,SBrkr,1215,1017,0,2232,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,623,TA,TA,Y,173,165,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1702,20,RL,86,11194,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,PosN,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1696,1696,GasA,Ex,Y,SBrkr,1696,0,0,1696,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,972,TA,TA,Y,120,56,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1703,20,RL,78,10206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,PosN,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,294,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1614,1614,GasA,Ex,Y,SBrkr,1658,0,0,1658,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2008,Fin,3,726,TA,TA,Y,144,44,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1704,20,RL,85,10130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,260,Gd,TA,PConc,Gd,TA,Av,GLQ,1294,Unf,0,408,1702,GasA,Ex,Y,SBrkr,1702,0,0,1702,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,844,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1705,20,RL,76,9139,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,206,Gd,TA,PConc,Ex,TA,Av,GLQ,379,Unf,0,1043,1422,GasA,Ex,Y,SBrkr,1432,0,0,1432,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,2,492,TA,TA,Y,297,50,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1706,20,RL,85,11128,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,PosN,PosN,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,Stone,198,Ex,TA,PConc,Ex,TA,Gd,GLQ,2158,Unf,0,300,2458,GasA,Ex,Y,SBrkr,2490,0,0,2490,1,0,2,0,2,1,Ex,9,Typ,2,Gd,Attchd,2005,Fin,3,795,TA,TA,Y,70,226,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD,Normal
+1707,20,FV,90,7993,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1436,1436,GasA,Ex,Y,SBrkr,1436,0,0,1436,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,529,TA,TA,Y,0,121,0,0,0,0,NA,NA,NA,0,10,2009,New,Partial
+1708,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1402,1402,GasA,Ex,Y,SBrkr,1402,0,0,1402,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,2,625,TA,TA,Y,205,126,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1709,20,FV,112,12606,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,120,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1530,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,984,TA,TA,Y,212,136,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1710,20,FV,75,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,238,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1348,1372,GasA,Ex,Y,SBrkr,1448,0,0,1448,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,692,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1711,60,FV,84,10603,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,121,Gd,TA,PConc,Ex,Gd,No,GLQ,682,Unf,0,218,900,GasA,Ex,Y,SBrkr,909,886,0,1795,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,Fin,3,782,TA,TA,Y,168,45,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1712,20,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,BrkFace,288,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1836,1836,GasA,Ex,Y,SBrkr,1836,0,0,1836,0,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2009,Fin,2,517,TA,TA,Y,0,175,0,0,0,0,NA,NA,NA,0,10,2009,New,Partial
+1713,20,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1430,Unf,0,222,1652,GasA,Ex,Y,SBrkr,1662,0,0,1662,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,RFn,3,711,TA,TA,Y,168,120,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1714,20,FV,68,8736,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,771,ALQ,360,422,1553,GasA,Ex,Y,SBrkr,1553,0,0,1553,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,588,TA,TA,Y,192,88,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1715,60,FV,65,8127,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,410,Unf,0,402,812,GasA,Ex,Y,SBrkr,812,841,0,1653,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,628,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1716,20,RL,80,9605,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1218,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2007,RFn,2,576,TA,TA,Y,0,178,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1717,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,GLQ,54,Unf,0,1087,1141,GasA,Ex,Y,SBrkr,1141,0,0,1141,1,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2006,RFn,2,484,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1718,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,0,0,1158,0,0,1,1,3,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1719,60,RL,96,10628,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,835,835,GasA,Ex,Y,SBrkr,871,941,0,1812,0,0,2,1,3,1,Gd,8,Typ,0,NA,BuiltIn,2004,RFn,2,478,TA,TA,Y,146,91,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal
+1720,20,RL,76,10141,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,8,5,2004,2004,Gable,Tar&Grv,VinylSd,VinylSd,BrkFace,264,Gd,TA,PConc,Gd,TA,Gd,BLQ,516,Rec,774,222,1512,GasA,Ex,Y,SBrkr,1512,0,0,1512,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,3,845,TA,TA,Y,210,36,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal
+1721,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1114,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2005,Unf,2,576,TA,TA,Y,248,102,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1722,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1114,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,0,0,1,1,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,39,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1723,20,RL,60,12450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,836,Unf,0,278,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,2,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1724,20,RL,61,7328,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,BrkFace,140,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1450,1450,GasA,Ex,Y,SBrkr,1450,0,0,1450,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,3,788,TA,TA,Y,0,93,0,0,0,0,NA,NA,NA,0,2,2009,New,Partial
+1725,60,RL,43,11492,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,132,Gd,TA,PConc,Gd,TA,No,GLQ,637,Unf,0,276,913,GasA,Ex,Y,SBrkr,913,1209,0,2122,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1997,RFn,2,559,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1726,60,RL,70,7703,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,52,Rec,364,400,816,GasA,Ex,Y,SBrkr,833,897,0,1730,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,528,TA,TA,Y,0,91,0,0,168,0,NA,NA,NA,0,11,2009,WD,Normal
+1727,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1990,1991,Gable,CompShg,Plywood,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1332,1332,GasA,Gd,Y,SBrkr,1332,0,0,1332,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1990,RFn,2,542,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal
+1728,60,RL,70,9109,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,2Story,7,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,LwQ,36,GLQ,596,122,754,GasA,Ex,Y,SBrkr,754,786,0,1540,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1994,RFn,2,495,TA,TA,Y,140,32,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1729,60,RL,NA,10274,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,7,1986,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,141,TA,Gd,CBlock,Gd,TA,No,Rec,331,Unf,0,345,676,GasA,TA,Y,SBrkr,698,702,0,1400,0,0,2,1,3,1,TA,6,Typ,0,NA,Attchd,1986,RFn,2,465,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1730,90,RL,75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,2Story,6,7,1981,1981,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,964,918,0,1882,0,0,2,0,4,2,TA,8,Typ,2,TA,Attchd,1981,Unf,2,612,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1731,20,RL,63,9750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,LwQ,68,BLQ,884,28,980,GasA,Gd,Y,SBrkr,980,0,0,980,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1969,Unf,2,400,TA,TA,Y,0,28,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal
+1732,20,RL,NA,8499,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,660,Unf,0,204,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1982,Unf,2,732,TA,TA,Y,0,312,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1733,20,RL,NA,9079,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1961,1961,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,864,Unf,0,0,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,440,TA,TA,Y,158,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1734,20,RL,NA,9316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,544,Unf,0,480,1024,GasA,Gd,Y,SBrkr,1020,0,0,1020,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,288,TA,TA,Y,171,0,0,0,0,0,NA,MnPrv,NA,0,5,2009,Oth,Family
+1735,20,RL,NA,7791,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,8,1963,1995,Gable,CompShg,Plywood,Plywood,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,624,Unf,0,288,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,RFn,1,300,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,10,2009,WD,Normal
+1736,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1962,1962,Gable,CompShg,VinylSd,VinylSd,BrkFace,60,TA,TA,CBlock,TA,TA,No,LwQ,140,BLQ,590,182,912,GasA,Gd,Y,SBrkr,912,0,0,912,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,252,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1737,20,RL,NA,15676,Pave,NA,IR1,Low,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,8,1980,1980,Gable,CompShg,VinylSd,VinylSd,BrkFace,115,Gd,Gd,CBlock,Gd,Gd,Gd,ALQ,1733,Rec,92,189,2014,GasA,Gd,Y,SBrkr,2014,0,0,2014,1,0,2,0,2,1,Gd,6,Maj1,2,Gd,Attchd,1980,RFn,3,864,TA,TA,Y,462,0,0,255,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal
+1738,60,RL,NA,11949,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,8,1991,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,Gd,PConc,Gd,TA,No,GLQ,601,ALQ,216,158,975,GasA,Ex,Y,SBrkr,975,780,0,1755,0,1,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1991,Unf,2,524,TA,TA,Y,502,60,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD,Normal
+1739,160,FV,32,2880,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1376,1376,GasA,Ex,Y,SBrkr,1376,1629,0,3005,0,0,2,1,3,1,Gd,9,Mod,1,TA,BuiltIn,2004,Fin,3,704,TA,TA,Y,0,177,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1740,120,FV,NA,3830,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,6,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,280,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1726,1726,GasA,Ex,Y,SBrkr,1726,0,0,1726,0,0,2,1,2,1,Gd,6,Typ,1,Gd,Attchd,2008,Fin,2,561,TA,TA,Y,0,254,0,0,0,0,NA,NA,NA,0,1,2009,New,Partial
+1741,120,FV,NA,4217,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,6,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,252,Gd,TA,PConc,Gd,TA,No,GLQ,962,Unf,0,183,1145,GasA,Ex,Y,SBrkr,1256,0,0,1256,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2008,Fin,2,641,TA,TA,Y,0,169,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1742,160,FV,34,2998,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,513,Gd,TA,PConc,Gd,TA,No,GLQ,507,Unf,0,249,756,GasA,Ex,Y,SBrkr,756,756,0,1512,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1743,160,FV,35,3768,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,BrkFace,218,Gd,TA,PConc,Gd,TA,No,GLQ,549,Unf,0,142,691,GasA,Ex,Y,SBrkr,713,739,0,1452,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,506,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1744,20,RL,NA,14694,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,9,1977,2008,Gable,CompShg,MetalSd,MetalSd,BrkFace,450,Ex,Ex,CBlock,Gd,Gd,Gd,GLQ,1252,ALQ,136,306,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,1,0,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,1977,Fin,2,642,TA,TA,Y,501,120,0,225,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1745,20,RL,110,15417,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,7,5,1981,1981,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,Mn,LwQ,121,Unf,0,1619,1740,GasA,TA,Y,SBrkr,1740,0,0,1740,0,0,1,1,2,1,Gd,7,Typ,0,NA,Attchd,1981,RFn,2,540,TA,TA,Y,228,20,218,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1746,80,RL,80,9600,Pave,NA,Reg,Low,AllPub,FR2,Mod,Veenker,Feedr,Norm,1Fam,SLvl,8,5,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,200,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,392,392,GasA,Ex,Y,SBrkr,1487,1012,0,2499,0,0,2,1,4,1,TA,5,Typ,1,Gd,Attchd,1976,Unf,2,527,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,1,2009,WD,Abnorml
+1747,60,RL,NA,12732,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,2Story,7,6,1974,1974,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Mn,GLQ,560,LwQ,42,150,752,GasA,TA,Y,SBrkr,1285,782,0,2067,0,0,2,1,3,1,Gd,7,Typ,2,TA,Attchd,1974,RFn,2,784,TA,TA,Y,297,40,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1748,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,7,1967,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,256,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,932,932,GasA,Gd,Y,SBrkr,1271,1369,0,2640,0,0,2,1,5,1,Gd,8,Typ,1,TA,Attchd,1967,RFn,2,515,TA,TA,Y,0,120,0,0,168,0,NA,NA,NA,0,5,2009,WD,Normal
+1749,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,5,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,128,TA,TA,CBlock,Gd,TA,Mn,ALQ,553,Rec,147,588,1288,GasA,TA,Y,SBrkr,1336,0,0,1336,0,1,2,0,3,1,TA,6,Typ,1,Fa,Attchd,1969,RFn,2,502,TA,TA,Y,312,11,0,0,0,0,NA,NA,Shed,650,8,2009,WD,Normal
+1750,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,CBlock,TA,TA,Av,BLQ,955,Unf,0,261,1216,GasA,TA,Y,SBrkr,1216,0,0,1216,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1969,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Abnorml
+1751,60,RL,NA,13774,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1977,1992,Hip,CompShg,HdBoard,HdBoard,BrkFace,283,TA,Gd,PConc,Gd,TA,No,GLQ,432,Unf,0,476,908,GasA,Ex,Y,SBrkr,1316,972,0,2288,0,0,1,2,4,1,Gd,8,Typ,2,TA,Attchd,1977,RFn,2,520,TA,TA,Y,321,72,0,0,156,0,NA,NA,NA,0,11,2009,WD,Normal
+1752,20,RL,62,7130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,BLQ,648,Unf,0,216,864,GasA,TA,Y,SBrkr,864,0,0,864,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1967,Fin,1,312,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal
+1753,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1568,1568,GasA,TA,Y,SBrkr,1568,0,0,1568,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1967,Unf,2,440,TA,TA,Y,160,40,0,0,0,0,NA,NA,NA,0,3,2009,COD,Normal
+1754,60,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,252,TA,TA,CBlock,TA,TA,No,ALQ,698,Unf,0,467,1165,GasA,Gd,Y,SBrkr,1165,896,0,2061,0,1,2,1,4,1,TA,8,Typ,1,TA,Attchd,1974,RFn,2,498,TA,TA,Y,0,77,0,0,196,0,NA,NA,NA,0,5,2009,COD,Abnorml
+1755,85,RL,NA,16500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,6,5,1971,1971,Hip,CompShg,HdBoard,HdBoard,BrkFace,509,TA,TA,CBlock,Gd,TA,Av,GLQ,962,Unf,0,270,1232,GasA,Fa,Y,SBrkr,1320,0,0,1320,0,1,2,0,3,1,TA,5,Typ,1,Gd,Attchd,1971,RFn,2,495,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1756,20,RL,60,7436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1960,1960,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,734,Unf,0,160,894,GasA,Gd,Y,SBrkr,894,0,0,894,1,0,1,0,2,1,TA,5,Typ,1,Po,Detchd,1988,Unf,2,396,TA,TA,Y,0,0,0,360,0,0,NA,GdWo,NA,0,8,2009,WD,Normal
+1757,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1959,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,403,Unf,0,461,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1960,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1758,20,RL,NA,9450,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,160,TA,TA,CBlock,TA,TA,No,BLQ,775,Unf,0,265,1040,GasA,TA,Y,SBrkr,1362,0,0,1362,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1982,RFn,3,768,TA,TA,Y,0,0,84,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal
+1759,20,RL,NA,13495,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,70,TA,Gd,CBlock,TA,TA,No,BLQ,625,LwQ,201,222,1048,GasA,Fa,Y,SBrkr,1728,0,0,1728,1,0,2,0,3,1,TA,7,Min1,1,Gd,Detchd,1956,Unf,2,576,TA,TA,Y,0,99,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1760,20,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1995,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,217,TA,TA,CBlock,TA,TA,No,ALQ,310,BLQ,512,491,1313,GasA,TA,Y,SBrkr,1313,0,0,1313,1,0,1,1,3,1,Gd,6,Typ,1,TA,Attchd,1961,RFn,2,610,TA,TA,Y,172,28,0,0,121,0,NA,MnPrv,NA,0,2,2009,WD,Normal
+1761,20,RL,115,10500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,Stone,144,TA,Gd,CBlock,TA,TA,No,LwQ,998,Unf,0,294,1292,GasA,TA,Y,SBrkr,1292,0,0,1292,1,0,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1964,Unf,2,520,TA,TA,Y,0,32,0,0,92,0,NA,NA,NA,0,7,2009,COD,Abnorml
+1762,60,RL,NA,8970,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,6,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,388,Unf,0,356,744,GasA,TA,Y,SBrkr,825,1315,0,2140,0,0,2,1,4,1,TA,7,Typ,1,TA,Attchd,1965,Fin,2,549,TA,TA,Y,0,40,264,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal
+1763,80,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1961,1961,Hip,CompShg,HdBoard,HdBoard,BrkFace,90,TA,TA,CBlock,TA,TA,Gd,ALQ,568,Unf,0,640,1208,GasA,Ex,Y,SBrkr,1576,0,0,1576,1,0,1,0,4,1,Gd,7,Typ,1,Po,BuiltIn,1961,Fin,2,368,TA,TA,Y,85,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1764,20,RL,68,9768,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,100,ALQ,247,613,960,GasA,Gd,Y,SBrkr,960,0,0,960,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1955,RFn,1,330,TA,TA,Y,0,70,0,0,0,0,NA,MnPrv,NA,0,2,2009,WD,Normal
+1765,20,RL,90,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,5,1967,1967,Gable,CompShg,BrkComm,Brk Cmn,None,0,Gd,TA,CBlock,TA,TA,No,Rec,1173,Unf,0,507,1680,GasA,TA,Y,SBrkr,1691,0,0,1691,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1967,Unf,2,550,Gd,TA,Y,0,67,260,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal
+1766,20,RL,92,10573,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1961,1961,Hip,CompShg,MetalSd,MetalSd,BrkFace,3,TA,TA,CBlock,TA,TA,No,Rec,1312,Unf,0,141,1453,GasA,Ex,Y,SBrkr,1453,0,0,1453,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1961,RFn,2,530,TA,TA,Y,0,49,0,0,288,0,NA,GdPrv,NA,0,4,2009,WD,Normal
+1767,20,RL,80,14695,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1966,2008,Gable,CompShg,MetalSd,MetalSd,BrkFace,210,TA,Gd,CBlock,TA,TA,No,ALQ,1387,Unf,0,175,1562,GasA,Gd,Y,SBrkr,1567,0,0,1567,1,0,2,0,2,1,Gd,5,Typ,2,Gd,Attchd,1966,Unf,2,542,TA,TA,Y,0,110,0,0,342,0,NA,GdWo,NA,0,7,2009,WD,Normal
+1768,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,164,Gd,TA,CBlock,TA,TA,No,ALQ,856,Unf,0,313,1169,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,286,TA,TA,Y,257,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1769,20,RL,NA,12285,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1960,1960,Gable,CompShg,Plywood,Plywood,BrkFace,128,TA,TA,CBlock,TA,TA,No,BLQ,544,Unf,0,785,1329,GasA,Gd,Y,SBrkr,1329,0,0,1329,0,0,1,1,3,1,TA,5,Typ,2,Gd,Attchd,1960,Unf,2,441,TA,TA,Y,0,0,203,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1770,20,RL,66,9240,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1959,1998,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,708,Unf,0,280,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1959,Unf,1,297,TA,TA,Y,156,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1771,20,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,435,BLQ,202,565,1202,GasA,TA,Y,SBrkr,1202,0,0,1202,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,304,TA,TA,Y,0,35,120,0,0,0,NA,GdWo,NA,0,11,2009,COD,Abnorml
+1772,20,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Rec,172,LwQ,483,727,1382,GasA,Gd,Y,FuseA,1382,0,0,1382,0,1,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1955,Unf,1,350,TA,TA,Y,280,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal
+1773,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1956,1956,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,155,LwQ,750,295,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1956,Unf,1,294,TA,TA,Y,0,189,140,0,0,0,NA,NA,NA,0,11,2009,WD,Family
+1774,90,RL,76,9482,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,4,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,657,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1866,1866,GasA,Ex,Y,SBrkr,1866,0,0,1866,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1958,Unf,2,495,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal
+1775,20,RL,53,8128,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1954,1954,Hip,CompShg,MetalSd,MetalSd,BrkFace,80,TA,TA,CBlock,TA,TA,No,ALQ,490,Unf,0,572,1062,GasA,Gd,Y,SBrkr,1062,0,0,1062,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,297,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal
+1776,20,RL,67,13070,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1951,1951,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,308,Unf,0,323,631,GasA,TA,Y,FuseA,1112,0,0,1112,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1951,Unf,2,480,TA,TA,Y,0,0,0,0,255,0,NA,NA,NA,0,10,2009,WD,Normal
+1777,30,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,700,Unf,0,93,793,GasA,TA,Y,SBrkr,793,0,0,793,1,0,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1945,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1778,20,RL,60,7626,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1952,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,GLQ,931,Unf,0,100,1031,GasA,Gd,Y,SBrkr,1031,0,0,1031,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1952,Unf,1,230,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal
+1779,20,RL,75,9533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,140,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1210,0,0,1210,0,0,1,1,2,1,TA,7,Typ,0,NA,Attchd,1953,Fin,1,616,TA,TA,Y,208,0,100,0,0,0,NA,MnPrv,NA,0,8,2009,ConLD,Normal
+1780,60,RL,78,11419,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,7,7,1948,1999,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,699,Unf,0,0,699,GasA,Ex,Y,FuseA,801,726,0,1527,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1948,Unf,2,410,TA,TA,Y,0,0,134,0,0,0,NA,GdWo,NA,0,12,2009,WD,Normal
+1781,20,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,390,Unf,0,810,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Fin,1,246,TA,TA,Y,126,0,0,0,0,0,NA,GdWo,NA,0,8,2009,WD,Normal
+1782,20,RL,53,5470,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,792,792,GasA,Gd,Y,FuseA,792,0,0,792,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1958,Unf,1,366,Fa,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1783,60,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1939,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,676,0,1352,0,1,2,0,4,1,Gd,7,Typ,0,NA,Detchd,1939,Unf,2,720,TA,TA,Y,187,0,128,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1784,70,RL,80,8146,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,8,1900,2003,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,Fa,TA,No,Unf,0,Unf,0,405,405,GasA,Gd,Y,SBrkr,717,322,0,1039,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1940,Unf,1,281,TA,TA,N,0,0,168,0,111,0,NA,NA,NA,0,5,2009,WD,Normal
+1785,30,RL,60,10230,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1054,1054,GasA,Ex,Y,SBrkr,1078,0,0,1078,0,0,1,0,3,1,Ex,6,Typ,0,NA,Detchd,1987,Unf,1,264,TA,TA,N,0,0,0,0,112,0,NA,GdWo,NA,0,12,2009,WD,Normal
+1786,50,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,5,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1313,1313,GasA,TA,Y,SBrkr,1313,0,1064,2377,0,0,2,0,3,1,Gd,8,Min2,1,TA,Detchd,1954,Unf,2,528,TA,TA,Y,0,0,432,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1787,70,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,9,1910,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,TA,TA,No,Unf,0,Unf,0,560,560,GasA,Ex,Y,SBrkr,930,760,0,1690,0,0,2,0,4,1,Gd,5,Typ,0,NA,Detchd,2008,Unf,2,624,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1788,30,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,2,5,1940,1950,Gable,CompShg,Stucco,Stucco,None,0,Fa,TA,PConc,Fa,TA,No,Unf,0,Unf,0,416,416,GasA,Gd,N,FuseA,599,0,0,599,1,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,81,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1789,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,N,SBrkr,846,0,0,846,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1980,Fin,2,576,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1790,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,5,1890,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,FuseA,725,0,0,725,0,0,1,1,1,1,TA,4,Typ,0,NA,Detchd,1959,Unf,1,320,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal
+1791,90,RL,81,9671,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,2Story,6,5,1969,1969,Gable,CompShg,MetalSd,MetalSd,Stone,480,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1248,1248,GasA,TA,Y,SBrkr,1248,1296,0,2544,0,0,2,2,6,2,TA,12,Typ,0,NA,Attchd,1969,RFn,3,907,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1792,20,RL,83,10143,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,295,TA,TA,CBlock,TA,TA,No,Rec,384,Unf,0,996,1380,GasA,Fa,Y,SBrkr,1380,0,0,1380,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1963,Unf,1,364,TA,TA,Y,0,0,0,0,216,0,NA,GdWo,NA,0,6,2009,WD,Normal
+1793,20,RL,77,11500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,4,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,Fa,TA,CBlock,TA,Fa,No,BLQ,872,Rec,60,108,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,6,Min1,1,Po,Attchd,1967,RFn,2,480,TA,TA,Y,0,0,156,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal
+1794,20,RL,62,8010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,9,1958,2007,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,CBlock,TA,TA,Mn,GLQ,745,Unf,0,206,951,GasA,Gd,Y,SBrkr,951,0,0,951,1,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1985,Unf,2,480,TA,TA,Y,0,0,42,0,0,0,NA,NA,Shed,450,9,2009,WD,Normal
+1795,20,RL,90,10454,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1957,1957,Hip,CompShg,Plywood,Plywood,Stone,143,TA,TA,CBlock,TA,TA,No,Rec,546,Unf,0,559,1105,GasA,Gd,Y,FuseA,1105,0,0,1105,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1796,20,RL,80,9000,Pave,NA,IR1,HLS,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Flat,Tar&Grv,Wd Sdng,Wd Sdng,BrkFace,82,TA,TA,CBlock,Gd,TA,Gd,Unf,0,Unf,0,160,160,GasA,Fa,Y,SBrkr,1142,0,0,1142,0,0,1,0,2,1,TA,5,Typ,1,Gd,Basment,1958,RFn,1,384,TA,TA,Y,0,28,64,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1797,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,5,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Rec,621,Unf,0,174,795,GasA,Gd,N,SBrkr,765,368,0,1133,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1989,Unf,2,900,TA,TA,Y,0,0,0,0,231,0,NA,NA,NA,0,12,2009,COD,Abnorml
+1798,20,RL,71,7350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1958,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1041,1041,GasA,Gd,Y,SBrkr,1041,0,0,1041,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,294,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,3,2009,WD,Normal
+1799,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,Gd,No,ALQ,630,BLQ,102,0,732,GasA,TA,Y,SBrkr,732,0,0,732,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1952,Unf,1,240,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1800,80,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1959,1959,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,433,Rec,95,0,528,GasA,TA,Y,SBrkr,1183,0,0,1183,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal
+1801,50,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,4,7,1949,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,TA,Y,FuseF,832,629,0,1461,0,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,1949,Unf,1,384,TA,TA,Y,0,204,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1802,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,7,1948,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,120,Unf,0,744,864,GasA,TA,Y,SBrkr,1064,0,431,1495,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1994,Unf,2,576,TA,TA,Y,180,36,0,0,0,0,NA,NA,NA,0,8,2009,COD,Abnorml
+1803,60,RL,76,7570,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,420,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,993,813,0,1806,0,0,1,1,4,1,TA,8,Typ,0,NA,Attchd,1964,Unf,2,483,TA,TA,Y,0,55,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1804,90,RL,75,8604,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,SFoyer,5,7,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,124,TA,Gd,CBlock,Gd,TA,Av,GLQ,941,Unf,0,0,941,GasA,Gd,Y,SBrkr,941,0,0,941,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1978,Unf,2,564,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal
+1805,20,RL,80,7936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1963,1963,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,826,Unf,0,219,1045,GasA,TA,Y,SBrkr,1045,0,0,1045,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1963,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1806,50,RM,68,4080,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1935,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Gd,Y,SBrkr,861,517,0,1378,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1920,Unf,1,162,Fa,Fa,P,54,0,40,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1807,90,RM,57,10307,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,2Story,6,5,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,LwQ,633,Unf,0,339,972,GasA,Gd,N,FuseA,972,972,0,1944,1,0,2,0,4,2,TA,12,Typ,0,NA,Detchd,1920,Unf,2,324,Fa,TA,N,0,28,169,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1808,50,RM,90,15660,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1910,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,240,240,GasA,TA,Y,SBrkr,810,496,0,1306,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,1959,Unf,2,472,Fa,TA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal
+1809,70,RM,90,9900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1910,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,504,504,GasA,Ex,Y,SBrkr,764,700,0,1464,0,0,2,0,3,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,176,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1810,70,RM,57,6406,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,6,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,421,Unf,0,269,690,GasA,TA,Y,FuseA,868,690,0,1558,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1939,Unf,2,400,TA,TA,Y,0,36,0,0,182,0,NA,MnPrv,NA,0,10,2009,WD,Normal
+1811,190,RM,63,7627,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,2fmCon,2Story,4,6,1920,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,TA,BrkTil,Fa,Po,No,Unf,0,Unf,0,600,600,GasA,Gd,N,SBrkr,1101,600,0,1701,0,0,2,0,4,2,Fa,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,148,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1812,50,RM,56,10134,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1910,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,801,801,GasA,Gd,N,SBrkr,801,646,0,1447,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,80,0,244,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1813,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1950,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Ex,CBlock,TA,TA,No,BLQ,384,Unf,0,384,768,GasA,TA,Y,FuseA,768,560,0,1328,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1950,Unf,1,308,TA,TA,Y,0,12,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal
+1814,30,RM,62,7404,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,861,861,GasA,TA,Y,SBrkr,861,0,0,861,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1920,Unf,2,288,TA,TA,N,0,0,128,0,0,0,NA,NA,NA,0,11,2009,Oth,Normal
+1815,30,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,2,4,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,FuseA,612,0,0,612,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1965,Unf,1,308,TA,Fa,N,0,0,25,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1816,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1923,1950,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,Fa,TA,No,Unf,0,Unf,0,624,624,GasA,TA,Y,SBrkr,792,0,0,792,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1963,Unf,1,287,TA,TA,Y,0,0,81,0,0,0,NA,GdWo,NA,0,2,2009,WD,Normal
+1817,70,RM,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,4,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,BrkTil,Fa,TA,No,Unf,0,Unf,0,677,677,GasA,TA,Y,SBrkr,833,677,0,1510,0,0,2,0,3,1,Gd,7,Typ,0,NA,Detchd,1974,Unf,2,720,TA,TA,N,0,0,160,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1818,70,RM,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,6,7,1900,1950,Gable,CompShg,Stucco,BrkFace,None,0,TA,TA,BrkTil,Fa,Gd,Mn,Unf,0,Unf,0,917,917,GasA,Gd,Y,FuseA,1090,917,0,2007,0,0,2,0,3,1,Ex,8,Typ,0,NA,Detchd,1930,Unf,1,357,TA,TA,Y,0,235,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1819,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1917,2007,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Ex,Y,SBrkr,664,624,0,1288,1,0,1,0,3,1,Ex,5,Typ,1,Gd,Attchd,1917,Unf,1,280,TA,TA,N,0,103,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1820,30,C (all),NA,3300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,3,1910,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,33,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1821,50,RM,60,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,972,972,GasA,Ex,Y,SBrkr,1044,0,436,1480,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,207,Fa,TA,Y,0,0,176,0,0,0,NA,NA,NA,0,9,2009,ConLI,Family
+1822,70,RM,60,9720,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1910,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,741,741,GasA,Ex,Y,SBrkr,780,741,0,1521,0,0,1,0,4,1,Gd,8,Typ,0,NA,Detchd,1950,Unf,3,640,TA,TA,Y,0,0,238,0,0,0,NA,MnPrv,NA,0,9,2009,WD,Normal
+1823,30,C (all),72,9392,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,3,1900,1950,Mansard,CompShg,AsbShng,AsbShng,None,0,TA,Fa,CBlock,Fa,TA,No,Unf,0,Unf,0,245,245,GasA,TA,N,SBrkr,797,0,0,797,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,36,94,0,0,0,NA,NA,NA,0,9,2009,WD,Abnorml
+1824,30,RL,NA,6615,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,6,6,1923,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1022,1022,GasA,TA,N,FuseA,1432,0,0,1432,0,0,1,0,3,1,Gd,6,Typ,1,Gd,BuiltIn,1923,Unf,1,216,Fa,TA,Y,266,61,0,0,0,0,NA,GdWo,NA,0,9,2009,WD,Normal
+1825,70,RL,50,4960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,5,7,1930,1982,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,297,297,GasA,Ex,Y,SBrkr,1001,653,0,1654,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1955,Unf,1,336,TA,TA,N,244,60,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1826,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1924,1950,Gable,CompShg,Stucco,Stucco,BrkFace,444,TA,TA,BrkTil,TA,TA,No,Rec,220,Unf,0,248,468,GasA,Gd,Y,SBrkr,822,320,0,1142,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1924,Fin,1,320,TA,TA,Y,0,0,98,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1827,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,6,1925,1999,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Gd,Y,SBrkr,995,0,0,995,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,264,TA,TA,Y,0,15,51,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Abnorml
+1828,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1938,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,LwQ,273,Unf,0,679,952,GasA,TA,Y,FuseA,994,588,0,1582,0,0,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1938,Unf,1,250,Fa,TA,Y,189,0,34,150,0,0,NA,NA,NA,0,2,2009,WD,Normal
+1829,30,RM,50,8635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1925,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,LwQ,134,Unf,0,938,1072,GasA,TA,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1982,Unf,5,1184,Fa,TA,P,0,0,105,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1830,70,RM,57,8094,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,6,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1048,1048,GasA,Gd,Y,FuseA,1048,720,0,1768,0,0,2,0,3,1,TA,8,Typ,0,NA,Detchd,1930,Unf,2,576,Fa,Fa,Y,0,0,150,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1831,70,RM,68,9928,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1915,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Fa,Y,SBrkr,1272,672,0,1944,0,0,2,0,3,1,TA,8,Min2,0,NA,Detchd,1915,Unf,1,216,TA,TA,N,24,28,0,0,0,0,NA,NA,Shed,400,6,2009,WD,Normal
+1832,90,RM,50,3000,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,2Story,5,1,1922,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1040,1040,GasA,TA,N,SBrkr,1088,1040,0,2128,0,0,2,0,4,2,TA,11,Sev,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,56,0,0,0,0,NA,NA,NA,0,9,2009,WD,Abnorml
+1833,70,RM,57,6876,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,5,1927,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,Fa,No,BLQ,522,Unf,0,198,720,GasA,Fa,Y,SBrkr,1146,784,0,1930,1,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1927,Unf,1,316,TA,TA,Y,0,0,213,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal
+1834,70,RM,NA,5775,Pave,NA,IR2,Bnk,AllPub,Corner,Mod,OldTown,Feedr,Norm,1Fam,2Story,6,7,1915,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,483,483,GasA,Ex,Y,SBrkr,741,686,0,1427,0,0,1,0,3,1,Gd,7,Typ,0,NA,Attchd,1915,Unf,1,379,TA,TA,Y,0,24,112,0,0,0,NA,NA,NA,0,2,2009,WD,Normal
+1835,190,RM,41,5852,Pave,NA,IR3,Bnk,AllPub,Corner,Gtl,OldTown,Feedr,Norm,2fmCon,2.5Unf,7,5,1902,2000,Gable,CompShg,MetalSd,MetalSd,Stone,188,TA,Fa,BrkTil,TA,Fa,No,Rec,169,Unf,0,851,1020,GasA,TA,N,FuseF,978,886,0,1864,0,0,2,1,6,1,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,188,102,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1836,50,RM,60,5160,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,1204,1204,GasA,TA,Y,FuseA,1204,462,0,1666,0,0,1,0,3,1,TA,4,Typ,0,NA,Detchd,1927,Unf,1,384,Fa,TA,Y,0,0,148,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1837,85,RM,86,5160,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,SFoyer,4,6,1923,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Gd,Fa,Av,BLQ,749,Rec,63,46,858,GasA,TA,Y,SBrkr,892,0,0,892,1,0,1,0,1,1,Gd,5,Min2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,105,0,160,0,NA,NA,NA,0,7,2009,COD,Abnorml
+1838,190,RM,60,10320,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,2fmCon,2Story,6,7,1915,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,276,ALQ,262,160,698,GasA,Ex,Y,FuseF,754,649,0,1403,1,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1915,Unf,1,308,TA,TA,Y,0,0,288,0,0,0,NA,NA,NA,0,2,2009,WD,Normal
+1839,20,RL,50,4280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,9,1946,2001,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,560,560,GasA,Ex,Y,FuseA,704,0,0,704,0,1,1,0,2,1,Fa,4,Typ,0,NA,CarPort,1946,Unf,1,220,TA,TA,Y,0,0,24,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1840,90,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1987,1988,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,Gd,Gd,Gd,GLQ,1200,Unf,0,0,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,3,0,3,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Alloca
+1841,90,RL,NA,10547,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,5,5,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,Gd,Gd,GLQ,1152,Unf,0,0,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,2,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1960,Unf,1,252,TA,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1842,50,RL,60,9780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,3,1934,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,585,585,GasA,TA,N,FuseA,687,425,0,1112,1,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,1934,Unf,1,226,Po,Po,N,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1843,20,RL,75,11625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,172,TA,TA,CBlock,TA,TA,No,BLQ,527,Unf,0,525,1052,GasA,TA,Y,SBrkr,1052,0,0,1052,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1984,Fin,1,668,TA,TA,Y,0,215,0,0,0,0,NA,NA,NA,0,4,2009,WD,Abnorml
+1844,85,RL,NA,8014,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,5,1978,1978,Gable,CompShg,Plywood,HdBoard,BrkFace,23,TA,TA,CBlock,Gd,TA,Gd,GLQ,456,Unf,0,0,456,GasA,TA,Y,SBrkr,1034,0,0,1034,0,1,1,0,3,1,TA,5,Typ,1,Fa,Basment,1978,Fin,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1845,80,RL,88,15400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,5,1961,1961,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,No,Unf,0,Unf,0,552,552,GasA,TA,Y,SBrkr,904,611,259,1774,0,0,2,0,4,1,TA,8,Typ,1,TA,Attchd,1961,Unf,1,384,TA,TA,Y,290,40,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1846,80,RL,88,15312,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,5,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,54,TA,TA,CBlock,TA,TA,Av,BLQ,588,Unf,0,550,1138,GasA,Ex,Y,SBrkr,1138,0,0,1138,0,1,1,0,3,1,TA,6,Typ,1,TA,Attchd,1960,RFn,2,480,TA,TA,Y,0,0,0,0,140,0,NA,MnPrv,NA,0,3,2009,COD,Normal
+1847,80,RL,NA,15584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,5,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,366,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,825,825,GasA,Ex,Y,SBrkr,2071,0,0,2071,0,1,1,1,4,1,TA,9,Typ,1,TA,Attchd,1956,Unf,1,336,TA,TA,Y,131,28,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1848,20,RL,NA,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,2,2,1947,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,SBrkr,660,0,0,660,0,0,1,0,2,1,Fa,5,Min2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1849,20,RL,NA,15635,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1383,0,0,1383,0,0,1,0,2,1,TA,6,Mod,0,NA,Attchd,1980,Unf,2,498,Fa,TA,Y,0,0,90,0,110,0,NA,NA,NA,0,10,2009,WD,Normal
+1850,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,257,Unf,0,816,1073,GasA,TA,Y,FuseA,1073,0,0,1073,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,340,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,2,2009,WD,Normal
+1851,60,RL,50,9350,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1946,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,342,Unf,0,405,747,GasA,Ex,Y,SBrkr,892,747,0,1639,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1946,Unf,1,240,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1852,20,RL,62,7440,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,173,Unf,0,916,1089,GasW,TA,Y,SBrkr,1089,0,0,1089,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1954,RFn,1,252,TA,TA,P,328,0,0,0,0,0,NA,MnPrv,NA,0,9,2009,WD,Normal
+1853,120,RL,42,4235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,1Story,5,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,BrkFace,149,Gd,TA,CBlock,Gd,TA,Mn,GLQ,552,ALQ,393,104,1049,GasA,TA,Y,SBrkr,1049,0,0,1049,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1984,Fin,1,266,TA,TA,Y,0,105,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal
+1854,80,RL,74,10778,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,SLvl,7,6,1990,1991,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,460,ALQ,286,308,1054,GasA,Gd,Y,SBrkr,1061,0,0,1061,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,1990,Unf,2,462,TA,TA,Y,114,36,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1855,80,RL,66,19255,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,SLvl,6,5,1983,1983,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,100,Gd,TA,CBlock,Gd,TA,Av,Rec,70,GLQ,450,0,520,GasA,Gd,Y,SBrkr,1338,0,0,1338,0,0,1,1,2,1,Gd,5,Min2,1,Po,Attchd,1983,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,600,9,2009,WD,Normal
+1856,60,RL,85,10560,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,474,Unf,0,605,1079,GasA,Ex,Y,SBrkr,1079,800,0,1879,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,473,TA,TA,Y,400,100,144,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal
+1857,70,RL,120,26400,Pave,NA,Reg,Bnk,AllPub,FR2,Gtl,SawyerW,Feedr,Norm,1Fam,2Story,5,7,1880,2007,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1288,728,0,2016,0,0,1,0,4,1,TA,7,Mod,1,TA,Attchd,1900,Unf,2,576,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1858,90,RL,64,7018,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1114,1114,0,2228,0,0,2,0,6,2,TA,8,Typ,0,NA,Detchd,1979,Unf,2,720,TA,TA,Y,73,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca
+1859,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Alloca
+1860,90,RL,64,7040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,BrkFace,216,TA,TA,CBlock,Gd,TA,Av,GLQ,1094,Unf,0,0,1094,GasA,TA,Y,SBrkr,1229,0,0,1229,2,0,0,2,2,2,Gd,6,Typ,2,TA,Detchd,1979,Unf,2,672,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca
+1861,90,RL,64,7007,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1513,0,0,1513,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca
+1862,90,RL,NA,11855,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,2Story,7,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,23,TA,TA,PConc,Ex,TA,No,GLQ,820,Unf,0,348,1168,GasA,Ex,Y,SBrkr,1168,1619,0,2787,2,0,4,2,6,2,TA,8,Typ,2,TA,BuiltIn,2000,Fin,4,820,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1863,90,RL,NA,7939,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,7,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,23,TA,TA,PConc,Ex,TA,No,GLQ,820,Unf,0,348,1168,GasA,Ex,Y,SBrkr,1168,1619,0,2787,2,0,4,2,6,2,TA,8,Typ,2,TA,BuiltIn,2000,Fin,4,820,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1864,90,RL,NA,7976,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,7,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,23,TA,TA,PConc,Ex,TA,No,GLQ,820,Unf,0,348,1168,GasA,Ex,Y,SBrkr,1168,1619,0,2787,2,0,4,2,6,2,TA,8,Typ,2,TA,BuiltIn,2000,Fin,4,820,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1865,20,RL,84,10933,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2009,2009,Hip,CompShg,VinylSd,VinylSd,Stone,242,Ex,TA,PConc,Ex,TA,Gd,GLQ,1021,Unf,0,534,1555,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,1,1,1,1,Ex,8,Typ,1,Gd,Attchd,2009,Fin,3,1138,TA,TA,Y,185,24,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial
+1866,20,RL,65,10816,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,364,Ex,TA,PConc,Ex,TA,Gd,GLQ,1104,Unf,0,616,1720,GasA,Ex,Y,SBrkr,1720,0,0,1720,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,846,TA,TA,Y,208,104,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal
+1867,20,RL,71,9178,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1468,0,0,1468,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,3,904,TA,TA,Y,192,142,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1868,20,RL,77,11422,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,352,Gd,TA,PConc,Ex,TA,Av,GLQ,1359,Unf,0,479,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2007,RFn,2,524,TA,TA,Y,154,222,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1869,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,902,Unf,0,380,1282,GasA,Ex,Y,SBrkr,1290,0,0,1290,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,2,662,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1870,20,RL,95,10324,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,140,Gd,TA,PConc,Gd,TA,Av,GLQ,872,Unf,0,382,1254,GasA,Ex,Y,SBrkr,1254,0,0,1254,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2008,RFn,3,810,TA,TA,Y,168,92,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1871,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Ex,TA,Gd,GLQ,24,Unf,0,1474,1498,GasA,Ex,Y,SBrkr,1498,0,0,1498,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,3,844,TA,TA,Y,144,98,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1872,60,RL,79,11646,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,704,704,GasA,Ex,Y,SBrkr,704,718,0,1422,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,440,TA,TA,Y,36,28,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1873,60,RL,NA,16698,Pave,NA,IR1,HLS,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,2Story,7,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,800,Unf,0,649,1449,GasA,Gd,Y,SBrkr,944,815,0,1759,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1992,Unf,2,525,TA,TA,Y,150,193,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1874,20,RL,65,9757,Pave,NA,Reg,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,755,Unf,0,235,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1995,RFn,1,440,TA,TA,Y,66,0,0,0,92,0,NA,NA,NA,0,10,2009,WD,Normal
+1875,20,RL,65,14753,Pave,NA,IR2,Low,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,950,Unf,0,513,1463,GasA,Ex,Y,SBrkr,1463,0,0,1463,1,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,539,TA,TA,Y,0,81,0,0,0,0,NA,GdPrv,NA,0,12,2009,WD,Normal
+1876,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,TA,TA,PConc,Gd,TA,No,GLQ,606,Unf,0,322,928,GasA,Ex,Y,SBrkr,928,844,0,1772,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,RFn,2,492,TA,TA,Y,150,96,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1877,20,RL,65,10739,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Gd,TA,PConc,Gd,TA,No,GLQ,1259,Unf,0,172,1431,GasA,Ex,Y,SBrkr,1444,0,0,1444,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,577,TA,TA,Y,144,40,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1878,20,RL,75,11166,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,1468,1492,GasA,Ex,Y,SBrkr,1492,0,0,1492,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,608,TA,TA,Y,0,114,0,0,168,0,NA,NA,NA,0,7,2009,WD,Family
+1879,20,RL,NA,16269,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1978,1978,Gable,CompShg,MetalSd,MetalSd,BrkFace,76,TA,TA,BrkTil,Gd,TA,Av,GLQ,625,Unf,0,282,907,GasA,TA,Y,SBrkr,907,0,0,907,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1978,Unf,1,343,TA,TA,Y,72,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal
+1880,20,RL,76,6950,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1979,1979,Gable,CompShg,HdBoard,HdBoard,BrkFace,40,TA,TA,CBlock,TA,TA,No,ALQ,710,BLQ,72,132,914,GasA,TA,Y,SBrkr,914,0,0,914,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1979,Unf,2,444,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1881,20,RL,90,11664,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1234,Unf,0,335,1569,GasA,Ex,Y,SBrkr,1611,0,0,1611,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,3,1231,TA,TA,Y,262,93,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1882,60,RL,NA,12334,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,198,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1068,1068,GasA,Ex,Y,SBrkr,1068,1116,0,2184,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,RFn,2,570,TA,TA,Y,192,132,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1883,60,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,885,0,1725,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,550,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal
+1884,60,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,944,944,GasA,Ex,Y,SBrkr,944,926,0,1870,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,608,TA,TA,Y,256,43,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1885,20,RL,90,15750,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,CollgCr,Feedr,Norm,1Fam,1Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,260,Gd,TA,PConc,Gd,TA,Gd,GLQ,1246,Unf,0,216,1462,GasA,Ex,Y,SBrkr,1513,0,0,1513,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1999,Fin,2,521,TA,TA,Y,135,34,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1886,20,RL,NA,12782,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,HdBoard,HdBoard,BrkFace,164,Gd,TA,PConc,Ex,TA,Gd,GLQ,1360,Unf,0,462,1822,GasA,Ex,Y,SBrkr,1828,0,0,1828,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,523,TA,TA,Y,194,144,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal
+1887,20,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,209,Gd,TA,PConc,Gd,TA,Av,GLQ,1111,Unf,0,306,1417,GasA,Ex,Y,SBrkr,1417,0,0,1417,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1997,Unf,2,511,TA,TA,Y,60,0,0,0,117,0,NA,NA,NA,0,8,2009,WD,Normal
+1888,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,Av,GLQ,1478,Unf,0,100,1578,GasA,Ex,Y,SBrkr,1602,0,0,1602,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,810,TA,TA,Y,0,48,0,0,195,0,NA,NA,NA,0,1,2009,WD,Normal
+1889,60,RL,85,11069,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,608,608,GasA,Ex,Y,SBrkr,608,788,0,1396,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,440,TA,TA,Y,100,36,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1890,20,RL,80,10682,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1960,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,399,Unf,0,615,1014,GasA,TA,Y,SBrkr,1149,0,0,1149,1,0,1,0,3,1,TA,7,Min1,0,NA,2Types,1968,Fin,1,544,TA,TA,Y,0,240,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal
+1891,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,Wood,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal
+1892,20,RL,64,6410,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1959,1959,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,332,Rec,243,301,876,GasA,TA,Y,FuseA,876,0,0,876,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1959,Unf,1,320,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal
+1893,20,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,Mn,Rec,1078,Unf,0,0,1078,GasA,TA,Y,FuseA,1368,0,0,1368,1,0,1,0,3,1,TA,6,Min1,0,NA,Attchd,1950,RFn,1,195,TA,TA,Y,0,41,211,0,0,0,NA,NA,Shed,900,6,2009,WD,Normal
+1894,90,RL,65,10926,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1959,1959,Hip,CompShg,VinylSd,VinylSd,BrkFace,74,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1678,1678,GasA,TA,Y,SBrkr,1678,0,0,1678,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal
+1895,20,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,HdBoard,HdBoard,BrkFace,259,TA,TA,CBlock,TA,TA,No,Rec,546,Unf,0,604,1150,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,0,1,0,2,1,TA,7,Min1,1,TA,Attchd,1956,Unf,1,313,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1896,50,RL,45,8212,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,626,Unf,0,94,720,GasA,Ex,Y,SBrkr,854,444,0,1298,0,0,1,0,3,1,TA,6,Typ,2,Gd,Detchd,1940,Unf,1,256,TA,TA,Y,84,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal
+1897,50,RH,70,6300,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,4,1938,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,88,TA,TA,PConc,TA,Fa,No,LwQ,832,Unf,0,0,832,GasA,TA,Y,SBrkr,832,436,0,1268,0,0,1,1,3,1,TA,7,Typ,2,Gd,Basment,1938,Unf,1,250,TA,TA,Y,0,0,55,0,0,0,NA,NA,NA,0,7,2009,WD,Abnorml
+1898,70,RL,43,5707,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,6,6,1935,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,583,583,GasA,Gd,Y,FuseF,647,595,0,1242,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1926,Unf,1,180,Fa,TA,Y,329,96,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1899,30,RL,64,8574,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,8,1916,2000,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,1232,0,0,1232,0,0,1,0,3,1,Gd,6,Typ,1,Gd,Detchd,1916,Unf,2,440,TA,TA,Y,0,0,180,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1900,70,RL,53,7155,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,8,1918,1990,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,628,600,0,1228,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1918,Unf,1,215,Fa,TA,Y,0,113,0,0,195,0,NA,MnPrv,NA,0,5,2009,WD,Normal
+1901,50,RL,60,13680,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,728,Unf,0,112,840,GasA,Ex,Y,SBrkr,840,727,0,1567,1,0,1,1,2,1,TA,6,Min2,2,TA,Detchd,1961,Unf,2,440,TA,TA,Y,0,21,150,0,0,0,NA,GdPrv,NA,0,2,2009,WD,Normal
+1902,20,RL,80,14680,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,4,1960,1960,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,793,Unf,0,480,1273,GasA,Ex,Y,SBrkr,1273,0,0,1273,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1960,Unf,1,307,TA,TA,Y,483,0,0,0,115,0,NA,MnPrv,NA,0,6,2009,WD,Normal
+1903,90,RL,NA,8145,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Crawfor,Norm,Norm,Duplex,2.5Unf,7,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,246,Unf,0,674,920,GasA,Ex,Y,SBrkr,1240,1240,0,2480,0,0,2,1,5,2,TA,13,Typ,2,Gd,Detchd,1940,Unf,2,400,TA,TA,Y,0,0,57,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1904,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,BrkFace,BrkFace,None,0,TA,Gd,BrkTil,TA,TA,Mn,Rec,154,ALQ,694,264,1112,GasA,Ex,Y,SBrkr,1112,0,0,1112,1,0,1,0,2,1,TA,6,Typ,1,Gd,Attchd,1954,Unf,1,390,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Family
+1905,20,RL,90,13339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,6,1960,1960,Gable,CompShg,HdBoard,Plywood,Stone,132,TA,TA,CBlock,TA,TA,No,LwQ,65,BLQ,875,621,1561,GasA,TA,Y,SBrkr,1561,0,0,1561,1,0,2,0,3,1,TA,6,Typ,1,Gd,Attchd,1960,Fin,2,463,TA,TA,Y,0,148,0,0,120,0,NA,NA,NA,0,5,2009,WD,Normal
+1906,50,RL,78,15600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,7,1949,2005,Gable,CompShg,BrkComm,Brk Cmn,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,312,Rec,507,248,1067,GasW,Fa,N,SBrkr,986,537,0,1523,1,0,2,0,3,1,Fa,7,Maj2,1,TA,Attchd,1949,Unf,1,295,TA,TA,Y,0,0,81,0,0,0,NA,NA,NA,0,10,2009,WD,Normal
+1907,20,RL,100,17500,Pave,NA,Reg,Bnk,AllPub,Corner,Mod,Crawfor,PosA,Norm,1Fam,1Story,6,5,1954,1954,Gable,CompShg,HdBoard,HdBoard,Stone,420,TA,TA,PConc,TA,TA,Av,LwQ,784,BLQ,435,91,1310,GasA,Ex,Y,SBrkr,1906,0,0,1906,1,0,1,1,3,1,TA,6,Typ,2,Gd,Basment,1954,Unf,2,576,TA,TA,Y,0,201,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal
+1908,160,RM,24,1733,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,516,516,GasA,TA,Y,SBrkr,516,516,0,1032,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1980,Unf,2,452,TA,TA,Y,279,0,0,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal
+1909,160,RM,24,1488,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,TwnhsE,2Story,6,6,1980,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Gd,TA,Mn,ALQ,471,Unf,0,90,561,GasA,TA,Y,SBrkr,561,668,0,1229,1,0,1,1,2,1,Gd,5,Typ,1,TA,Attchd,1980,Fin,2,462,TA,TA,Y,176,0,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD,Normal
+1910,160,RM,24,1612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,561,561,GasA,TA,Y,SBrkr,561,668,0,1229,0,0,1,1,2,1,TA,5,Typ,1,TA,Attchd,1980,Fin,2,462,TA,TA,Y,154,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal
+1911,80,RL,NA,13607,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,SLvl,6,6,1986,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,242,TA,Gd,CBlock,TA,TA,No,ALQ,454,Unf,0,118,572,GasA,Gd,Y,SBrkr,1182,800,0,1982,1,0,2,1,3,1,TA,6,Typ,1,TA,BuiltIn,1986,Fin,2,501,TA,TA,Y,400,112,0,0,0,0,NA,NA,Shed,1500,4,2009,WD,Normal
+1912,20,RL,NA,17597,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,9,1971,2009,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,Gd,CBlock,Gd,TA,No,GLQ,803,ALQ,419,581,1803,GasA,TA,Y,SBrkr,2365,0,0,2365,1,0,2,0,3,1,Ex,7,Min1,2,Gd,Attchd,1971,Fin,2,551,TA,TA,Y,200,144,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD,Normal
+1913,70,RM,50,8660,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,6,1900,1993,Gambrel,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,760,760,GasA,Ex,N,SBrkr,928,928,312,2168,0,0,2,0,5,1,Gd,11,Typ,0,NA,Detchd,1998,Unf,2,576,TA,TA,Y,467,160,78,0,0,0,NA,NA,NA,0,12,2009,WD,Normal
+1914,30,C (all),60,10200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,572,572,GasA,Fa,N,FuseP,572,0,0,572,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1940,Unf,1,200,TA,TA,N,0,0,72,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1915,120,RM,44,3843,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,174,Ex,TA,PConc,Ex,TA,Gd,GLQ,1476,Unf,0,120,1596,GasA,Ex,Y,SBrkr,1648,0,0,1648,1,1,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2007,Fin,2,482,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,6,2009,New,Partial
+1916,30,NA,109,21780,Grvl,NA,Reg,Lvl,NA,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,4,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,810,0,0,810,0,0,1,0,1,1,TA,4,Min1,0,NA,Detchd,1975,Unf,1,280,TA,TA,N,119,24,0,0,0,0,NA,NA,NA,0,3,2009,ConLD,Normal
+1917,60,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,8,5,2000,2001,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,445,BLQ,250,412,1107,GasA,Ex,Y,SBrkr,1040,1012,0,2052,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,Fin,3,642,TA,TA,Y,210,91,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1918,85,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,767,Unf,0,135,902,GasA,Ex,Y,SBrkr,926,0,0,926,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1977,Unf,1,351,TA,TA,Y,319,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal
+1919,85,RL,72,9360,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,7,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,841,LwQ,116,0,957,GasA,TA,Y,SBrkr,1287,0,0,1287,1,0,1,1,2,1,TA,5,Typ,2,Fa,Attchd,1977,RFn,2,541,TA,TA,Y,302,39,0,0,120,0,NA,GdWo,NA,0,11,2009,WD,Normal
+1920,20,RL,82,11070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,BLQ,55,Unf,0,1527,1582,GasA,TA,Y,SBrkr,1595,0,0,1595,1,0,2,0,2,1,TA,5,Typ,0,NA,Detchd,1991,Unf,2,672,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,COD,Abnorml
+1921,20,RL,113,13438,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,Stone,246,Ex,TA,CBlock,Ex,TA,Gd,GLQ,1758,Unf,0,432,2190,GasA,Ex,Y,SBrkr,2036,0,0,2036,1,0,2,0,3,1,Ex,9,Typ,1,Ex,Attchd,2008,Fin,3,780,TA,TA,Y,90,154,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1922,20,RL,79,14463,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,BrkFace,406,Ex,TA,PConc,Ex,TA,Gd,GLQ,1115,Unf,0,526,1641,GasA,Ex,Y,SBrkr,1641,0,0,1641,1,0,2,0,3,1,Ex,7,Typ,0,NA,Attchd,2008,Fin,3,885,TA,TA,Y,0,95,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal
+1923,60,RL,NA,9839,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,2Story,6,8,1980,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Gd,TA,No,ALQ,462,Unf,0,250,712,GasA,Ex,Y,SBrkr,1375,862,0,2237,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,1980,Fin,2,440,TA,TA,Y,305,24,0,0,0,0,NA,NA,Shed,2500,2,2009,WD,Normal
+1924,80,RL,125,14419,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,SLvl,7,5,1987,1989,Hip,CompShg,Plywood,Plywood,BrkFace,310,TA,TA,PConc,Gd,TA,Gd,GLQ,904,ALQ,624,117,1645,GasA,Ex,Y,SBrkr,1479,0,0,1479,2,0,2,1,3,1,Gd,7,Min1,1,Fa,Attchd,1987,Fin,2,578,TA,TA,Y,224,238,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1925,60,RL,75,9157,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,1072,942,0,2014,0,0,2,1,3,1,Gd,9,Typ,0,NA,Attchd,2003,Fin,2,486,TA,TA,Y,124,114,0,0,0,0,NA,NA,NA,0,2,2009,WD,Abnorml
+1926,20,RL,85,12633,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,Stone,290,Ex,TA,PConc,Ex,TA,Gd,GLQ,1640,Unf,0,338,1978,GasA,Ex,Y,SBrkr,1978,0,0,1978,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,920,TA,TA,Y,308,52,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal
+1927,20,RL,75,12518,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,182,TA,TA,CBlock,TA,TA,No,ALQ,532,Unf,0,476,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,0,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1968,Unf,1,384,TA,TA,Y,144,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal
+1928,20,RL,83,13383,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1969,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,No,BLQ,594,Unf,0,594,1188,GasA,Ex,Y,SBrkr,1404,0,0,1404,0,0,2,0,3,1,TA,7,Typ,1,Po,Attchd,1969,Unf,2,504,TA,TA,Y,0,16,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal
+1929,85,RL,50,7689,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,8,1972,1972,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,720,BLQ,76,0,796,GasA,Gd,Y,SBrkr,796,0,0,796,0,1,1,0,2,1,TA,4,Typ,0,NA,Detchd,1998,Unf,1,336,TA,TA,Y,138,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal
+1930,80,RL,62,7706,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1993,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,Rec,114,GLQ,270,0,384,GasA,Ex,Y,SBrkr,1091,0,0,1091,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1993,Fin,1,429,TA,TA,Y,280,0,0,0,0,0,NA,NA,Shed,700,8,2009,WD,Normal
+1931,85,RL,70,7669,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,6,1992,1993,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,718,LwQ,110,0,828,GasA,TA,Y,SBrkr,883,0,0,883,1,0,1,0,2,1,TA,5,Typ,1,Fa,Detchd,1998,Unf,2,698,TA,TA,Y,100,32,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal
+1932,60,RL,62,10429,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,5,5,1992,1992,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,PConc,Gd,TA,No,ALQ,330,Unf,0,294,624,GasA,TA,Y,SBrkr,624,663,0,1287,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,2001,Unf,2,440,TA,TA,Y,150,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal
+1933,60,RL,70,10457,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,5,7,1969,1969,Gable,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,Ex,CBlock,TA,TA,Gd,BLQ,496,LwQ,288,0,784,GasA,Ex,Y,SBrkr,784,848,0,1632,0,0,1,1,4,1,TA,7,Typ,1,TA,Attchd,1969,RFn,2,898,TA,TA,Y,0,173,368,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal
+1934,60,RL,72,8702,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,706,Unf,0,220,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,470,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+1935,60,RL,65,8139,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,119,TA,TA,PConc,Gd,TA,No,ALQ,476,Unf,0,204,680,GasA,Gd,Y,SBrkr,680,790,0,1470,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,420,TA,TA,Y,192,49,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal
+1936,60,RL,59,9535,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,851,Unf,0,75,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1998,Fin,2,472,TA,TA,Y,100,82,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+1937,60,RL,NA,15038,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1996,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Rec,138,Unf,0,778,916,GasA,Gd,Y,SBrkr,916,720,0,1636,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1996,Fin,2,386,TA,TA,Y,168,84,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal
+1938,20,RL,53,14137,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,5,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,450,Unf,0,898,1348,GasA,Gd,Y,SBrkr,1384,0,0,1384,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,1996,Unf,2,404,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal
+1939,120,RL,45,6264,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,1997,1997,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,656,Unf,0,1008,1664,GasA,Ex,Y,SBrkr,1682,0,0,1682,1,0,1,1,1,1,Gd,6,Min1,1,TA,Attchd,1997,Fin,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1940,120,RL,39,5070,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1280,1280,GasA,Ex,Y,SBrkr,1280,0,0,1280,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,506,TA,TA,Y,0,82,0,0,144,0,NA,NA,NA,0,8,2008,WD,Normal
+1941,60,RL,73,11184,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,932,932,GasA,Gd,Y,SBrkr,932,701,0,1633,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,460,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,4,2008,WD,Family
+1942,60,RL,NA,14067,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,194,TA,TA,PConc,Gd,TA,No,ALQ,504,Unf,0,332,836,GasA,Gd,Y,SBrkr,851,858,0,1709,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1991,Fin,2,416,TA,TA,Y,0,40,0,0,0,0,NA,GdPrv,NA,0,9,2008,WD,Normal
+1943,120,RL,65,5950,Pave,NA,IR1,HLS,AllPub,Inside,Mod,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1989,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,319,Unf,0,1018,1337,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,RFn,2,462,TA,TA,Y,0,73,154,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+1944,60,RL,101,13543,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,130,Gd,TA,PConc,Ex,TA,Gd,GLQ,16,Unf,0,1152,1168,GasA,Ex,Y,SBrkr,1168,1332,0,2500,0,0,3,1,5,1,Ex,9,Typ,1,Gd,BuiltIn,2005,Fin,3,683,TA,TA,Y,192,32,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1945,20,RL,53,15401,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,296,Ex,TA,PConc,Ex,TA,Gd,GLQ,1337,Unf,0,547,1884,GasA,Ex,Y,SBrkr,1884,0,0,1884,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,670,TA,TA,Y,214,76,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+1946,20,RL,NA,31220,Pave,NA,IR1,Bnk,NA,FR2,Gtl,Gilbert,Feedr,Norm,1Fam,1Story,6,2,1952,1952,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1632,1632,GasA,TA,Y,FuseA,1474,0,0,1474,0,0,1,0,3,1,TA,7,Min2,2,Gd,Attchd,1952,Unf,2,495,TA,TA,Y,0,0,144,0,0,0,NA,NA,Shed,750,5,2008,WD,Normal
+1947,120,RL,60,8118,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,PosN,PosN,TwnhsE,1Story,9,5,2007,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,178,Ex,TA,PConc,Ex,TA,Gd,GLQ,1034,Unf,0,676,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,RFn,2,557,TA,TA,Y,156,48,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1948,20,RL,NA,47280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,1950,1950,Hip,CompShg,AsbShng,AsbShng,BrkFace,44,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1488,1488,GasA,Gd,Y,SBrkr,1488,0,0,1488,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1950,RFn,2,738,TA,TA,Y,0,0,180,0,0,0,NA,NA,NA,0,7,2008,WD,Family
+1949,20,RL,63,12680,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1988,1988,Gable,CompShg,Plywood,Wd Sdng,BrkFace,102,Gd,TA,CBlock,Gd,Gd,Mn,GLQ,983,Unf,0,692,1675,GasA,Ex,Y,SBrkr,1688,0,0,1688,1,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,1988,RFn,2,528,TA,TA,Y,0,48,0,0,141,0,NA,NA,NA,0,6,2008,WD,Normal
+1950,20,RL,NA,10825,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1983,1983,Gable,CompShg,WdShing,Plywood,BrkFace,174,Gd,TA,CBlock,Gd,TA,Mn,GLQ,747,Unf,0,513,1260,GasA,TA,Y,SBrkr,1260,0,0,1260,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1983,Unf,2,598,TA,TA,Y,152,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1951,20,RL,56,18559,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1978,1978,Hip,CompShg,Plywood,Plywood,BrkFace,383,Gd,Gd,CBlock,Gd,TA,No,GLQ,1206,Rec,186,656,2048,GasA,TA,Y,SBrkr,2064,0,0,2064,1,0,2,0,3,1,Gd,7,Typ,2,Fa,Attchd,1978,Fin,2,550,TA,TA,Y,200,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal
+1952,20,RL,85,14450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1979,1979,Hip,CompShg,Plywood,Plywood,BrkFace,194,Gd,TA,CBlock,Gd,Fa,No,ALQ,864,LwQ,449,469,1782,GasA,TA,Y,SBrkr,1782,0,0,1782,0,1,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1979,Fin,2,551,TA,TA,Y,467,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal
+1953,20,RL,90,13068,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Hip,CompShg,HdBoard,HdBoard,BrkFace,621,TA,TA,PConc,Gd,TA,No,ALQ,890,Rec,48,273,1211,GasA,TA,Y,SBrkr,1211,0,0,1211,1,0,2,0,3,1,Gd,6,Typ,1,Po,Attchd,1976,Fin,2,461,TA,TA,Y,0,0,0,174,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal
+1954,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1980,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,280,TA,TA,CBlock,Gd,TA,Mn,Unf,0,Unf,0,738,738,GasA,TA,Y,SBrkr,1277,767,0,2044,0,0,2,1,3,1,TA,7,Min1,1,TA,Attchd,1980,Unf,2,489,TA,TA,Y,28,73,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal
+1955,60,RL,75,9743,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,5,6,1969,1969,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,BLQ,280,Unf,0,440,720,GasA,Gd,Y,SBrkr,720,588,0,1308,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1969,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+1956,60,RL,NA,12511,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1978,1978,Mansard,WdShake,Plywood,Plywood,BrkFace,168,Gd,TA,PConc,Gd,TA,No,ALQ,988,Unf,0,432,1420,GasA,Ex,Y,SBrkr,1420,1420,0,2840,0,1,2,1,4,1,Gd,8,Min2,2,Gd,Attchd,1978,Fin,4,1314,TA,Gd,Y,0,16,0,0,208,0,NA,MnPrv,NA,0,12,2008,WD,Normal
+1957,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1444,1444,GasA,TA,Y,SBrkr,1444,0,0,1444,0,0,2,0,2,1,TA,5,Typ,1,Gd,Attchd,1976,Unf,2,473,TA,TA,Y,0,24,0,0,0,0,NA,GdWo,NA,0,4,2008,WD,Normal
+1958,60,RL,NA,14311,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,402,Gd,TA,PConc,Gd,TA,No,GLQ,1023,Unf,0,213,1236,GasA,Ex,Y,SBrkr,1236,1104,0,2340,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1996,RFn,3,787,TA,TA,Y,192,180,218,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal
+1959,90,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,2Story,5,5,1974,1974,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Mn,Unf,0,Unf,0,896,896,GasA,TA,Y,SBrkr,896,896,0,1792,0,0,2,2,4,2,TA,8,Typ,0,NA,Detchd,1982,Unf,2,480,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+1960,20,RL,68,10295,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,72,TA,TA,CBlock,Gd,TA,Mn,Rec,252,Unf,0,684,936,GasA,TA,Y,SBrkr,936,0,0,936,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1969,Unf,1,288,TA,TA,Y,16,0,0,0,0,0,NA,NA,NA,0,9,2008,COD,Normal
+1961,20,RL,63,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1971,1971,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,Rec,119,ALQ,613,132,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+1962,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,359,TA,TA,CBlock,TA,TA,No,LwQ,458,Unf,0,25,483,GasA,TA,Y,SBrkr,483,504,0,987,0,1,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,52,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal
+1963,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,422,TA,TA,CBlock,TA,TA,No,LwQ,483,Unf,0,0,483,GasA,Gd,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1975,Unf,1,352,TA,TA,Y,411,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+1964,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,356,TA,TA,CBlock,TA,TA,No,Rec,350,Unf,0,280,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal
+1965,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,6,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,286,LwQ,294,275,855,GasA,Gd,Y,SBrkr,855,601,0,1456,0,0,2,1,4,1,TA,7,Typ,0,NA,Attchd,1975,RFn,2,460,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+1966,120,RL,24,2529,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,6,1977,1977,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,378,Unf,0,677,1055,GasA,Fa,Y,SBrkr,1055,0,0,1055,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1977,Unf,2,440,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+1967,20,RL,98,12704,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,302,Gd,TA,PConc,Ex,TA,No,GLQ,1012,Unf,0,570,1582,GasA,Ex,Y,SBrkr,1582,0,0,1582,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,905,TA,TA,Y,209,95,0,0,0,0,NA,NA,NA,0,1,2008,New,Partial
+1968,20,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,554,Gd,TA,PConc,Ex,TA,Gd,GLQ,1728,BLQ,495,195,2418,GasA,Ex,Y,SBrkr,2464,0,0,2464,1,0,2,1,4,1,Ex,9,Typ,1,Ex,Attchd,2007,Fin,3,650,TA,TA,Y,358,78,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal
+1969,20,RL,104,14418,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,480,Ex,TA,PConc,Ex,TA,Gd,GLQ,1375,Unf,0,575,1950,GasA,Ex,Y,SBrkr,1950,0,0,1950,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,706,TA,TA,Y,156,207,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+1970,60,RL,108,13418,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,270,Gd,TA,PConc,Ex,TA,Gd,GLQ,1420,Unf,0,430,1850,GasA,Ex,Y,SBrkr,1850,898,0,2748,1,0,2,1,4,1,Ex,9,Typ,1,Gd,BuiltIn,2006,Fin,3,850,TA,TA,Y,212,182,0,0,0,0,NA,NA,NA,0,10,2008,WD,Abnorml
+1971,60,RL,96,12539,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,Norm,1Fam,2Story,10,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,468,Ex,TA,PConc,Ex,TA,Gd,GLQ,1082,Unf,0,538,1620,GasA,Ex,Y,SBrkr,1632,1158,0,2790,1,0,2,1,4,1,Ex,10,Typ,1,Ex,BuiltIn,2005,Fin,4,1150,TA,TA,Y,30,200,0,0,192,0,NA,NA,NA,0,6,2008,WD,Normal
+1972,60,RL,102,12151,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2005,Gable,CompShg,CemntBd,CmentBd,BrkFace,368,Gd,TA,PConc,Ex,TA,Av,GLQ,1249,Unf,0,165,1414,GasA,Ex,Y,SBrkr,1414,917,0,2331,1,0,2,1,3,1,Ex,9,Typ,1,Gd,BuiltIn,2005,Fin,3,1003,TA,TA,Y,192,63,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal
+1973,60,RL,74,8899,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,108,Ex,TA,PConc,Gd,TA,Av,GLQ,40,Unf,0,908,948,GasA,Ex,Y,SBrkr,948,1140,0,2088,0,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2007,Fin,3,656,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+1974,60,RL,85,10574,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,126,Gd,TA,PConc,Ex,TA,No,GLQ,856,Unf,0,292,1148,GasA,Ex,Y,SBrkr,1170,1162,0,2332,1,0,2,1,4,1,Ex,9,Typ,1,Gd,BuiltIn,2004,Fin,3,756,TA,TA,Y,224,142,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1975,20,RL,106,12720,Pave,NA,Reg,HLS,AllPub,Inside,Mod,NridgHt,Norm,Norm,1Fam,1Story,10,5,2003,2003,Hip,CompShg,MetalSd,MetalSd,Stone,680,Ex,TA,PConc,Ex,TA,Gd,GLQ,2257,Unf,0,278,2535,GasA,Ex,Y,SBrkr,2470,0,0,2470,2,0,1,1,1,1,Ex,7,Typ,2,Gd,Attchd,2003,Fin,3,789,TA,TA,Y,154,65,0,0,216,144,Ex,NA,NA,0,2,2008,WD,Normal
+1976,20,RL,92,10845,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,504,Gd,TA,PConc,Gd,TA,Mn,GLQ,1149,Unf,0,454,1603,GasA,Ex,Y,SBrkr,1575,0,0,1575,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,3,732,TA,TA,Y,216,28,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+1977,60,RL,130,16900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,1110,Gd,TA,PConc,Ex,TA,Mn,GLQ,1075,Unf,0,404,1479,GasA,Ex,Y,SBrkr,1515,1134,0,2649,1,0,2,1,4,1,Gd,10,Typ,1,TA,Attchd,2001,Fin,3,746,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal
+1978,60,RL,112,16451,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,221,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1765,1765,GasA,Ex,Y,SBrkr,1804,886,0,2690,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,Fin,3,795,TA,TA,Y,268,58,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1979,120,RL,58,10110,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,492,Ex,TA,PConc,Gd,TA,No,GLQ,372,Unf,0,1486,1858,GasA,Ex,Y,SBrkr,1866,0,0,1866,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,870,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,11,2008,New,Partial
+1980,120,RL,135,12304,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,144,Gd,TA,PConc,Gd,TA,No,GLQ,20,Unf,0,1347,1367,GasA,Ex,Y,SBrkr,1367,0,0,1367,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+1981,120,RL,89,8232,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2007,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,714,Ex,TA,PConc,Ex,TA,No,GLQ,1204,Unf,0,596,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,RFn,3,944,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,6,2008,New,Partial
+1982,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,176,Gd,TA,PConc,Gd,TA,No,GLQ,846,Unf,0,496,1342,GasA,Ex,Y,SBrkr,1342,0,0,1342,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,550,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+1983,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1318,1342,GasA,Ex,Y,SBrkr,1342,0,0,1342,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,2,550,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal
+1984,160,RL,36,2448,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal
+1985,120,RL,NA,3940,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,143,Gd,TA,PConc,Gd,TA,Gd,GLQ,1073,Unf,0,342,1415,GasA,Ex,Y,SBrkr,1455,0,0,1455,1,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2003,Fin,3,644,TA,TA,Y,156,20,0,0,144,0,NA,NA,NA,0,8,2008,WD,Normal
+1986,120,RM,NA,3940,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,24,Gd,TA,PConc,Gd,TA,No,GLQ,1087,Unf,0,306,1393,GasA,Ex,Y,SBrkr,1576,0,0,1576,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2004,RFn,3,668,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+1987,20,RL,53,3710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,WdShing,Wd Shng,BrkFace,20,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1146,1146,GasA,Ex,Y,SBrkr,1246,0,0,1246,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2007,Fin,2,428,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,3,2008,New,Partial
+1988,60,RL,80,9024,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,789,789,GasA,Ex,Y,SBrkr,813,702,0,1515,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1989,60,RL,NA,8010,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,880,0,1720,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2002,Fin,2,400,TA,TA,Y,138,48,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1990,60,RL,NA,8396,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1139,0,1986,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,Fin,2,434,TA,TA,Y,120,48,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+1991,120,RL,55,7301,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,6,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,176,Gd,TA,PConc,Gd,TA,No,GLQ,876,Unf,0,474,1350,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,484,TA,TA,Y,192,26,0,0,0,0,NA,NA,NA,0,11,2008,New,Partial
+1992,60,RL,71,8220,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,647,Gd,TA,PConc,Gd,TA,Av,GLQ,544,Unf,0,438,982,GasA,Ex,Y,SBrkr,1008,884,0,1892,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2000,RFn,2,431,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1993,60,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,707,707,GasA,Ex,Y,SBrkr,707,707,0,1414,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2002,Fin,2,403,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+1994,60,RL,41,12460,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,870,Unf,0,167,1037,GasA,Ex,Y,SBrkr,1037,1285,0,2322,0,0,2,1,4,1,TA,8,Typ,1,TA,BuiltIn,1999,Fin,2,400,TA,TA,Y,144,44,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+1995,60,RL,77,8390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,873,778,0,1651,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,450,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+1996,75,RL,84,9660,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2.5Unf,8,5,1997,1997,Hip,CompShg,HdBoard,HdBoard,BrkFace,1290,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1173,1173,GasA,Ex,Y,SBrkr,1182,1017,0,2199,0,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1997,Fin,2,516,TA,TA,Y,0,131,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+1997,60,RL,NA,11000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,295,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1519,1519,GasA,Ex,Y,SBrkr,1533,639,0,2172,0,0,2,1,4,1,Ex,8,Typ,1,TA,BuiltIn,2000,RFn,3,687,TA,TA,Y,162,153,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+1998,20,RL,136,11675,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,495,Gd,TA,PConc,Gd,TA,Av,GLQ,1660,Unf,0,322,1982,GasA,Ex,Y,SBrkr,2006,0,0,2006,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1998,Fin,3,938,TA,TA,Y,144,33,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+1999,60,RL,97,10990,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,851,Unf,0,213,1064,GasA,Ex,Y,SBrkr,1064,1061,0,2125,1,0,2,1,4,1,Gd,12,Typ,2,TA,Attchd,1996,RFn,2,576,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2000,60,RL,NA,11929,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,466,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1242,1242,GasA,Ex,Y,SBrkr,1251,1250,0,2501,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,751,TA,TA,Y,192,87,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2001,60,RL,91,10010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1994,Hip,WdShake,VinylSd,VinylSd,BrkFace,320,Gd,TA,PConc,Gd,TA,Av,BLQ,228,GLQ,852,0,1080,GasA,Ex,Y,SBrkr,1108,1089,0,2197,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1993,Fin,3,783,TA,TA,Y,385,99,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2002,20,RL,74,13253,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,128,Gd,TA,PConc,Ex,TA,No,GLQ,1096,Unf,0,482,1578,GasA,Gd,Y,SBrkr,1578,0,0,1578,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Unf,3,642,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2003,60,RL,73,9801,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,156,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1341,1341,GasA,Ex,Y,SBrkr,1341,520,0,1861,0,0,3,0,3,1,Gd,7,Typ,1,Gd,BuiltIn,2007,RFn,3,851,TA,TA,Y,144,60,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2004,60,RL,80,9428,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,310,Gd,TA,PConc,Gd,TA,Av,GLQ,729,Unf,0,226,955,GasA,Ex,Y,SBrkr,955,919,0,1874,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2007,Fin,3,880,TA,TA,Y,168,108,0,0,0,0,NA,NA,NA,0,2,2008,New,Partial
+2005,20,RL,87,10037,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Ex,TA,No,GLQ,666,Unf,0,794,1460,GasA,Ex,Y,SBrkr,1460,0,0,1460,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,480,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal
+2006,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1339,1363,GasA,Ex,Y,SBrkr,1372,0,0,1372,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,2,588,TA,TA,Y,192,113,0,0,0,0,NA,NA,NA,0,7,2008,New,Partial
+2007,20,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,292,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1660,1660,GasA,Ex,Y,SBrkr,1660,0,0,1660,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,660,TA,TA,Y,133,120,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2008,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,CemntBd,CmentBd,Stone,210,Gd,TA,PConc,Gd,TA,No,GLQ,902,Unf,0,316,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,462,TA,TA,Y,168,168,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial
+2009,60,RL,68,10110,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,80,ALQ,555,200,835,GasA,Ex,Y,SBrkr,835,861,0,1696,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,542,TA,TA,Y,143,66,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2010,60,RL,67,12774,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,835,835,GasA,Ex,Y,SBrkr,835,828,0,1663,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,478,TA,TA,Y,168,68,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2011,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,126,TA,TA,PConc,Gd,Gd,No,GLQ,80,Unf,0,1095,1175,GasA,Ex,Y,SBrkr,1175,0,0,1175,1,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,90,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2012,20,RL,81,9260,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1162,1162,GasA,Ex,Y,SBrkr,1162,0,0,1162,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,483,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal
+2013,60,RL,65,8453,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,38,Gd,TA,PConc,Gd,TA,No,GLQ,362,Unf,0,392,754,GasA,Ex,Y,SBrkr,754,855,0,1609,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,525,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2014,60,RL,50,8480,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,Gd,TA,PConc,Gd,TA,No,GLQ,602,Unf,0,284,886,GasA,Ex,Y,SBrkr,886,794,0,1680,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,474,TA,TA,Y,144,96,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal
+2015,60,RL,43,14565,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,145,Gd,TA,PConc,Gd,TA,Av,GLQ,537,Unf,0,295,832,GasA,Ex,Y,SBrkr,832,825,0,1657,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1994,RFn,2,483,TA,TA,Y,144,74,0,0,0,0,NA,NA,Shed,2000,11,2008,WD,Normal
+2016,60,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,472,Unf,0,355,827,GasA,Ex,Y,SBrkr,827,850,0,1677,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2001,RFn,2,627,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+2017,60,RL,75,8285,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,397,Unf,0,439,836,GasA,Gd,Y,SBrkr,844,893,0,1737,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,Fin,2,506,TA,TA,Y,192,85,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2018,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1963,1963,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,Gd,No,BLQ,53,ALQ,799,132,984,GasA,TA,Y,SBrkr,984,0,0,984,1,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1963,RFn,1,384,TA,TA,Y,145,56,0,0,0,0,NA,MnPrv,Shed,400,8,2008,WD,Normal
+2019,20,RL,75,8100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,8,1961,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,764,Unf,0,100,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Gd,5,Typ,1,TA,Detchd,1962,Unf,1,420,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2020,190,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,2fmCon,1Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Fa,Mn,ALQ,890,Unf,0,0,890,GasA,Gd,N,SBrkr,890,0,0,890,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1970,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2021,20,RL,60,6360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1963,1963,Hip,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,No,ALQ,489,Unf,0,375,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1963,Unf,1,276,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,650,1,2008,COD,Abnorml
+2022,20,RL,95,19508,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,5,1974,1974,Gable,CompShg,HdBoard,ImStucc,BrkFace,144,TA,TA,CBlock,TA,TA,Av,ALQ,800,Unf,0,630,1430,GasA,TA,Y,SBrkr,1430,0,0,1430,0,1,2,0,3,1,TA,6,Typ,2,TA,Attchd,1974,Unf,2,484,TA,TA,Y,117,108,165,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2023,50,RL,70,10759,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,4,1972,1972,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,No,LwQ,190,ALQ,811,0,1001,GasA,TA,Y,SBrkr,1001,640,0,1641,0,0,2,0,4,1,TA,5,Typ,1,Gd,Detchd,1972,Unf,2,490,TA,TA,Y,0,0,92,0,0,0,NA,GdPrv,NA,0,7,2008,WD,Normal
+2024,60,RL,NA,9205,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,6,5,1990,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,304,Gd,TA,PConc,Gd,TA,No,ALQ,704,Unf,0,226,930,GasA,Ex,Y,SBrkr,1364,1319,0,2683,1,0,2,1,4,1,Gd,9,Typ,2,Gd,Attchd,1990,RFn,2,473,TA,TA,Y,237,251,0,0,196,0,NA,NA,NA,0,6,2008,WD,Normal
+2025,60,RL,105,11025,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,9,5,1993,1994,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,568,Gd,TA,PConc,Gd,TA,Gd,BLQ,520,Unf,0,1328,1848,GasA,Ex,Y,SBrkr,1827,959,0,2786,1,0,2,1,4,1,Gd,10,Typ,1,Ex,Attchd,1993,Fin,2,636,TA,TA,Y,294,49,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2026,120,FV,37,3435,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1211,1235,GasA,Ex,Y,SBrkr,1245,0,0,1245,0,0,2,0,1,1,Gd,5,Typ,0,NA,Attchd,2004,RFn,2,495,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2027,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,390,Unf,0,210,600,GasA,Ex,Y,SBrkr,600,600,0,1200,1,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2028,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,689,689,GasA,Ex,Y,SBrkr,703,689,0,1392,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2007,Unf,2,540,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,3,2008,WD,Abnorml
+2029,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,Stone,216,TA,TA,PConc,Gd,TA,No,GLQ,550,Unf,0,194,744,GasA,Gd,Y,SBrkr,757,792,0,1549,1,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2030,120,FV,NA,4765,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,2000,2000,Hip,CompShg,MetalSd,MetalSd,BrkFace,260,Gd,TA,PConc,Gd,TA,Av,GLQ,1027,Unf,0,587,1614,GasA,Ex,Y,SBrkr,1638,0,0,1638,1,0,2,0,2,1,Ex,5,Typ,1,TA,Attchd,2000,Fin,2,495,TA,TA,Y,230,68,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2031,120,FV,NA,4538,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,179,Gd,TA,PConc,Ex,TA,Av,GLQ,1004,Unf,0,306,1310,GasA,Ex,Y,SBrkr,1310,0,0,1310,1,0,1,1,1,1,Gd,5,Typ,1,TA,Attchd,2001,RFn,2,545,TA,TA,Y,277,45,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2032,120,FV,42,4385,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,964,Unf,0,455,1419,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,1,1,2,1,Ex,5,Typ,1,TA,Attchd,2001,Fin,2,588,TA,TA,Y,155,58,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+2033,120,FV,35,4109,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,260,Gd,TA,PConc,Gd,TA,Av,GLQ,1141,Unf,0,416,1557,GasA,Ex,Y,SBrkr,1557,0,0,1557,1,0,2,0,2,1,Ex,5,Typ,1,TA,Attchd,1999,RFn,2,484,TA,TA,Y,124,113,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2034,160,FV,24,2160,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,SLvl,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,600,Unf,0,72,672,GasA,Ex,Y,SBrkr,684,720,0,1404,1,0,2,1,3,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,462,TA,TA,Y,20,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2035,60,FV,79,10646,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,513,TA,TA,PConc,TA,TA,No,GLQ,681,Unf,0,177,858,GasA,Ex,Y,SBrkr,872,917,0,1789,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2001,Fin,2,546,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2036,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,466,Gd,TA,PConc,Gd,TA,No,GLQ,612,Unf,0,348,960,GasA,Ex,Y,SBrkr,962,624,0,1586,1,0,2,1,3,1,Gd,7,Typ,0,NA,Detchd,1999,Unf,2,480,TA,TA,Y,169,0,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal
+2037,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,813,Unf,0,147,960,GasA,Ex,Y,SBrkr,962,645,0,1607,1,0,2,1,3,1,Gd,7,Typ,0,NA,Detchd,2000,Unf,2,480,TA,TA,Y,169,0,0,0,0,0,NA,NA,NA,0,12,2008,ConLD,Normal
+2038,160,FV,36,3951,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,10,5,1998,1999,Gable,CompShg,BrkFace,MetalSd,None,0,Ex,TA,PConc,Gd,TA,Mn,BLQ,128,GLQ,842,0,970,GasA,Ex,Y,SBrkr,1469,924,0,2393,1,0,2,1,2,1,Ex,7,Typ,1,TA,Attchd,1998,Fin,2,846,TA,TA,Y,0,90,0,0,94,0,NA,NA,NA,0,2,2008,WD,Normal
+2039,120,RL,22,11064,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1995,1995,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,LwQ,560,GLQ,670,0,1230,GasA,Ex,Y,SBrkr,1239,0,0,1239,1,0,1,1,1,1,Gd,4,Typ,1,Fa,Attchd,1995,Fin,2,477,TA,TA,Y,172,24,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal
+2040,60,RL,NA,24572,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,1Fam,2Story,9,3,1977,1977,Mansard,CompShg,Wd Sdng,Wd Sdng,BrkFace,1050,Gd,Gd,CBlock,Gd,TA,No,GLQ,410,Unf,0,584,994,GasA,TA,Y,SBrkr,1599,1345,0,2944,0,0,2,2,3,1,Gd,9,Typ,1,Gd,Attchd,1977,RFn,3,864,TA,TA,Y,140,70,16,0,0,0,NA,NA,NA,0,6,2008,WD,Family
+2041,20,RL,103,16280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,9,1976,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Ex,Ex,CBlock,Gd,NA,Mn,GLQ,1044,Rec,382,0,1426,GasA,Ex,Y,SBrkr,1671,0,0,1671,1,0,3,0,3,1,Ex,6,Typ,1,Gd,Attchd,1976,RFn,2,550,TA,TA,Y,280,90,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal
+2042,60,FV,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,952,952,GasA,Ex,Y,SBrkr,952,860,0,1812,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2002,RFn,2,469,TA,TA,Y,144,112,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2043,80,RL,NA,11104,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1969,1969,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,828,Unf,0,599,1427,GasA,Gd,Y,SBrkr,1427,0,0,1427,0,1,2,0,4,1,TA,7,Typ,0,NA,Attchd,1969,RFn,2,516,TA,TA,Y,0,0,0,0,216,0,NA,NA,NA,0,5,2008,WD,Normal
+2044,20,RL,85,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,301,Unf,0,1439,1740,GasA,Fa,Y,SBrkr,1740,0,0,1740,0,0,1,1,4,1,TA,8,Typ,1,TA,Attchd,1968,RFn,2,512,TA,TA,Y,25,0,0,0,192,0,NA,GdWo,NA,0,10,2008,WD,Family
+2045,20,RL,NA,15387,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1967,1967,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,603,BLQ,294,723,1620,GasA,Ex,Y,SBrkr,1620,0,0,1620,0,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1967,Unf,2,578,TA,TA,Y,0,62,192,0,0,0,NA,NA,Shed,450,8,2008,WD,Normal
+2046,90,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,Duplex,1Story,5,6,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1625,1625,GasA,Ex,Y,SBrkr,1625,0,0,1625,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1965,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,ConLD,Normal
+2047,60,RL,73,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,2Story,5,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,732,Unf,0,0,732,GasA,Ex,Y,SBrkr,732,732,0,1464,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1968,Unf,2,470,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2048,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1965,2005,Hip,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,260,Rec,456,196,912,GasA,Ex,Y,SBrkr,925,0,0,925,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1978,Unf,2,576,TA,TA,Y,233,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2049,90,RL,72,11072,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1728,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal
+2050,60,RL,NA,13355,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,No,ALQ,583,Unf,0,242,825,GasA,TA,Y,SBrkr,845,825,0,1670,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1971,Fin,2,464,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2051,20,RL,74,7785,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1014,0,0,1014,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,267,TA,TA,Y,0,0,40,0,200,0,NA,GdWo,NA,0,3,2008,WD,Normal
+2052,20,RL,90,9900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1961,1961,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1114,1114,GasA,TA,Y,SBrkr,1114,0,0,1114,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,RFn,2,451,TA,TA,Y,0,0,0,0,164,0,NA,NA,NA,0,5,2008,COD,Abnorml
+2053,20,RL,NA,11332,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,528,Unf,0,590,1118,GasA,Ex,Y,SBrkr,1118,0,0,1118,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1960,RFn,1,264,TA,TA,Y,290,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal
+2054,70,RL,50,4882,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,BrkSide,RRAn,Feedr,1Fam,2Story,4,7,1937,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,120,Unf,0,228,348,GasA,TA,Y,SBrkr,453,453,0,906,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1937,Unf,1,231,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+2055,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkFace,203,Fa,Fa,CBlock,TA,TA,No,Rec,658,Unf,0,638,1296,GasA,TA,Y,SBrkr,1496,0,0,1496,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1960,RFn,2,450,TA,TA,Y,0,22,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal
+2056,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1950,2006,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,32,Rec,308,232,572,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Attchd,1950,RFn,1,264,TA,TA,Y,0,192,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+2057,20,RL,63,7584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,5,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,88,TA,TA,CBlock,TA,TA,No,LwQ,531,Unf,0,505,1036,GasA,Ex,Y,SBrkr,1036,0,0,1036,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1953,RFn,1,312,TA,TA,Y,120,24,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal
+2058,60,RL,90,14670,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,7,1966,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,410,Gd,Gd,CBlock,TA,TA,No,BLQ,575,Unf,0,529,1104,GasA,Ex,Y,SBrkr,1104,884,0,1988,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1966,RFn,2,480,TA,TA,Y,0,230,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal
+2059,20,RL,74,8856,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,4,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,143,TA,TA,CBlock,TA,TA,No,ALQ,621,LwQ,52,503,1176,GasA,TA,Y,SBrkr,1176,0,0,1176,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,1,292,TA,TA,Y,0,88,0,0,95,0,NA,NA,NA,0,5,2008,WD,Normal
+2060,20,RL,82,9840,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1998,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1053,Unf,0,195,1248,GasA,TA,Y,SBrkr,1440,0,0,1440,1,0,2,0,2,1,Gd,7,Typ,0,NA,Attchd,1959,RFn,1,480,TA,TA,Y,150,0,0,0,256,0,NA,NA,NA,0,6,2008,WD,Normal
+2061,20,RL,90,13200,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1958,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,187,TA,TA,CBlock,TA,TA,No,LwQ,958,Unf,0,437,1395,GasA,Ex,Y,SBrkr,1570,0,0,1570,1,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1958,RFn,2,441,TA,TA,Y,490,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2062,20,RL,75,10425,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,774,Unf,0,330,1104,GasA,Gd,Y,SBrkr,1104,0,0,1104,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1956,RFn,1,384,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2063,20,RL,60,11556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1952,1952,Gable,CompShg,MetalSd,MetalSd,Stone,52,TA,TA,CBlock,TA,TA,No,Rec,148,Unf,0,572,720,GasA,Ex,Y,FuseA,882,0,0,882,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1952,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal
+2064,20,RL,102,9373,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1953,1953,Gable,CompShg,MetalSd,MetalSd,BrkFace,84,TA,TA,CBlock,TA,TA,No,Rec,500,LwQ,196,456,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1971,Unf,2,636,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2065,20,RL,NA,12774,Pave,NA,Reg,Lvl,AllPub,Inside,Sev,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,624,LwQ,128,232,984,GasW,TA,N,SBrkr,950,0,0,950,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1953,Unf,2,400,TA,TA,Y,0,32,0,0,0,0,NA,GdWo,NA,0,7,2008,WD,Normal
+2066,20,RL,95,14250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1957,1957,Gable,CompShg,Plywood,Plywood,BrkFace,360,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,998,998,GasA,TA,Y,SBrkr,1790,0,0,1790,0,0,2,0,3,1,TA,6,Typ,2,Gd,Attchd,1957,Fin,2,540,TA,TA,Y,0,40,0,0,0,0,NA,NA,Shed,1500,9,2008,WD,Normal
+2067,20,RL,71,8838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1957,1982,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1764,0,0,1764,0,0,2,1,4,1,TA,7,Maj2,1,TA,Attchd,1957,Fin,1,301,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal
+2068,90,RL,76,12436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1824,1824,GasA,Fa,Y,FuseA,1824,0,0,1824,0,0,2,0,5,2,TA,9,Typ,0,NA,Detchd,1958,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal
+2069,20,RL,60,10122,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1948,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,869,0,0,869,0,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1948,Unf,1,390,Fa,TA,N,0,0,66,0,0,0,NA,GdPrv,NA,0,8,2008,WD,Normal
+2070,50,RL,45,7506,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1925,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,747,747,GasA,TA,Y,SBrkr,747,412,0,1159,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1932,Unf,1,288,Fa,TA,N,84,0,96,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2071,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1940,2005,Gambrel,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Gd,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1997,Unf,1,308,TA,TA,N,88,108,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2072,50,RL,60,10836,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,892,892,GasA,Ex,Y,SBrkr,1254,182,0,1436,0,1,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1968,Unf,4,1488,Fa,TA,N,0,0,100,0,0,0,NA,GdWo,NA,0,6,2008,WD,Normal
+2073,20,RL,78,10180,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,744,Unf,0,168,912,GasA,TA,Y,SBrkr,1044,0,0,1044,0,1,1,1,3,1,TA,5,Typ,1,Fa,Attchd,1990,Fin,2,372,TA,TA,Y,200,48,0,0,0,0,NA,GdWo,Shed,450,6,2008,WD,Normal
+2074,20,RL,76,11355,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,7,1958,2001,Gable,Tar&Grv,HdBoard,HdBoard,BrkFace,125,TA,TA,CBlock,TA,TA,No,BLQ,637,Unf,0,675,1312,GasA,Ex,Y,SBrkr,1312,0,0,1312,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1958,RFn,2,495,TA,TA,Y,0,304,144,0,0,0,NA,MnPrv,Othr,6500,4,2008,WD,Normal
+2075,20,RL,NA,12929,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1960,1993,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,276,TA,TA,CBlock,TA,TA,Gd,GLQ,697,Unf,0,384,1081,GasA,TA,Y,SBrkr,1081,0,0,1081,1,0,1,0,3,1,TA,5,Typ,0,NA,CarPort,1960,Unf,1,401,TA,TA,Y,36,82,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2076,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,1951,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,No,LwQ,432,Unf,0,444,876,GasA,TA,Y,SBrkr,876,0,0,876,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1972,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml
+2077,20,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,BLQ,476,Rec,488,292,1256,GasA,Gd,Y,FuseA,1256,0,0,1256,1,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,311,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2078,20,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,BrkFace,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,520,Rec,319,188,1027,GasA,TA,Y,SBrkr,1027,0,0,1027,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,299,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal
+2079,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,315,Unf,0,453,768,GasA,Ex,Y,SBrkr,819,501,0,1320,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1994,Unf,2,576,TA,TA,Y,108,0,0,0,0,0,NA,GdWo,NA,0,9,2008,WD,Normal
+2080,45,RL,64,6390,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1.5Unf,6,7,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,936,936,GasA,TA,Y,FuseA,984,0,0,984,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1954,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2008,WD,Normal
+2081,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,673,Unf,0,181,854,GasA,Fa,Y,FuseA,854,424,0,1278,0,0,1,0,4,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnWw,NA,0,4,2008,WD,Normal
+2082,90,RL,113,8513,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,1Story,5,5,1961,1961,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1800,1800,GasA,TA,N,SBrkr,1800,0,0,1800,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml
+2083,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,6,1955,1967,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,GLQ,370,Unf,0,398,768,GasA,Gd,Y,SBrkr,1024,564,0,1588,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1955,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal
+2084,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,825,825,GasA,TA,Y,FuseA,825,0,0,825,0,1,1,0,2,1,TA,4,Typ,0,NA,Attchd,1954,Unf,1,350,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2085,20,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1117,1117,GasA,Ex,Y,SBrkr,1117,0,0,1117,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,COD,Normal
+2086,20,RM,56,9836,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,96,Unf,0,96,192,GasA,Gd,N,SBrkr,1133,0,0,1133,1,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2008,Unf,1,308,TA,TA,Y,0,175,0,0,0,0,NA,NA,NA,0,12,2008,WD,Abnorml
+2087,50,RM,57,9184,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,7,1948,2005,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,SBrkr,948,375,0,1323,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1948,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2088,70,RM,80,4800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,5,1910,2003,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,680,680,GasA,Fa,N,SBrkr,680,680,0,1360,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1910,Unf,1,330,Fa,TA,Y,192,50,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal
+2089,30,RM,60,4800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,4,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1950,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal
+2090,75,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,7,1915,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,728,728,GasA,Gd,Y,SBrkr,728,728,0,1456,0,0,1,1,4,1,Gd,7,Typ,0,NA,Detchd,1915,Unf,1,308,Fa,Fa,N,0,0,248,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2091,190,RM,63,11426,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,4,6,1910,1996,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Unf,0,Unf,0,828,828,GasA,Gd,Y,FuseA,828,658,108,1594,0,0,2,0,3,2,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,172,109,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2092,50,RM,63,7628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,6,1940,1985,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,801,801,GasA,Gd,Y,FuseA,1095,561,0,1656,0,0,2,0,2,1,TA,8,Mod,0,NA,Detchd,1958,Unf,2,440,TA,TA,Y,187,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2093,50,RM,81,7308,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,5,1920,1950,Gable,CompShg,WdShing,Wd Shng,None,0,Fa,Fa,BrkTil,TA,TA,No,Rec,360,Unf,0,576,936,GasA,Gd,N,FuseA,960,780,0,1740,0,0,1,0,2,1,Ex,6,Typ,1,Gd,Detchd,1920,Unf,1,225,Fa,Fa,N,0,0,236,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2094,30,RM,60,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,7,6,1920,2006,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,931,931,GasA,TA,Y,SBrkr,1027,0,0,1027,0,1,1,0,2,1,Gd,5,Typ,1,TA,NA,NA,NA,0,0,NA,NA,N,0,28,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal
+2095,190,RM,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,6,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,590,Unf,0,294,884,GasA,TA,Y,SBrkr,884,552,0,1436,0,0,2,0,3,2,TA,8,Typ,2,Gd,Detchd,1940,Unf,2,828,TA,TA,Y,0,0,126,0,0,0,NA,NA,NA,0,5,2008,Con,Normal
+2096,30,RM,60,6756,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1910,1950,Mansard,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,Unf,0,Unf,0,481,481,GasA,TA,N,FuseA,899,0,0,899,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1930,Unf,1,200,Fa,TA,P,0,0,96,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+2097,50,RM,44,5914,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,9,1890,1996,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,684,684,GasA,Gd,Y,SBrkr,684,396,0,1080,0,0,1,0,3,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,165,30,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+2098,50,RM,75,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1946,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,445,Unf,0,459,904,GasA,Ex,Y,FuseA,904,595,0,1499,0,0,1,0,3,1,TA,5,Typ,1,Po,Detchd,1959,Unf,3,869,TA,Gd,Y,0,20,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2099,20,RM,62,7311,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,2,5,1946,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,407,407,GasA,TA,N,FuseA,407,0,0,407,0,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1949,Unf,1,297,Fa,TA,Y,76,0,120,0,0,0,NA,NA,NA,0,3,2008,WD,Abnorml
+2100,20,RM,103,12205,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,1,1949,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,448,448,GasA,Gd,Y,SBrkr,1588,0,0,1588,0,0,2,0,5,1,TA,6,Maj2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Abnorml
+2101,190,RM,69,9142,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1900,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Fa,TA,No,Unf,0,Unf,0,797,797,GasA,TA,N,FuseA,830,797,0,1627,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1950,Unf,2,420,Fa,Po,N,192,0,60,0,0,0,NA,NA,NA,0,2,2008,WD,Normal
+2102,75,RM,53,5350,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,8,1920,1965,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,116,Unf,0,508,624,GasA,Ex,Y,SBrkr,730,720,0,1450,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1935,Unf,1,288,TA,TA,Y,0,192,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD,Normal
+2103,50,RM,69,9143,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1900,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,346,346,GasA,Ex,Y,SBrkr,709,308,0,1017,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1961,Unf,1,308,TA,TA,N,0,0,139,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2104,190,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1920,1960,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,234,Unf,0,739,973,GasA,TA,Y,FuseP,1377,973,0,2350,0,0,2,0,4,2,TA,10,Typ,0,NA,2Types,1930,Unf,2,393,TA,TA,Y,0,0,219,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2105,70,RM,60,6000,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,9,1905,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,572,572,GasA,Ex,Y,SBrkr,884,656,0,1540,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,240,77,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal
+2106,70,RM,60,11340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,2,1,1920,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,Fa,BrkTil,Fa,Fa,No,Unf,0,Unf,0,723,723,GasA,TA,N,SBrkr,723,363,0,1086,0,0,1,0,2,1,TA,5,Maj1,0,NA,Detchd,1920,Unf,2,400,Fa,Po,N,0,24,144,0,0,0,NA,NA,NA,0,11,2008,ConLD,Normal
+2107,70,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1890,1999,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1313,1313,GasW,Gd,Y,SBrkr,1313,1182,0,2495,0,0,2,0,5,1,TA,10,Typ,1,Gd,Detchd,1950,Unf,2,342,TA,Fa,Y,0,299,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal
+2108,20,RM,65,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,MetalSd,MetalSd,BrkFace,164,TA,TA,CBlock,TA,TA,No,Rec,200,Unf,0,784,984,GasA,Gd,Y,SBrkr,984,0,0,984,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1959,Unf,1,308,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2109,20,RM,52,8516,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1958,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,869,869,GasA,TA,Y,SBrkr,1093,0,0,1093,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1959,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2110,30,RL,55,7111,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1928,1983,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,Gd,BrkTil,TA,TA,No,LwQ,406,BLQ,273,329,1008,GasA,TA,Y,SBrkr,1143,0,0,1143,0,0,1,0,2,1,TA,5,Typ,1,Po,Detchd,1992,Unf,1,288,TA,TA,Y,265,0,0,0,0,0,NA,GdPrv,NA,0,7,2008,WD,Normal
+2111,50,RM,NA,7425,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,RRAn,Artery,1Fam,1.5Fin,7,7,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Unf,0,Unf,0,672,672,GasA,Gd,Y,SBrkr,1195,473,0,1668,0,0,1,1,3,1,Gd,8,Typ,0,NA,Attchd,1945,Unf,1,252,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Abnorml
+2112,50,RL,NA,7010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1935,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,175,Unf,0,849,1024,GasA,TA,Y,SBrkr,1144,594,0,1738,0,0,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1950,Unf,1,240,TA,TA,P,0,30,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2113,50,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,5,7,1941,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,600,Unf,0,72,672,GasA,Ex,Y,SBrkr,832,378,0,1210,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1941,Unf,1,240,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2114,70,RM,59,5870,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Feedr,1Fam,2Story,6,9,1900,2000,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,554,554,GasA,Ex,Y,SBrkr,736,554,0,1290,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1926,Unf,1,200,Fa,TA,Y,38,112,0,0,0,0,NA,MnPrv,Shed,400,4,2008,WD,Normal
+2115,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1940,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,521,Unf,0,460,981,GasA,Ex,Y,SBrkr,1014,658,0,1672,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1940,Unf,1,240,TA,TA,Y,0,11,0,0,0,0,NA,GdPrv,NA,0,7,2008,WD,Normal
+2116,30,RM,50,6000,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1924,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,949,949,GasA,Ex,Y,SBrkr,949,0,0,949,0,0,1,0,2,1,TA,5,Typ,1,Fa,Detchd,1924,Unf,2,370,TA,TA,Y,0,0,48,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2117,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1937,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,201,LwQ,162,462,825,GasA,Ex,Y,SBrkr,825,672,0,1497,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,2004,Unf,1,672,TA,TA,Y,272,0,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal
+2118,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,264,Unf,0,475,739,GasA,Ex,Y,SBrkr,874,468,0,1342,0,0,2,0,2,2,TA,7,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2119,45,RM,50,5000,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1.5Unf,6,7,1926,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,992,992,GasA,Ex,Y,SBrkr,1013,0,0,1013,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1926,Unf,1,160,Fa,TA,Y,0,0,101,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2120,50,RM,60,5520,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,5,7,1920,1997,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,68,Unf,0,497,565,GasA,TA,Y,SBrkr,565,651,0,1216,1,0,1,0,3,1,TA,6,Typ,1,Gd,BuiltIn,1920,RFn,1,355,Fa,TA,Y,0,0,180,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal
+2121,20,RM,99,5940,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,7,1946,1950,Gable,CompShg,MetalSd,CBlock,None,0,TA,TA,PConc,NA,NA,NA,NA,NA,NA,NA,NA,NA,GasA,TA,Y,FuseA,896,0,0,896,NA,NA,1,0,2,1,TA,4,Typ,0,NA,Detchd,1946,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2008,ConLD,Abnorml
+2122,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,7,1929,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,80,Unf,0,624,704,GasA,Ex,Y,SBrkr,624,512,0,1136,0,1,1,0,2,1,TA,6,Typ,0,NA,Detchd,1990,Unf,1,336,TA,TA,Y,0,365,80,0,0,0,NA,NA,NA,0,8,2008,WD,Normal
+2123,30,RM,NA,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,6,1945,1995,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,SBrkr,808,0,0,808,0,0,1,0,1,1,TA,6,Min2,0,NA,Attchd,1925,Unf,1,164,TA,TA,P,0,48,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2124,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,5,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Rec,300,LwQ,240,449,989,GasA,TA,Y,SBrkr,1245,764,0,2009,0,0,2,0,4,1,TA,7,Min2,1,Gd,Detchd,1939,Unf,2,400,TA,TA,Y,0,20,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal
+2125,70,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,5,5,1923,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,203,Unf,0,897,1100,GasA,TA,Y,SBrkr,1226,676,0,1902,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1960,Unf,2,576,TA,TA,Y,0,139,55,0,0,0,NA,NA,NA,0,10,2008,WD,Normal
+2126,50,RL,60,9144,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,4,1915,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,810,810,GasA,Ex,Y,SBrkr,1170,546,0,1716,0,0,2,0,4,1,Gd,8,Typ,0,NA,Detchd,1970,Unf,2,672,TA,TA,Y,0,195,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal
+2127,60,RM,57,8094,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2.5Unf,6,8,1910,1983,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,Rec,196,Unf,0,1046,1242,GasA,Gd,Y,SBrkr,1242,742,0,1984,0,0,2,0,5,1,TA,8,Typ,0,NA,Detchd,NA,NA,1,360,NA,NA,Y,64,0,180,0,0,0,NA,MnPrv,Shed,1000,9,2008,WD,Normal
+2128,50,RM,63,4347,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1910,1950,Gambrel,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Gd,Gd,No,Unf,0,Unf,0,796,796,GasA,Ex,Y,SBrkr,825,784,0,1609,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1910,Unf,1,228,Fa,Fa,N,0,182,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2129,30,RM,NA,6291,Grvl,NA,IR1,Lvl,AllPub,Inside,Gtl,IDOTRR,RRNe,Norm,1Fam,1Story,6,6,1930,1950,Gable,CompShg,Stucco,Wd Shng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,GasA,TA,Y,SBrkr,768,0,0,768,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1930,Unf,2,440,TA,TA,N,0,0,84,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2130,70,RM,60,10266,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,6,1952,1952,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,372,Unf,0,396,768,GasA,TA,Y,FuseA,768,768,0,1536,0,0,1,1,4,1,TA,7,Typ,0,NA,Detchd,1952,Unf,1,308,TA,TA,Y,0,216,80,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml
+2131,50,RM,60,6876,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1938,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1272,1272,GasA,TA,Y,SBrkr,1272,0,697,1969,0,0,2,0,4,1,TA,9,Min1,1,Gd,Detchd,1938,Unf,2,400,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,11,2008,COD,Normal
+2132,50,RM,NA,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,6,1915,1978,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,880,880,GasA,Gd,Y,SBrkr,880,428,0,1308,0,0,2,0,2,1,TA,6,Typ,0,NA,Detchd,1950,Unf,2,400,Fa,Fa,Y,0,0,117,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2133,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,7,1925,1992,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1040,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1993,Unf,2,320,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2134,50,RM,62,7006,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1925,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,PConc,TA,TA,No,Rec,121,Unf,0,647,768,GasA,TA,Y,SBrkr,788,448,0,1236,1,0,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1985,Unf,1,384,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Family
+2135,30,RM,60,10320,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,RRNe,Norm,1Fam,1Story,5,8,1912,1991,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,451,451,GasA,TA,Y,SBrkr,759,0,0,759,0,0,1,0,1,1,TA,5,Typ,0,NA,Detchd,1997,Unf,2,576,TA,TA,N,40,0,0,0,0,0,NA,NA,NA,0,8,2008,ConLD,Family
+2136,190,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,2Story,3,3,1915,1950,Gable,CompShg,AsphShn,AsphShn,None,0,Fa,Fa,PConc,TA,Fa,No,Unf,0,Unf,0,536,536,GasA,Ex,N,FuseF,808,536,0,1344,0,0,2,0,3,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,42,0,204,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2137,20,RL,82,9488,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1947,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1046,1046,GasA,Gd,N,SBrkr,1054,0,0,1054,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1947,Unf,1,240,TA,TA,Y,0,60,122,0,0,0,NA,NA,NA,0,9,2008,WD,Abnorml
+2138,85,RL,NA,11235,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,SFoyer,5,6,1963,1963,Gable,CompShg,HdBoard,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,784,Unf,0,197,981,GasA,TA,Y,SBrkr,1075,0,0,1075,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1996,Unf,2,440,TA,TA,Y,64,0,0,0,64,0,NA,MnPrv,NA,0,5,2008,WD,Abnorml
+2139,80,RL,80,13014,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,5,1978,1978,Gable,CompShg,HdBoard,Plywood,BrkFace,39,TA,TA,CBlock,TA,TA,Av,ALQ,528,Unf,0,480,1008,GasA,TA,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1978,Unf,2,484,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal
+2140,20,RL,68,10265,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1967,2005,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,CBlock,TA,TA,No,ALQ,758,Unf,0,234,992,GasA,Ex,Y,SBrkr,992,0,0,992,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1967,RFn,1,294,TA,TA,Y,204,0,0,0,0,0,NA,MnPrv,Shed,600,7,2008,WD,Normal
+2141,85,RL,NA,7703,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,8,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkCmn,40,TA,TA,CBlock,Gd,TA,Gd,ALQ,450,Unf,0,0,450,GasA,Ex,Y,SBrkr,1034,0,0,1034,0,1,1,0,3,1,TA,6,Typ,1,Po,Basment,1978,Fin,2,504,TA,TA,Y,311,0,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal
+2142,20,RL,NA,9981,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,340,TA,TA,CBlock,TA,TA,Mn,BLQ,221,Unf,0,852,1073,GasA,Gd,Y,SBrkr,1073,0,0,1073,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,RFn,1,270,TA,TA,Y,0,90,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD,Normal
+2143,85,RL,NA,7400,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1984,1984,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,LwQ,104,ALQ,956,0,1060,GasA,TA,Y,SBrkr,1126,0,0,1126,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1984,Unf,2,506,TA,TA,Y,178,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal
+2144,190,RL,60,12900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,2fmCon,1Story,5,4,1920,1950,Gable,CompShg,BrkFace,Stucco,None,0,TA,TA,PConc,TA,Fa,No,BLQ,1300,Unf,0,0,1300,GasA,Fa,Y,SBrkr,1140,0,0,1140,1,0,1,0,3,1,TA,6,Typ,0,NA,CarPort,1920,Unf,2,400,TA,TA,Y,0,0,190,0,0,0,NA,NA,NA,0,1,2008,WD,Alloca
+2145,20,RL,94,9239,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,8,1963,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,634,Unf,0,326,960,GasA,Ex,Y,SBrkr,960,0,0,960,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,Fin,1,300,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2146,20,RL,88,14175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,PosA,Norm,1Fam,1Story,6,8,1956,1956,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,Gd,GLQ,776,Unf,0,212,988,GasA,TA,Y,FuseA,1188,0,0,1188,1,0,1,0,1,1,TA,4,Typ,1,TA,Attchd,1956,Unf,2,621,TA,TA,Y,102,89,231,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2147,190,RL,NA,10532,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1Story,5,3,1960,1960,Flat,Tar&Grv,Plywood,Plywood,Stone,275,TA,TA,CBlock,TA,TA,Mn,Rec,988,Unf,0,0,988,GasA,Gd,Y,SBrkr,1721,0,0,1721,1,0,2,0,3,1,TA,7,Mod,2,TA,Basment,1960,Unf,2,626,TA,TA,Y,50,84,0,0,0,0,NA,NA,NA,0,12,2008,WD,Abnorml
+2148,50,RL,63,8375,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,7,1941,1973,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,336,Unf,0,240,576,GasA,Gd,Y,SBrkr,864,486,0,1350,1,0,1,1,2,1,Gd,6,Min1,0,NA,2Types,1973,Unf,3,627,TA,TA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal
+2149,80,RL,NA,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,8,1970,1970,Hip,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,Gd,TA,Av,ALQ,704,Unf,0,160,864,GasA,Ex,Y,SBrkr,904,0,0,904,0,0,1,0,3,1,Gd,5,Typ,0,NA,2Types,1979,Unf,3,912,TA,TA,Y,143,0,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal
+2150,20,RL,82,20270,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,ClearCr,Norm,Norm,1Fam,1Story,7,6,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,599,Unf,0,925,1524,GasA,TA,Y,SBrkr,1524,0,0,1524,1,0,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1979,Fin,2,478,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2151,50,RL,50,5190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,7,5,1948,1950,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,570,570,GasA,TA,Y,SBrkr,617,462,0,1079,0,0,1,0,2,1,TA,5,Typ,1,Gd,Attchd,1948,Unf,1,249,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal
+2152,30,RL,85,19550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1940,2007,Flat,Tar&Grv,NA,NA,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,1035,Unf,0,545,1580,GasA,Ex,Y,SBrkr,1518,0,0,1518,1,0,1,0,2,1,Fa,5,Typ,2,Gd,NA,NA,NA,0,0,NA,NA,Y,0,39,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal
+2153,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Rec,870,Unf,0,639,1509,GasA,TA,Y,FuseA,1509,0,0,1509,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1956,Unf,1,322,TA,TA,Y,158,0,0,0,576,0,NA,MnPrv,NA,0,7,2008,WD,Normal
+2154,90,RL,50,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,5,5,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,864,Unf,0,0,864,GasA,Fa,N,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2155,60,RL,50,9360,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,8,1962,2001,Gable,CompShg,VinylSd,VinylSd,BrkCmn,216,Gd,TA,CBlock,TA,TA,No,Rec,324,Unf,0,297,621,GasA,TA,Y,SBrkr,621,648,0,1269,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1962,Unf,1,280,TA,TA,Y,0,236,0,0,0,0,NA,GdWo,NA,0,11,2008,WD,Normal
+2156,60,RL,NA,9771,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1995,2002,Gable,CompShg,HdBoard,HdBoard,BrkFace,190,Gd,TA,PConc,Gd,TA,No,LwQ,779,Unf,0,298,1077,GasA,Ex,Y,SBrkr,1093,1721,0,2814,0,1,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1995,Fin,2,614,TA,TA,Y,48,32,0,0,216,0,NA,GdPrv,NA,0,6,2008,WD,Normal
+2157,20,RL,80,9938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,251,Gd,TA,PConc,Gd,TA,No,GLQ,1271,Unf,0,331,1602,GasA,Ex,Y,SBrkr,1626,0,0,1626,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,RFn,2,534,TA,TA,Y,424,40,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2158,60,RL,NA,14171,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,355,Unf,0,457,812,GasA,Ex,Y,SBrkr,1101,1099,0,2200,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,2,453,TA,TA,Y,168,98,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal
+2159,80,RL,85,10541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,SLvl,7,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,1302,735,0,2037,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Fin,2,472,TA,TA,Y,100,33,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal
+2160,60,RL,65,10616,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,628,628,GasA,Ex,Y,SBrkr,628,728,0,1356,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,484,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,3,2008,New,Partial
+2161,20,RL,65,9345,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,156,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1615,1615,GasA,Ex,Y,SBrkr,1615,0,0,1615,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,864,TA,TA,Y,168,30,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2162,20,RL,91,11778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,554,Gd,TA,PConc,Gd,TA,Gd,GLQ,2085,Unf,0,186,2271,GasA,Ex,Y,SBrkr,2276,0,0,2276,1,0,2,0,3,1,Ex,7,Typ,2,Gd,Attchd,2008,RFn,3,1348,Gd,TA,Y,0,0,70,0,255,0,NA,NA,NA,0,6,2008,WD,Abnorml
+2163,20,RL,91,11778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,402,Ex,TA,PConc,Ex,TA,Av,GLQ,1153,Unf,0,598,1751,GasA,Ex,Y,SBrkr,1766,0,0,1766,1,0,2,1,3,1,Ex,8,Typ,2,Gd,Attchd,2008,Fin,3,874,TA,TA,Y,216,36,0,0,0,0,NA,NA,NA,0,12,2008,New,Partial
+2164,80,RL,NA,11454,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,SLvl,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,302,Gd,TA,PConc,Gd,TA,Gd,GLQ,770,Unf,0,631,1401,GasA,Ex,Y,SBrkr,1511,0,0,1511,1,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1995,Fin,3,811,TA,TA,Y,168,42,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal
+2165,20,RL,NA,11500,Pave,NA,IR1,Bnk,AllPub,CulDSac,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,6,1966,1966,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Gd,LwQ,262,ALQ,723,197,1182,GasA,Ex,Y,SBrkr,1643,0,0,1643,1,0,2,0,2,1,TA,6,Typ,1,Gd,Attchd,1966,Unf,2,438,TA,TA,Y,339,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal
+2166,20,RL,65,9750,Pave,NA,Reg,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,722,Unf,0,268,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1997,Unf,2,528,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal
+2167,20,RL,NA,8696,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,TA,TA,PConc,Gd,TA,Gd,GLQ,1308,Unf,0,110,1418,GasA,Ex,Y,SBrkr,1418,0,0,1418,1,0,2,0,3,1,Gd,5,Typ,1,TA,Attchd,1997,RFn,2,558,TA,TA,Y,208,110,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2168,60,RL,NA,13142,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,PosN,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,128,TA,TA,PConc,Gd,TA,No,GLQ,688,Unf,0,176,864,GasA,Ex,Y,SBrkr,872,899,0,1771,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,600,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2169,60,RL,68,8998,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Mn,GLQ,527,Unf,0,255,782,GasA,Ex,Y,SBrkr,782,870,0,1652,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,532,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2170,60,RL,75,12192,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,663,Unf,0,265,928,GasA,Ex,Y,SBrkr,928,895,0,1823,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,626,TA,TA,Y,192,36,0,0,0,0,NA,NA,Shed,4500,5,2008,WD,Normal
+2171,20,RL,NA,12250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,180,TA,TA,CBlock,Gd,TA,Mn,ALQ,781,Unf,0,83,864,GasA,Ex,Y,SBrkr,1174,0,0,1174,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1978,Unf,2,528,TA,TA,Y,211,0,280,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2172,20,RL,NA,9216,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,Av,ALQ,294,Unf,0,782,1076,GasA,TA,Y,SBrkr,1076,0,0,1076,0,0,1,1,3,1,TA,5,Typ,1,Fa,Detchd,1985,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,9,2008,WD,Abnorml
+2173,20,RL,40,14330,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,2001,Gable,CompShg,Plywood,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,88,ALQ,596,180,864,GasA,TA,Y,SBrkr,1558,0,0,1558,1,0,2,0,2,1,TA,5,Min2,0,NA,Attchd,1975,Fin,2,440,TA,TA,Y,140,0,239,0,227,0,NA,NA,NA,0,8,2008,WD,Normal
+2174,60,RL,NA,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,227,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1257,1257,GasA,Ex,Y,SBrkr,1290,871,0,2161,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,2001,RFn,2,570,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2175,60,RL,NA,9720,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,9,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,134,Gd,TA,PConc,Gd,TA,Mn,GLQ,1194,Unf,0,163,1357,GasA,Ex,Y,SBrkr,1366,581,0,1947,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,3,725,TA,TA,Y,168,116,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal
+2176,20,RL,NA,14860,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,240,Gd,TA,PConc,Ex,TA,Gd,GLQ,1538,Unf,0,240,1778,GasA,Ex,Y,SBrkr,1786,0,0,1786,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,3,715,TA,TA,Y,182,35,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2177,60,RL,41,10905,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1129,1129,GasA,Ex,Y,SBrkr,1129,1198,0,2327,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,RFn,2,596,TA,TA,Y,0,57,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal
+2178,60,RL,96,11690,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,192,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,850,850,GasA,Ex,Y,SBrkr,886,878,0,1764,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Unf,2,560,TA,TA,Y,120,29,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2179,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,205,Gd,TA,PConc,Gd,TA,Mn,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2004,RFn,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal
+2180,90,RM,83,10126,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,Duplex,SFoyer,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,Gd,GLQ,1593,LwQ,162,83,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1998,Unf,3,721,TA,TA,Y,160,67,0,0,0,0,NA,NA,NA,0,7,2008,WD,Abnorml
+2181,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,1421,1445,GasA,Ex,Y,SBrkr,1445,0,0,1445,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,Unf,2,470,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2182,20,RL,85,11058,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,212,Gd,TA,PConc,Gd,TA,No,GLQ,56,Unf,0,1508,1564,GasA,Ex,Y,SBrkr,1564,0,0,1564,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,3,814,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal
+2183,20,RL,74,9627,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1327,1351,GasA,Ex,Y,SBrkr,1361,0,0,1361,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,610,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2184,20,RL,75,9825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1966,1966,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,609,Unf,0,483,1092,GasA,TA,Y,SBrkr,1092,0,0,1092,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,264,TA,TA,Y,259,0,0,0,161,0,NA,MnPrv,NA,0,4,2008,COD,Abnorml
+2185,85,RL,64,12102,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,5,5,1976,1976,Gable,CompShg,HdBoard,Plywood,BrkFace,222,TA,TA,CBlock,Gd,Gd,Gd,ALQ,456,Unf,0,0,456,GasA,Ex,Y,SBrkr,1033,0,0,1033,0,1,1,0,3,1,TA,6,Typ,0,NA,BuiltIn,1976,RFn,2,504,Fa,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Family
+2186,20,RL,65,6500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,6,1976,1976,Hip,CompShg,HdBoard,Plywood,BrkFace,84,TA,TA,CBlock,TA,NA,No,BLQ,1033,Unf,0,94,1127,GasA,TA,Y,SBrkr,1127,0,0,1127,0,1,1,1,3,1,TA,6,Typ,1,Po,Detchd,1991,Unf,2,480,TA,TA,Y,0,0,138,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2187,80,RL,NA,9638,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,368,Rec,120,541,1029,GasA,TA,Y,SBrkr,1117,0,0,1117,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1977,RFn,2,542,TA,TA,Y,292,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal
+2188,60,RL,72,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1976,2001,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,288,Unf,0,396,684,GasA,TA,Y,SBrkr,684,714,0,1398,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1976,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal
+2189,20,RL,123,47007,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1959,1996,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,3820,0,0,3820,NA,NA,3,1,5,1,Ex,11,Typ,2,Gd,Attchd,1959,Unf,2,624,TA,TA,Y,0,372,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2190,90,RL,65,6012,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,AsbShng,Plywood,None,0,TA,Fa,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1152,0,0,1152,0,0,2,0,2,2,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,AdjLand
+2191,90,RL,74,6845,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,WdShing,Wd Shng,BrkCmn,58,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseF,1152,0,0,1152,0,0,2,0,2,2,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2192,190,RL,56,6931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1Story,4,5,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,784,Unf,0,0,784,GasA,TA,N,FuseP,784,0,0,784,1,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,112,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2193,50,RL,60,12180,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1938,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,585,585,GasA,Gd,Y,FuseF,585,468,0,1053,0,0,1,1,2,1,Ex,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,42,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Family
+2194,50,RL,57,8050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,8,1947,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,929,208,0,1137,0,0,1,1,4,1,TA,8,Min1,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2195,20,RL,68,9520,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,Stone,115,TA,TA,CBlock,Gd,TA,No,Rec,767,Unf,0,144,911,GasA,TA,Y,SBrkr,930,0,0,930,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1953,RFn,1,286,TA,TA,Y,134,0,0,0,0,0,NA,MnPrv,Gar2,3000,5,2008,WD,Normal
+2196,80,RL,62,7692,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,SLvl,4,6,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Ex,TA,Av,Unf,0,Unf,0,416,416,GasA,Gd,Y,FuseA,1204,0,0,1204,0,0,1,0,3,1,TA,6,Typ,0,NA,Basment,1954,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml
+2197,30,RL,67,5142,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,7,1923,2008,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,ALQ,224,Unf,0,725,949,GasA,TA,Y,SBrkr,949,343,0,1292,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,1923,Unf,1,205,TA,TA,N,0,0,183,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2198,30,RL,60,7290,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1Story,7,8,1921,1950,Gable,CompShg,WdShing,Wd Shng,BrkFace,174,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1228,1228,GasA,Ex,Y,SBrkr,1424,0,0,1424,0,0,2,0,2,1,TA,7,Typ,1,Gd,Attchd,1921,Unf,1,312,TA,TA,Y,0,0,90,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2199,90,RL,64,7804,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,Duplex,2.5Unf,6,7,1930,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,281,Rec,679,0,960,GasA,Ex,Y,SBrkr,960,960,0,1920,2,0,2,2,4,2,TA,10,Typ,2,Gd,Detchd,1930,Unf,2,480,TA,TA,Y,248,0,121,0,0,0,NA,NA,NA,0,7,2008,WD,Abnorml
+2200,70,RL,66,8969,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,6,1926,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,379,Unf,0,265,644,GasA,Ex,Y,SBrkr,672,644,0,1316,1,0,1,0,2,1,TA,6,Typ,1,Gd,Detchd,2001,Unf,1,369,TA,TA,P,0,0,0,0,192,0,NA,MnPrv,NA,0,7,2008,WD,Normal
+2201,50,RL,63,15564,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,6,1914,1995,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,588,0,1264,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1994,Unf,2,400,TA,TA,Y,424,0,0,0,0,0,NA,NA,Shed,400,1,2008,WD,Normal
+2202,70,RL,54,7609,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,8,9,1925,1997,Gable,CompShg,Stucco,Stucco,None,0,Gd,Gd,PConc,Fa,TA,No,ALQ,406,Unf,0,392,798,GasA,Ex,Y,SBrkr,798,714,0,1512,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,180,TA,TA,P,85,16,41,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal
+2203,70,RL,NA,9650,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,3,1923,1950,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,784,784,GasA,TA,Y,SBrkr,819,784,0,1603,0,0,1,0,4,1,TA,7,Typ,1,Gd,Attchd,1980,Unf,2,599,TA,TA,Y,0,217,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2204,50,RL,NA,11700,Pave,Grvl,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1937,1995,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,606,Unf,0,336,942,GasA,Ex,Y,SBrkr,1265,673,0,1938,0,0,2,0,4,1,Gd,7,Min2,1,Gd,Detchd,1937,Unf,1,240,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2205,50,RL,NA,9260,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,1.5Fin,5,4,1938,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,TA,Y,FuseF,932,442,0,1374,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1938,Unf,1,225,TA,TA,Y,64,0,0,0,100,0,NA,NA,NA,0,3,2008,WD,Normal
+2206,20,RL,79,7801,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Feedr,Norm,1Fam,1Story,6,5,1951,1951,Hip,CompShg,WdShing,Plywood,BrkFace,88,TA,Fa,PConc,TA,TA,No,Rec,500,Unf,0,591,1091,GasA,Fa,N,FuseA,1091,0,0,1091,0,1,1,0,2,1,TA,5,Typ,1,TA,Attchd,1951,Fin,1,344,TA,TA,Y,66,105,0,0,221,0,NA,MnPrv,NA,0,5,2008,WD,Normal
+2207,70,RL,100,9670,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,6,1935,1950,Gable,CompShg,BrkFace,Stucco,Stone,40,TA,TA,PConc,TA,Fa,No,LwQ,210,Unf,0,398,608,GasA,TA,Y,SBrkr,983,890,0,1873,0,0,1,1,4,1,TA,9,Typ,2,Gd,Detchd,1935,Fin,2,786,Fa,TA,Y,0,0,207,0,0,0,NA,NA,NA,0,6,2008,WD,Alloca
+2208,50,RL,70,12392,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,9,1950,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Gd,No,GLQ,435,Unf,0,397,832,GasA,Ex,Y,SBrkr,1218,943,0,2161,1,0,2,1,3,1,Gd,8,Typ,2,TA,Attchd,1994,Fin,2,506,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2209,20,RL,56,26073,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,1116,Unf,0,782,1898,GasA,Ex,Y,FuseA,1898,0,0,1898,0,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1956,Unf,2,484,TA,TA,Y,0,51,224,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal
+2210,160,RM,24,1879,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,GLQ,366,Unf,0,150,516,GasA,TA,Y,SBrkr,516,516,0,1032,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1980,Unf,2,462,TA,TA,Y,213,0,0,0,0,0,NA,GdPrv,NA,0,12,2008,WD,Normal
+2211,30,RM,50,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,8,1926,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,299,GLQ,40,555,894,GasA,TA,Y,SBrkr,919,0,0,919,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,195,TA,TA,P,0,0,116,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal
+2212,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,8,1940,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,720,720,GasA,Gd,Y,SBrkr,760,330,0,1090,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2213,50,RM,58,8155,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,7,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,780,780,GasA,Gd,Y,FuseA,780,420,0,1200,0,0,1,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,96,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2214,80,RM,75,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,SLvl,5,5,1967,1967,Hip,CompShg,HdBoard,Plywood,None,0,Fa,TA,CBlock,Gd,TA,Mn,Rec,257,Unf,0,367,624,GasA,Ex,Y,SBrkr,1092,564,0,1656,0,0,1,1,3,1,TA,7,Mod,1,Po,Attchd,1967,Unf,1,288,TA,TA,Y,0,180,0,0,100,0,NA,MnPrv,NA,0,7,2008,WD,Normal
+2215,30,RM,60,7392,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,7,1930,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,520,520,GasA,TA,Y,FuseA,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1934,RFn,1,360,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2216,50,RM,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,WdShing,Wd Shng,BrkFace,162,TA,TA,CBlock,TA,TA,No,ALQ,330,Unf,0,821,1151,GasA,Gd,Y,FuseA,1151,804,0,1955,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1958,Fin,1,356,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal
+2217,20,NA,80,14584,Pave,NA,Reg,Low,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,1,5,1952,1952,Gable,CompShg,AsbShng,VinylSd,None,0,Fa,Po,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Po,N,FuseA,733,0,0,733,0,0,1,0,2,1,Fa,4,NA,0,NA,Attchd,1952,Unf,2,487,Fa,Po,N,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml
+2218,70,C (all),60,5280,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Norm,1Fam,2Story,4,7,1895,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,NA,Fa,No,Unf,0,Unf,0,173,173,GasA,Ex,N,SBrkr,825,536,0,1361,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1895,Unf,1,185,Fa,TA,Y,0,123,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2219,50,C (all),52,5150,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Norm,1Fam,1.5Fin,4,7,1910,2000,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,NA,TA,No,Unf,0,Unf,0,356,356,GasA,TA,N,FuseA,671,378,0,1049,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1910,Unf,1,195,Po,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2220,70,C (all),60,9000,Grvl,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Stone,Fa,Fa,Mn,Unf,0,Unf,0,592,592,GasA,Ex,Y,SBrkr,432,432,0,864,0,0,1,1,3,1,Fa,5,Min2,0,NA,Detchd,1920,Unf,1,216,Fa,Fa,N,0,30,160,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2221,120,RM,44,3843,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,186,Ex,TA,PConc,Ex,TA,Gd,GLQ,1476,Unf,0,120,1596,GasA,Ex,Y,SBrkr,1648,0,0,1648,1,1,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2007,Fin,2,525,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,8,2008,New,Partial
+2222,120,RM,44,3811,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,7,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,174,Gd,TA,PConc,Ex,TA,Gd,GLQ,1474,Unf,0,120,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2004,Fin,2,482,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,7,2008,WD,Normal
+2223,20,RL,NA,23730,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,1996,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,668,Gd,TA,PConc,Ex,TA,Mn,GLQ,700,Unf,0,1140,1840,GasA,Ex,Y,SBrkr,2032,0,0,2032,1,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,1996,Fin,3,786,TA,TA,Y,0,46,192,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+2224,60,RL,NA,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,910,910,GasA,Ex,Y,SBrkr,910,910,0,1820,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Unf,3,816,TA,TA,Y,318,32,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal
+2225,90,RL,76,10260,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,2Story,5,4,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,936,936,0,1872,0,0,2,2,4,2,TA,8,Typ,0,NA,Attchd,1976,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml
+2226,20,RL,74,9990,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,ALQ,1383,Unf,0,297,1680,GasA,Gd,Y,SBrkr,1689,0,0,1689,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,432,TA,TA,Y,428,120,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2227,120,RL,42,4084,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,TwnhsE,1Story,7,6,1986,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,340,Gd,TA,CBlock,Gd,TA,Av,GLQ,893,Unf,0,384,1277,GasA,Gd,Y,SBrkr,1501,0,0,1501,1,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,1986,Fin,2,512,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2228,20,RL,74,11563,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,258,Gd,TA,PConc,Ex,TA,Gd,GLQ,1036,Unf,0,482,1518,GasA,Ex,Y,SBrkr,1537,0,0,1537,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2007,Fin,3,788,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2229,60,RL,107,12852,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,770,Unf,0,150,920,GasA,Ex,Y,SBrkr,920,860,0,1780,1,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,612,TA,TA,Y,0,192,0,0,0,0,NA,NA,NA,0,1,2008,New,Partial
+2230,80,RL,73,9802,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,352,352,GasA,Gd,Y,SBrkr,712,730,0,1442,0,0,2,1,3,1,TA,6,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2231,60,RL,81,12018,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,60,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,796,796,GasA,Ex,Y,SBrkr,796,816,0,1612,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,3,666,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,10,2008,New,Partial
+2232,20,RL,75,12890,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1989,1989,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,128,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1495,1495,GasA,Ex,Y,SBrkr,1495,0,0,1495,0,0,2,0,3,1,TA,8,Typ,1,TA,Attchd,1989,Unf,2,438,TA,TA,Y,252,0,192,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2233,20,RL,93,18265,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1986,1986,Gable,CompShg,Plywood,HdBoard,BrkFace,228,Gd,Gd,CBlock,Gd,Gd,Av,GLQ,920,Rec,60,276,1256,GasA,Ex,Y,SBrkr,1256,0,0,1256,0,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1986,Unf,2,578,TA,TA,Y,282,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal
+2234,20,RL,82,11202,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,206,Gd,TA,PConc,Ex,TA,Av,GLQ,1029,Unf,0,403,1432,GasA,Ex,Y,SBrkr,1440,0,0,1440,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,467,TA,TA,Y,185,95,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2235,20,RL,NA,7915,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1999,2000,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,1223,Unf,0,443,1666,GasA,Ex,Y,SBrkr,1675,0,0,1675,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,435,TA,TA,Y,165,52,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal
+2236,20,RL,79,11449,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1011,Unf,0,873,1884,GasA,Ex,Y,SBrkr,1728,0,0,1728,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,2,520,TA,TA,Y,0,276,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal
+2237,20,RL,85,11447,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,674,Gd,TA,PConc,Ex,TA,Av,GLQ,1571,Unf,0,393,1964,GasA,Ex,Y,SBrkr,1964,0,0,1964,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,3,892,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2238,90,RM,97,8940,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,200,TA,Gd,PConc,Gd,Gd,Gd,GLQ,1309,Unf,0,35,1344,GasA,Ex,Y,SBrkr,1344,0,0,1344,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1997,Fin,4,784,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Alloca
+2239,20,RL,77,9278,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Feedr,Artery,1Fam,1Story,5,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1092,1092,GasA,Ex,Y,SBrkr,1092,0,0,1092,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,52,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml
+2240,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1997,1997,Hip,CompShg,VinylSd,VinylSd,BrkFace,197,TA,TA,PConc,Ex,TA,No,GLQ,864,Unf,0,325,1189,GasA,Ex,Y,SBrkr,1189,0,0,1189,1,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1997,RFn,2,392,TA,TA,Y,0,122,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2241,85,RL,150,14137,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,4,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,98,TA,TA,CBlock,Gd,TA,Av,ALQ,865,LwQ,247,88,1200,GasA,Gd,Y,SBrkr,1200,0,0,1200,1,0,1,0,3,1,TA,6,Typ,0,NA,2Types,1964,Fin,3,850,TA,TA,Y,0,119,0,0,171,0,NA,NA,NA,0,11,2008,ConLD,Normal
+2242,120,RM,NA,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,6,1975,1975,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,769,Unf,0,271,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1975,Unf,2,499,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2243,160,RM,41,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,7,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,318,Unf,0,232,550,GasA,TA,Y,SBrkr,925,550,0,1475,0,0,2,0,4,1,TA,6,Typ,1,TA,Attchd,1976,Unf,1,336,TA,TA,Y,92,26,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal
+2244,180,RM,21,1974,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,7,1973,2006,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,501,Unf,0,25,526,GasA,Gd,Y,SBrkr,526,462,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,BuiltIn,1973,RFn,1,297,TA,TA,Y,120,101,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal
+2245,180,RM,21,1596,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,6,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,437,Unf,0,25,462,GasA,TA,Y,SBrkr,526,462,0,988,1,0,1,0,1,1,TA,4,Typ,1,Po,BuiltIn,1973,RFn,1,297,TA,TA,Y,0,101,0,120,0,0,NA,GdWo,NA,0,7,2008,WD,Normal
+2246,20,RL,NA,17979,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,785,Unf,0,328,1113,GasA,Ex,Y,SBrkr,1160,0,0,1160,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1968,Unf,1,257,TA,TA,Y,81,0,0,0,0,0,NA,GdWo,Shed,500,2,2008,WD,Normal
+2247,160,RM,21,1477,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,6,9,1970,2007,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,358,Unf,0,188,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,2,1,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,187,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal
+2248,20,RL,59,6490,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1983,1983,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,534,Unf,0,282,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,1,1,0,2,1,TA,4,Typ,0,NA,Attchd,1983,Unf,1,264,TA,TA,Y,315,0,0,0,0,0,NA,GdWo,NA,0,4,2008,WD,Normal
+2249,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1982,2005,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,638,Unf,0,207,845,GasA,Gd,Y,SBrkr,845,0,0,845,0,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1982,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal
+2250,20,RL,74,12395,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1984,1984,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,647,Unf,0,217,864,GasA,TA,Y,SBrkr,889,0,0,889,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1984,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal
+2251,70,NA,NA,56600,Pave,NA,IR1,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2.5Unf,5,1,1900,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasA,Ex,Y,SBrkr,1150,686,0,1836,0,0,2,0,4,1,TA,7,Maj1,0,NA,Detchd,1900,Unf,1,288,TA,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal
+2252,20,RL,85,10667,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1971,1971,Gable,CompShg,MetalSd,MetalSd,BrkFace,302,TA,TA,CBlock,TA,TA,No,BLQ,838,Unf,0,749,1587,GasA,TA,Y,SBrkr,1587,0,0,1587,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1971,Unf,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2253,80,RL,56,8872,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,754,630,0,1384,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1997,Fin,2,390,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2254,80,RL,NA,10147,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,6,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,32,TA,TA,PConc,Gd,TA,No,LwQ,186,Unf,0,206,392,GasA,Gd,Y,SBrkr,924,770,0,1694,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1994,Fin,2,398,TA,TA,Y,256,64,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal
+2255,60,RL,NA,8637,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,871,Unf,0,52,923,GasA,Gd,Y,SBrkr,947,767,0,1714,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,451,TA,TA,Y,256,48,0,0,0,0,NA,NA,NA,0,4,2007,WD,Abnorml
+2256,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1996,1996,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,Rec,414,Unf,0,277,691,GasA,Gd,Y,SBrkr,691,862,0,1553,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1996,Fin,2,420,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2257,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1999,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,938,938,GasA,Ex,Y,SBrkr,957,1342,0,2299,0,0,3,1,5,1,TA,7,Typ,1,TA,Attchd,1999,Fin,2,482,TA,TA,Y,188,30,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2258,20,RL,NA,9556,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1992,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,52,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1168,1168,GasA,Gd,Y,SBrkr,1187,0,0,1187,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,420,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2259,60,RL,NA,7655,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,903,903,GasA,Gd,Y,SBrkr,910,732,0,1642,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,RFn,2,392,TA,TA,Y,290,84,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2260,20,RL,160,18160,Grvl,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkCmn,138,TA,TA,CBlock,TA,TA,Av,BLQ,550,Unf,0,752,1302,GasA,Fa,Y,SBrkr,1128,0,0,1128,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1964,Unf,2,480,TA,TA,P,0,108,246,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Alloca
+2261,120,RL,38,4740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1988,1988,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,248,Unf,0,918,1166,GasA,Gd,Y,SBrkr,1179,0,0,1179,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1988,RFn,2,480,TA,TA,Y,0,108,0,0,135,0,NA,NA,NA,0,10,2007,WD,Normal
+2262,120,RL,35,5118,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1990,1990,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,926,Unf,0,386,1312,GasA,Gd,Y,SBrkr,1321,0,0,1321,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1990,RFn,2,484,TA,TA,Y,0,64,140,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2263,60,RL,98,12328,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,Stone,146,Gd,TA,PConc,Ex,TA,Mn,GLQ,986,Unf,0,163,1149,GasA,Ex,Y,SBrkr,1164,1377,0,2541,1,0,3,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,729,TA,TA,Y,120,32,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2264,20,RL,52,51974,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,PosN,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,710,Ex,TA,PConc,Ex,TA,Av,GLQ,1101,Unf,0,1559,2660,GasA,Ex,Y,SBrkr,2338,0,0,2338,1,0,2,1,4,1,Gd,8,Typ,2,Gd,Attchd,2005,Fin,3,1110,Gd,TA,Y,0,135,0,0,322,0,NA,NA,NA,0,6,2007,New,Partial
+2265,190,RL,195,41600,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,Norm,Norm,2fmCon,1Story,5,5,1969,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1047,Unf,0,53,1100,GasW,TA,Y,SBrkr,1424,0,0,1424,1,0,1,1,3,1,TA,7,Mod,0,NA,2Types,1969,Unf,3,828,TA,TA,N,144,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2266,120,RL,61,8035,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,9,5,2006,2006,Gable,CompShg,MetalSd,MetalSd,BrkFace,165,Gd,TA,PConc,Ex,TA,Gd,GLQ,797,Unf,0,815,1612,GasA,Ex,Y,SBrkr,1612,0,0,1612,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,Fin,2,556,TA,TA,Y,0,164,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2267,20,RL,85,14082,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,945,Gd,TA,PConc,Ex,Gd,Gd,GLQ,1558,Unf,0,662,2220,GasA,Ex,Y,SBrkr,2234,0,0,2234,1,0,1,1,1,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,724,TA,TA,Y,390,80,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2268,20,RL,81,13870,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,PosA,PosA,1Fam,1Story,10,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,250,Ex,TA,PConc,Ex,TA,Gd,GLQ,1152,Unf,0,590,1742,GasA,Ex,Y,SBrkr,2042,0,0,2042,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,724,TA,TA,Y,240,52,0,0,174,0,NA,NA,NA,0,10,2007,New,Partial
+2269,20,RL,NA,10960,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1984,1984,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,GLQ,256,Unf,0,1028,1284,GasA,TA,Y,SBrkr,1284,0,0,1284,1,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1984,Unf,2,480,TA,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,4,2007,COD,Abnorml
+2270,60,RL,78,12090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1981,2003,Gable,CompShg,MetalSd,MetalSd,BrkFace,306,Gd,TA,CBlock,Gd,TA,No,ALQ,321,Unf,0,404,725,GasA,Ex,Y,SBrkr,725,754,0,1479,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1981,RFn,2,484,TA,TA,Y,167,72,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2271,20,RL,93,12299,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1978,1985,Gable,CompShg,Plywood,Plywood,Stone,67,TA,TA,CBlock,Gd,TA,No,GLQ,1328,Unf,0,201,1529,GasA,TA,Y,SBrkr,1664,0,0,1664,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1978,Fin,2,663,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal
+2272,60,RL,61,11339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,5,1979,1979,Hip,WdShake,HdBoard,Plywood,BrkFace,549,TA,TA,CBlock,Gd,TA,No,ALQ,758,Unf,0,22,780,GasA,TA,Y,SBrkr,1085,845,0,1930,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1979,Fin,2,481,TA,TA,Y,192,72,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2273,20,RL,79,11850,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1984,1984,Gable,CompShg,Plywood,Plywood,BrkFace,98,TA,TA,CBlock,Gd,TA,No,ALQ,781,Unf,0,372,1153,GasA,TA,Y,SBrkr,1177,0,0,1177,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1984,Fin,2,495,TA,TA,Y,204,103,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal
+2274,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1979,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,253,TA,TA,CBlock,Gd,TA,No,GLQ,903,Unf,0,356,1259,GasA,Ex,Y,SBrkr,1353,0,0,1353,1,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1979,RFn,2,478,TA,TA,Y,240,141,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2275,20,RL,128,13001,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,6,5,1971,1971,Hip,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,Mn,ALQ,492,BLQ,121,1012,1625,GasA,TA,Y,SBrkr,1220,0,0,1220,0,1,2,0,2,1,TA,6,Typ,1,TA,Attchd,1971,Unf,2,944,TA,TA,Y,0,0,249,0,0,0,NA,NA,NA,0,9,2007,WD,Normal
+2276,80,RL,64,8991,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,SLvl,7,6,1976,1976,Gable,CompShg,Plywood,Plywood,Stone,130,TA,TA,CBlock,Gd,TA,Gd,GLQ,624,Rec,604,0,1228,GasA,TA,Y,SBrkr,1324,0,0,1324,0,1,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1976,Fin,2,585,TA,TA,Y,407,36,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal
+2277,60,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,2Story,6,6,1974,1974,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,931,LwQ,153,0,1084,GasA,TA,Y,SBrkr,1084,793,0,1877,1,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1974,Unf,2,488,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2278,20,RL,63,9457,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1970,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,566,Unf,0,359,925,GasA,TA,Y,SBrkr,1422,0,0,1422,1,0,1,0,3,1,TA,7,Min2,0,NA,Detchd,1988,Unf,2,576,TA,TA,Y,252,0,0,0,0,0,NA,GdWo,NA,0,9,2007,WD,Normal
+2279,20,RL,66,7920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1970,2002,Gable,CompShg,HdBoard,HdBoard,BrkFace,32,TA,TA,CBlock,TA,TA,No,ALQ,81,GLQ,619,214,914,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,3,1,Ex,5,Typ,0,NA,Attchd,1970,RFn,1,368,TA,Gd,Y,120,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2280,20,RL,NA,17199,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1961,1961,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,314,Unf,0,600,914,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,2,1,TA,4,Typ,0,NA,Basment,1961,Unf,1,270,Fa,TA,Y,140,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal
+2281,120,RH,33,4113,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,2001,2001,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1337,1337,GasA,Ex,Y,SBrkr,1337,0,0,1337,0,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,2001,Fin,2,511,TA,TA,Y,136,68,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2282,120,RH,26,10943,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,1997,1998,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,930,Unf,0,475,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1997,Fin,2,522,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2283,160,RM,21,2205,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,567,TA,TA,CBlock,TA,TA,No,ALQ,312,Unf,0,213,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,144,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal
+2284,160,RM,21,2058,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,265,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,546,0,1218,0,0,1,1,4,1,Ex,7,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal
+2285,120,RL,24,2304,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,7,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,GLQ,632,Unf,6,423,1061,GasA,TA,Y,SBrkr,1055,0,0,1055,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1978,Unf,1,319,TA,TA,Y,108,32,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2286,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1966,1966,Hip,CompShg,HdBoard,HdBoard,BrkFace,52,TA,TA,CBlock,TA,TA,No,BLQ,725,Unf,0,263,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,1,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2287,20,RL,96,12469,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,378,Ex,TA,PConc,Ex,TA,Gd,GLQ,1151,Unf,0,639,1790,GasA,Ex,Y,SBrkr,1816,0,0,1816,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,730,TA,TA,Y,186,36,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial
+2288,20,RL,91,11825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,Stone,302,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,856,TA,TA,Y,0,112,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial
+2289,20,RL,110,14333,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1518,Unf,0,590,2108,GasA,Ex,Y,SBrkr,2122,0,0,2122,1,0,2,1,2,1,Gd,7,Typ,1,Ex,Attchd,2007,Fin,3,938,TA,TA,Y,130,142,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial
+2290,60,RL,107,13641,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,456,Ex,TA,PConc,Ex,TA,Gd,GLQ,1304,Unf,0,630,1934,GasA,Ex,Y,SBrkr,1943,713,0,2656,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,RFn,3,1040,TA,TA,Y,268,58,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial
+2291,60,RL,110,13440,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,190,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1108,1108,GasA,Ex,Y,SBrkr,1148,1402,0,2550,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2006,Fin,3,670,TA,TA,Y,120,39,0,0,0,0,NA,NA,NA,0,3,2007,New,Partial
+2292,20,RL,105,15431,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,400,Ex,TA,PConc,Ex,TA,Gd,GLQ,1430,Unf,0,564,1994,GasA,Ex,Y,SBrkr,2046,0,0,2046,1,0,2,1,2,1,Ex,7,Typ,2,Gd,Attchd,2005,Fin,3,878,TA,TA,Y,188,65,0,0,175,0,NA,NA,NA,0,8,2007,WD,Normal
+2293,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,456,Ex,TA,PConc,Ex,TA,Gd,GLQ,1812,Unf,0,740,2552,GasA,Ex,Y,SBrkr,2552,0,0,2552,1,0,2,0,3,1,Ex,8,Typ,2,Ex,Attchd,2007,Fin,3,932,TA,TA,Y,130,28,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial
+2294,60,RL,118,13654,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Gable,CompShg,MetalSd,MetalSd,BrkFace,365,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1704,1704,GasA,Ex,Y,SBrkr,1722,1036,0,2758,0,0,2,1,4,1,Ex,9,Typ,1,Ex,BuiltIn,2005,Fin,3,814,TA,TA,Y,282,55,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2295,20,RL,59,17169,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,970,Ex,TA,PConc,Ex,TA,Av,GLQ,1684,Unf,0,636,2320,GasA,Ex,Y,SBrkr,2290,0,0,2290,2,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,1174,TA,TA,Y,192,30,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial
+2296,60,RL,134,16659,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1582,1582,GasA,Ex,Y,SBrkr,1582,570,0,2152,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Detchd,2007,Unf,2,728,TA,TA,Y,0,368,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial
+2297,60,RL,82,9709,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,120,Ex,TA,PConc,Ex,TA,Gd,GLQ,778,Unf,0,140,918,GasA,Ex,Y,SBrkr,958,1142,0,2100,1,0,2,1,3,1,Ex,8,Typ,2,Gd,BuiltIn,2007,Fin,3,786,TA,TA,Y,172,104,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial
+2298,20,RL,94,13615,Pave,NA,IR1,HLS,AllPub,Corner,Mod,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,Stone,510,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1802,1802,GasA,Ex,Y,SBrkr,1802,0,0,1802,0,0,2,1,3,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,843,TA,TA,Y,158,105,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2299,60,RL,99,13069,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,502,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1706,1706,GasA,Ex,Y,SBrkr,1718,1238,0,2956,0,0,2,1,5,1,Ex,11,Typ,1,Ex,BuiltIn,2004,RFn,3,916,TA,TA,Y,194,50,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2300,60,RL,110,14277,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,280,Gd,TA,PConc,Ex,TA,Mn,GLQ,938,Unf,0,379,1317,GasA,Ex,Y,SBrkr,1217,1168,0,2385,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2003,Fin,3,818,TA,TA,Y,192,228,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2301,60,RL,NA,12568,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,246,Gd,TA,PConc,Ex,TA,Av,GLQ,669,Unf,0,226,895,GasA,Ex,Y,SBrkr,895,923,0,1818,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,774,TA,TA,Y,196,104,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial
+2302,20,RL,70,9926,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Mn,GLQ,1178,Unf,0,436,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,878,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2303,20,RL,71,9254,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,No,GLQ,119,Unf,0,1602,1721,GasA,Ex,Y,SBrkr,1721,0,0,1721,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,554,TA,TA,Y,168,27,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2304,60,RL,92,10732,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1298,1298,GasA,Ex,Y,SBrkr,1298,530,0,1828,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2006,RFn,3,876,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial
+2305,120,RL,34,3901,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Av,ALQ,866,Unf,0,436,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,631,TA,TA,Y,110,50,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial
+2306,120,RL,34,3903,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Av,ALQ,1030,Unf,0,272,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,631,TA,TA,Y,110,50,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2307,120,RL,41,6289,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,Av,ALQ,762,Unf,0,600,1362,GasA,Ex,Y,SBrkr,1362,0,0,1362,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,460,TA,TA,Y,192,28,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2308,120,RL,34,4590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1530,1554,GasA,Ex,Y,SBrkr,1554,0,0,1554,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,627,TA,TA,Y,156,73,0,0,0,0,NA,NA,NA,0,5,2007,CWD,Normal
+2309,120,RL,48,7841,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,394,Ex,TA,PConc,Ex,TA,No,GLQ,848,Unf,0,729,1577,GasA,Ex,Y,SBrkr,1577,0,0,1577,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,564,TA,TA,Y,203,39,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2310,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,176,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1300,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,550,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial
+2311,120,RL,48,3242,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,235,Gd,TA,PConc,Gd,TA,No,GLQ,1000,Unf,0,405,1405,GasA,Ex,Y,SBrkr,1405,0,0,1405,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2003,RFn,2,478,TA,TA,Y,136,36,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2312,60,RL,59,15810,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,768,728,0,1496,0,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Unf,2,572,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial
+2313,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,768,768,0,1536,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,400,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2314,60,RL,58,13204,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,44,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,608,608,GasA,Ex,Y,SBrkr,608,850,0,1458,0,0,2,0,3,1,Gd,6,Typ,0,NA,BuiltIn,2007,Fin,2,454,TA,TA,Y,100,33,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial
+2315,60,RL,62,8857,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,738,738,GasA,Ex,Y,SBrkr,738,757,0,1495,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,440,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,3,2007,New,Partial
+2316,60,RL,63,9729,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,SBrkr,698,1048,0,1746,1,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Unf,3,350,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial
+2317,20,RL,88,12216,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,918,Unf,0,408,1326,GasA,Ex,Y,SBrkr,1326,0,0,1326,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,388,TA,TA,Y,120,23,0,0,0,0,NA,NA,Shed,2000,6,2007,WD,Normal
+2318,60,RL,72,8229,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,22,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,752,752,GasA,Ex,Y,SBrkr,752,752,0,1504,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,440,TA,TA,Y,100,32,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial
+2319,60,RL,64,7713,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,16,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial
+2320,20,RL,64,7697,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1246,1246,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial
+2321,120,RL,NA,3621,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Gd,TA,Gd,GLQ,1084,Unf,0,322,1406,GasA,Ex,Y,SBrkr,1589,0,0,1589,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,3,630,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2322,20,RL,53,3710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1266,1266,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,388,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial
+2323,80,RL,65,16219,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,779,Unf,0,56,835,GasA,Ex,Y,SBrkr,1119,0,0,1119,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2004,Fin,2,437,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2324,80,RL,87,11084,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,192,Unf,0,192,384,GasA,Ex,Y,SBrkr,744,630,0,1374,1,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Family
+2325,20,RL,59,10936,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1510,1510,GasA,Ex,Y,SBrkr,1525,0,0,1525,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,534,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial
+2326,80,RL,NA,11950,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,754,640,0,1394,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2003,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2327,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1101,0,1948,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,434,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2328,60,RL,NA,8740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,574,Unf,0,280,854,GasA,Ex,Y,SBrkr,864,1131,0,1995,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,2,435,TA,TA,Y,264,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2329,60,RL,58,9487,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,520,Unf,0,395,915,GasA,Ex,Y,SBrkr,940,750,0,1690,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,442,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2330,60,RL,59,9649,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,941,941,GasA,Ex,Y,SBrkr,961,683,0,1644,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,460,TA,TA,Y,460,42,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2331,60,RL,100,12191,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1997,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,515,Gd,TA,PConc,Gd,TA,Av,GLQ,1181,Unf,0,598,1779,GasA,Ex,Y,SBrkr,1779,772,0,2551,1,0,2,1,4,1,Gd,8,Typ,2,TA,Attchd,1998,Fin,3,925,TA,TA,Y,76,61,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2332,60,RL,89,10557,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1998,1998,Gable,CompShg,MetalSd,MetalSd,BrkFace,422,Gd,TA,PConc,Ex,TA,Gd,GLQ,672,Unf,0,736,1408,GasA,Ex,Y,SBrkr,1671,1407,0,3078,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1998,Fin,3,806,TA,TA,Y,108,87,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2333,60,RL,74,11002,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1048,Unf,0,341,1389,GasA,Ex,Y,SBrkr,1411,1171,0,2582,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1998,Fin,3,758,TA,TA,Y,286,60,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2334,60,RL,83,10790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,275,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1066,1066,GasA,Ex,Y,SBrkr,1108,1277,0,2385,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1998,Fin,3,600,TA,TA,Y,120,38,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2335,60,RL,88,11762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,309,Gd,TA,PConc,Ex,TA,No,GLQ,335,Unf,0,770,1105,GasA,Ex,Y,SBrkr,1105,1097,0,2202,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,RFn,2,517,TA,TA,Y,0,65,0,0,144,0,NA,NA,NA,0,9,2007,WD,Normal
+2336,60,RL,82,9044,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,526,Gd,Gd,PConc,Gd,TA,No,GLQ,1225,Unf,0,100,1325,GasA,Ex,Y,SBrkr,1335,1203,0,2538,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1996,RFn,3,933,TA,TA,Y,198,92,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2337,20,RL,75,9910,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1369,1369,GasA,Ex,Y,SBrkr,1369,0,0,1369,0,0,2,0,3,1,Gd,5,Typ,0,NA,Attchd,2007,Unf,2,605,TA,TA,Y,0,203,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial
+2338,20,RL,91,11830,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,164,Gd,TA,PConc,Gd,TA,No,GLQ,1220,Unf,0,322,1542,GasA,Ex,Y,SBrkr,1542,0,0,1542,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Unf,3,852,TA,TA,Y,168,110,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial
+2339,20,RL,76,10612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,248,Gd,TA,PConc,Gd,TA,Mn,GLQ,28,Unf,0,1496,1524,GasA,Gd,Y,SBrkr,1534,0,0,1534,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,2,484,TA,TA,Y,168,46,0,0,0,0,NA,NA,NA,0,1,2007,WD,Family
+2340,20,RL,98,12291,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,10,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,754,Ex,TA,PConc,Ex,TA,Av,GLQ,1572,Unf,0,394,1966,GasA,Ex,Y,SBrkr,1966,0,0,1966,1,0,2,0,1,1,Ex,6,Typ,1,Gd,Attchd,2007,Fin,3,1092,TA,TA,Y,76,52,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial
+2341,20,RL,85,9965,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Feedr,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1528,1528,GasA,Ex,Y,SBrkr,1528,0,0,1528,0,0,3,2,3,1,Gd,6,Typ,1,TA,Attchd,2007,Unf,2,480,TA,TA,Y,0,228,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial
+2342,20,RL,74,8847,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,148,Gd,TA,PConc,Gd,TA,Av,GLQ,769,Unf,0,769,1538,GasA,Ex,Y,SBrkr,1538,0,0,1538,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,484,TA,TA,Y,146,40,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal
+2343,20,RL,70,8251,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,143,Gd,TA,PConc,Gd,Gd,Av,GLQ,778,Unf,0,716,1494,GasA,Ex,Y,SBrkr,1506,0,0,1506,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,672,TA,TA,Y,192,35,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2344,60,RL,70,9605,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,982,982,GasA,Ex,Y,SBrkr,982,995,0,1977,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,574,TA,TA,Y,240,53,0,0,0,0,NA,NA,NA,0,7,2007,WD,Family
+2345,60,RL,75,8778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1302,1302,GasA,Ex,Y,SBrkr,1302,528,0,1830,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2006,RFn,3,859,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2346,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1314,1338,GasA,Ex,Y,SBrkr,1338,0,0,1338,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,598,TA,TA,Y,0,141,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial
+2347,20,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1335,1335,GasA,Ex,Y,SBrkr,1335,0,0,1335,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,575,TA,TA,Y,0,210,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial
+2348,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,350,Unf,0,546,896,GasA,Ex,Y,SBrkr,896,896,0,1792,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2007,Fin,2,590,TA,TA,Y,184,96,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial
+2349,60,FV,81,10411,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,5,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,Gd,TA,NA,Unf,0,Unf,0,725,725,GasA,Ex,Y,SBrkr,725,863,0,1588,0,0,3,0,3,1,Gd,8,Typ,0,NA,Attchd,2007,Unf,2,561,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial
+2350,60,FV,112,12217,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Hip,CompShg,WdShing,Wd Shng,NA,NA,Gd,TA,PConc,Ex,TA,Av,GLQ,745,Unf,0,210,955,GasA,Ex,Y,SBrkr,955,925,0,1880,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,880,TA,TA,Y,168,127,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial
+2351,20,FV,84,10440,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,None,0,Ex,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1574,1574,GasA,Ex,Y,SBrkr,1584,0,0,1584,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,Fin,2,594,TA,TA,Y,0,256,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial
+2352,20,FV,100,11824,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,298,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1685,1685,GasA,Ex,Y,SBrkr,1685,0,0,1685,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,3,658,TA,TA,Y,112,63,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2353,60,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,353,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,1285,0,2443,0,0,2,1,4,1,Gd,9,Min2,1,Gd,BuiltIn,2004,RFn,3,744,TA,TA,Y,193,127,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2354,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,SBrkr,1100,0,0,1100,0,0,1,1,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,136,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial
+2355,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,0,0,1143,0,0,1,1,3,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,55,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2356,20,RL,60,12450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,126,Gd,TA,PConc,Gd,TA,No,GLQ,729,Unf,0,365,1094,GasA,Ex,Y,SBrkr,1094,0,0,1094,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2357,20,RL,65,7441,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1461,1461,GasA,Ex,Y,SBrkr,1486,0,0,1486,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,2,566,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2358,60,RL,NA,11613,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1993,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,480,Unf,0,384,864,GasA,Ex,Y,SBrkr,920,900,0,1820,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,492,TA,TA,Y,144,85,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal
+2359,160,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,2Story,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,Ex,Y,SBrkr,630,636,0,1266,0,0,1,1,2,1,TA,5,Typ,2,TA,Attchd,1980,RFn,1,283,TA,TA,Y,340,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2360,20,RL,64,6285,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,138,Rec,351,405,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1979,Unf,1,308,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2361,20,RL,84,7476,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,812,Unf,0,228,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1991,Fin,2,686,TA,TA,Y,188,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2362,60,RL,NA,19522,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,2Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,272,Gd,TA,PConc,Gd,TA,No,GLQ,727,Unf,0,496,1223,GasA,Gd,Y,SBrkr,1271,1232,0,2503,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,2,564,TA,TA,Y,0,99,0,0,182,0,NA,NA,NA,0,2,2007,WD,Normal
+2363,20,RL,44,10751,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,44,TA,TA,CBlock,Fa,TA,Gd,ALQ,787,Unf,0,250,1037,GasA,TA,Y,SBrkr,1037,0,0,1037,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1974,RFn,2,431,TA,TA,Y,136,47,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2364,20,RL,43,12712,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,6,7,1973,2006,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,968,Unf,0,76,1044,GasA,TA,Y,SBrkr,1055,0,0,1055,1,0,1,0,2,1,Gd,5,Typ,1,TA,Attchd,1973,RFn,2,542,TA,TA,Y,455,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Abnorml
+2365,120,FV,45,4379,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,851,Unf,0,527,1378,GasA,Ex,Y,SBrkr,1378,0,0,1378,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,540,TA,TA,Y,160,56,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2366,120,FV,80,3523,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,30,Gd,TA,PConc,Gd,TA,No,GLQ,60,Unf,0,1081,1141,GasA,Ex,Y,SBrkr,1151,0,0,1151,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,484,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial
+2367,120,FV,32,3784,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,36,Gd,TA,PConc,Gd,TA,No,GLQ,60,Unf,0,1451,1511,GasA,Ex,Y,SBrkr,1565,0,0,1565,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,476,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial
+2368,120,FV,40,3606,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,GLQ,937,Unf,0,415,1352,GasA,Ex,Y,SBrkr,1352,0,0,1352,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,466,TA,TA,Y,0,241,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial
+2369,120,FV,30,5330,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1550,1550,GasA,Ex,Y,SBrkr,1550,0,0,1550,0,0,2,1,2,1,Gd,5,Typ,0,NA,Attchd,2007,Fin,2,528,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial
+2370,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,342,TA,TA,PConc,Gd,TA,No,GLQ,565,Unf,0,179,744,GasA,Gd,Y,SBrkr,757,744,0,1501,1,0,2,1,3,1,TA,6,Typ,1,TA,Detchd,1999,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal
+2371,160,FV,24,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,417,Unf,0,339,756,GasA,Ex,Y,SBrkr,769,804,0,1573,0,0,2,1,3,1,Gd,4,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal
+2372,20,FV,73,7321,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,1999,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1339,1339,GasA,Ex,Y,SBrkr,1358,0,0,1358,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,625,TA,TA,Y,176,174,0,0,0,0,NA,NA,NA,0,12,2007,COD,Normal
+2373,60,FV,NA,8010,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,964,Unf,0,90,1054,GasA,Ex,Y,SBrkr,1072,976,0,2048,1,0,2,1,3,1,Gd,8,Typ,2,Gd,Detchd,2003,Unf,2,552,TA,TA,Y,0,48,0,0,180,0,NA,NA,NA,0,8,2007,WD,Normal
+2374,60,FV,106,8413,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Ex,TA,Mn,GLQ,901,Unf,0,319,1220,GasA,Ex,Y,SBrkr,1220,1142,0,2362,1,0,2,1,3,1,Gd,8,Typ,2,TA,Attchd,1998,RFn,2,1105,Gd,TA,Y,147,0,36,0,144,0,NA,NA,NA,0,6,2007,WD,Normal
+2375,120,RL,50,9466,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1994,1995,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,LwQ,457,ALQ,1037,0,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,1994,Fin,2,478,TA,TA,Y,0,30,0,0,217,0,NA,NA,NA,0,5,2007,WD,Normal
+2376,20,RL,80,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,7,6,1980,1980,Hip,CompShg,VinylSd,MetalSd,BrkFace,600,Gd,TA,CBlock,Gd,TA,No,GLQ,1732,Unf,0,270,2002,GasA,Ex,Y,SBrkr,2362,0,0,2362,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1980,RFn,2,546,Gd,TA,Y,180,16,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2377,20,RL,94,17778,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,5,1981,1981,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,Gd,ALQ,1632,Rec,829,0,2461,GasA,Gd,Y,SBrkr,2497,0,0,2497,1,0,2,0,2,1,Gd,7,Typ,2,Gd,Attchd,1981,RFn,2,676,TA,TA,Y,266,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2378,20,RL,78,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,6,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,BrkFace,41,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,1152,0,0,1152,1,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1968,RFn,2,412,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,9,2007,CWD,Normal
+2379,60,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,6,1970,1970,Gable,CompShg,VinylSd,VinylSd,BrkFace,525,TA,TA,CBlock,TA,TA,No,Rec,915,Unf,0,93,1008,GasA,TA,Y,SBrkr,1403,1008,0,2411,1,0,2,1,4,1,TA,8,Typ,1,Po,Attchd,1970,RFn,2,570,TA,TA,Y,0,192,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2380,85,RL,NA,8723,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,SFoyer,6,6,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,BLQ,973,Unf,0,0,973,GasA,Ex,Y,SBrkr,1082,0,0,1082,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,480,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2381,20,RL,130,11700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,196,TA,TA,PConc,Gd,TA,No,ALQ,910,Unf,0,385,1295,GasA,Fa,Y,SBrkr,1295,0,0,1295,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1968,Fin,2,528,TA,TA,Y,0,194,0,0,200,0,NA,NA,NA,0,4,2007,WD,Normal
+2382,20,RL,108,11358,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1972,1987,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,346,Unf,0,778,1124,GasA,TA,Y,SBrkr,1610,0,0,1610,0,0,2,0,3,1,Gd,8,Typ,1,TA,Attchd,1972,RFn,2,515,TA,TA,Y,202,0,0,0,256,0,NA,NA,NA,0,5,2007,WD,Normal
+2383,20,RL,80,9547,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,112,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1594,1594,GasA,Ex,Y,SBrkr,1594,0,0,1594,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,1993,RFn,2,472,TA,TA,Y,190,80,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2384,60,RL,78,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1993,1993,Gable,CompShg,MetalSd,MetalSd,BrkFace,194,Gd,TA,PConc,Gd,TA,No,GLQ,819,Unf,0,329,1148,GasA,Ex,Y,SBrkr,1091,984,0,2075,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,1993,Unf,2,473,TA,TA,Y,235,86,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2385,20,RL,88,10738,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1966,1966,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,792,Unf,0,301,1093,GasA,Gd,Y,SBrkr,1093,0,0,1093,1,0,2,0,3,1,TA,6,Typ,1,Fa,Attchd,1966,RFn,2,484,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,Shed,400,11,2007,WD,Normal
+2386,20,RL,80,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,No,BLQ,617,Rec,264,171,1052,GasA,TA,Y,SBrkr,1052,0,0,1052,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,Fin,1,311,TA,TA,Y,0,133,0,0,0,0,NA,NA,NA,0,2,2007,COD,Normal
+2387,20,RL,70,8050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1967,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,474,BLQ,38,437,949,GasA,TA,Y,SBrkr,1107,0,0,1107,1,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,RFn,1,308,TA,TA,Y,88,64,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2388,90,RL,NA,10899,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1224,0,0,1224,0,0,2,0,2,2,TA,8,Typ,0,NA,CarPort,1964,Unf,3,530,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2389,20,RL,74,7450,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,438,LwQ,206,250,894,GasA,Gd,Y,SBrkr,1074,0,0,1074,0,0,1,0,2,1,Gd,6,Min1,1,Gd,Detchd,1966,Unf,2,396,TA,TA,Y,0,72,0,0,0,0,NA,GdWo,NA,0,1,2007,WD,Normal
+2390,20,RL,NA,14357,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,311,LwQ,167,386,864,GasA,TA,Y,SBrkr,1187,0,0,1187,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1961,RFn,2,440,TA,TA,Y,128,0,0,0,0,0,NA,NA,NA,0,8,2007,CWD,Normal
+2391,20,RL,76,8243,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkFace,56,TA,Gd,CBlock,TA,TA,No,ALQ,700,Unf,0,264,964,GasA,Ex,Y,SBrkr,964,0,0,964,0,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1985,Fin,2,784,TA,TA,Y,170,0,0,0,0,0,NA,GdPrv,NA,0,2,2007,WD,Normal
+2392,20,RL,70,8680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,1960,Hip,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2393,20,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1966,1966,Hip,CompShg,HdBoard,Plywood,BrkFace,202,TA,TA,CBlock,TA,TA,No,BLQ,654,Unf,0,520,1174,GasA,Ex,Y,SBrkr,1200,0,0,1200,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1966,RFn,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2007,CWD,Normal
+2394,80,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,BrkFace,98,TA,TA,CBlock,TA,TA,Gd,GLQ,494,Unf,0,548,1042,GasA,TA,Y,SBrkr,1042,0,0,1042,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1965,RFn,2,440,TA,TA,Y,192,0,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal
+2395,60,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,7,1964,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,306,TA,Gd,CBlock,TA,TA,No,ALQ,414,Unf,0,431,845,GasA,Ex,Y,SBrkr,845,1309,0,2154,0,0,2,1,5,1,TA,8,Typ,1,Gd,Attchd,1964,RFn,2,539,TA,TA,Y,0,0,0,0,161,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2396,20,RL,NA,11382,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1964,1964,Gable,CompShg,Wd Sdng,Plywood,BrkFace,212,TA,TA,CBlock,TA,TA,No,ALQ,54,Rec,543,533,1130,GasA,TA,Y,SBrkr,1374,0,0,1374,0,1,1,0,3,1,TA,7,Typ,1,TA,Attchd,1964,RFn,1,286,TA,TA,Y,0,28,84,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal
+2397,20,RL,NA,22002,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1959,1991,Gable,CompShg,MetalSd,MetalSd,BrkFace,136,TA,Gd,CBlock,TA,TA,Mn,ALQ,1386,Unf,0,206,1592,GasA,Gd,Y,SBrkr,1652,0,0,1652,1,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1959,RFn,2,510,TA,TA,Y,0,0,0,0,201,0,NA,NA,NA,0,7,2007,WD,Normal
+2398,45,RL,85,12172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Unf,5,7,1940,1996,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,PConc,TA,TA,No,LwQ,130,Rec,259,433,822,GasA,TA,Y,SBrkr,908,0,0,908,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1975,Unf,2,512,TA,TA,Y,284,24,0,0,192,0,NA,MnPrv,NA,0,10,2007,WD,Normal
+2399,20,RL,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,3,1946,1950,Gable,CompShg,WdShing,Wd Shng,None,0,Fa,Fa,CBlock,Fa,Fa,No,LwQ,299,Unf,0,367,666,GasA,Fa,N,SBrkr,666,0,0,666,0,1,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,52,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal
+2400,50,RL,51,3500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,3,5,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,144,Unf,0,226,370,GasA,TA,N,FuseA,442,228,0,670,1,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,21,0,0,0,0,NA,MnPrv,Shed,2000,7,2007,WD,Normal
+2401,20,RL,50,5175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1Story,5,8,1958,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,150,ALQ,404,254,808,GasA,Ex,Y,SBrkr,808,0,0,808,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1963,Unf,1,308,TA,TA,N,143,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal
+2402,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1955,Hip,CompShg,HdBoard,HdBoard,BrkFace,176,TA,Gd,CBlock,TA,TA,No,BLQ,368,Unf,0,710,1078,GasA,Ex,Y,SBrkr,1150,0,0,1150,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1955,Fin,1,288,TA,TA,Y,0,0,0,0,175,0,NA,MnPrv,NA,0,10,2007,WD,Normal
+2403,90,RL,63,8668,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1560,1560,GasA,TA,Y,SBrkr,1560,0,0,1560,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1968,Unf,3,792,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2404,85,RL,NA,10050,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,6,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,87,TA,TA,CBlock,TA,TA,Av,GLQ,602,Unf,0,191,793,GasA,Ex,Y,SBrkr,1280,0,0,1280,0,1,2,0,3,1,TA,6,Typ,1,TA,Basment,1966,Fin,2,432,TA,TA,Y,140,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2405,80,RL,100,9600,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1961,1961,Hip,CompShg,WdShing,Wd Shng,BrkFace,291,TA,TA,CBlock,TA,TA,Av,ALQ,600,Unf,0,618,1218,GasA,TA,Y,SBrkr,1254,0,0,1254,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1961,RFn,2,525,TA,TA,Y,0,0,0,0,168,0,NA,NA,NA,0,5,2007,WD,Normal
+2406,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1957,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,873,Unf,0,63,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1957,RFn,1,315,TA,TA,Y,0,0,0,219,0,0,NA,NA,NA,0,9,2007,WD,Normal
+2407,20,RL,65,6860,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,54,TA,TA,CBlock,TA,TA,No,GLQ,908,Unf,0,100,1008,GasA,Ex,Y,SBrkr,1008,0,0,1008,1,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1964,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal
+2408,20,RL,60,8250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1963,1963,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,288,Unf,0,765,1053,GasA,Gd,Y,SBrkr,1053,0,0,1053,1,0,1,0,3,1,Gd,6,Typ,0,NA,2Types,1994,RFn,2,692,TA,TA,Y,240,0,0,0,109,0,NA,NA,NA,0,7,2007,WD,Normal
+2409,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Hip,CompShg,HdBoard,HdBoard,BrkCmn,69,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1144,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,0,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1960,RFn,1,336,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2410,20,RL,80,9736,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1957,1969,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,289,TA,TA,CBlock,TA,TA,No,BLQ,668,Rec,138,525,1331,GasA,Gd,Y,SBrkr,1721,0,0,1721,0,0,1,0,4,1,TA,8,Typ,3,TA,Attchd,1957,Unf,2,464,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2411,20,RL,72,9770,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,512,Unf,0,410,922,GasA,TA,Y,FuseA,922,0,0,922,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1957,Unf,1,308,TA,TA,Y,0,34,0,0,0,0,NA,GdWo,NA,0,4,2007,WD,Normal
+2412,20,RL,70,12198,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1975,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,780,Unf,0,424,1204,GasA,TA,Y,SBrkr,1411,0,0,1411,0,0,1,0,3,1,TA,7,Typ,1,TA,Attchd,1955,RFn,1,310,TA,TA,Y,278,82,0,0,0,0,NA,NA,NA,0,6,2007,COD,Normal
+2413,20,RL,75,10050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,288,Unf,0,928,1216,GasA,TA,Y,SBrkr,1216,0,0,1216,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,RFn,1,336,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2414,20,RL,60,11556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,9,1953,2006,Gable,CompShg,VinylSd,MetalSd,None,0,TA,Ex,CBlock,TA,TA,No,BLQ,408,Unf,0,456,864,GasA,Gd,Y,SBrkr,1154,0,0,1154,0,0,1,1,3,1,Ex,6,Typ,0,NA,Detchd,1962,Unf,1,336,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2415,90,RL,70,8078,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,260,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1560,1560,GasA,TA,Y,SBrkr,1560,0,0,1560,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1958,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal
+2416,20,RL,60,10950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,441,Unf,0,507,948,GasA,TA,Y,SBrkr,948,0,0,948,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1952,Unf,2,410,TA,TA,N,0,48,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2417,20,RL,68,7942,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,85,ALQ,955,0,1040,GasA,TA,Y,FuseF,1040,0,0,1040,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1953,Fin,1,293,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal
+2418,20,RL,71,8540,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1956,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,114,ALQ,691,120,925,GasA,TA,Y,SBrkr,925,0,0,925,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1956,Unf,1,252,TA,TA,Y,152,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2419,50,RL,55,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,4,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,150,Unf,0,1040,1190,GasA,Gd,Y,SBrkr,1040,500,0,1540,1,0,1,0,4,1,Fa,7,Typ,0,NA,Detchd,2002,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2420,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,793,Unf,0,130,923,GasA,TA,Y,SBrkr,925,0,0,925,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1955,Unf,1,390,TA,TA,Y,81,0,0,0,0,0,NA,GdWo,NA,0,3,2007,WD,Normal
+2421,20,RL,75,9532,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1953,1953,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,595,Rec,354,156,1105,GasA,Gd,Y,SBrkr,1647,0,0,1647,1,0,1,0,3,1,TA,6,Min1,1,Fa,Attchd,1953,Fin,1,280,TA,TA,Y,225,0,0,0,0,368,NA,GdPrv,NA,0,2,2007,WD,Normal
+2422,20,RL,NA,15783,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1952,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,292,Unf,0,632,924,GasA,TA,Y,SBrkr,924,0,0,924,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1952,Unf,1,420,TA,TA,Y,0,324,0,0,0,0,NA,MnPrv,Shed,400,6,2007,WD,Normal
+2423,50,RL,60,14190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,4,7,1890,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,925,925,GasA,Gd,Y,SBrkr,1000,544,0,1544,0,0,2,0,3,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,231,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2424,50,RL,NA,12099,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,6,1953,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,198,Unf,0,1018,1216,GasA,Ex,Y,SBrkr,1216,0,512,1728,1,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1953,Unf,1,371,TA,TA,Y,200,0,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal
+2425,70,RL,113,21281,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,4,1935,2007,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,666,666,GasA,Gd,Y,SBrkr,1308,1778,0,3086,0,0,3,1,4,1,Gd,9,Min1,0,NA,BuiltIn,2007,Unf,3,1200,TA,TA,Y,0,208,290,0,156,0,NA,NA,NA,0,11,2007,WD,Family
+2426,50,RL,60,10284,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,7,1925,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,1030,LwQ,66,55,1151,GasA,Ex,Y,SBrkr,845,436,0,1281,1,0,2,0,1,1,TA,6,Mod,0,NA,Detchd,1978,Unf,2,580,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Abnorml
+2427,70,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,9,1895,1999,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,Unf,0,Unf,0,736,736,GasA,Ex,Y,SBrkr,751,783,0,1534,0,0,1,1,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,112,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2428,80,RL,93,10090,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,7,5,1963,1999,Gable,CompShg,Plywood,Plywood,BrkFace,364,TA,TA,CBlock,TA,TA,Av,Rec,242,ALQ,483,0,725,GasA,TA,Y,SBrkr,1035,616,0,1651,0,1,2,0,4,1,TA,6,Typ,2,TA,BuiltIn,1963,Unf,1,276,TA,TA,Y,460,46,0,0,165,0,NA,MnPrv,NA,0,10,2007,WD,Normal
+2429,20,RL,75,8700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1961,1961,Gable,CompShg,HdBoard,HdBoard,BrkFace,53,TA,TA,CBlock,TA,TA,No,ALQ,192,Unf,0,728,920,GasA,Gd,Y,SBrkr,888,0,0,888,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,COD,Abnorml
+2430,20,RL,66,8300,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1968,1968,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,86,TA,TA,CBlock,TA,TA,Mn,Rec,952,Unf,0,0,952,GasA,Gd,Y,SBrkr,952,0,0,952,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2431,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1950,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,432,Unf,0,432,864,GasA,Fa,Y,FuseA,1238,0,0,1238,0,0,1,1,3,1,TA,6,Min2,1,TA,Attchd,1950,Unf,1,357,TA,TA,Y,0,171,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2432,20,RL,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2003,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,GLQ,574,Unf,0,466,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,0,7,2007,WD,Normal
+2433,20,RL,70,7315,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1958,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,625,Unf,0,545,1170,GasA,TA,Y,SBrkr,1170,0,0,1170,0,1,1,0,3,1,TA,6,Typ,1,TA,Attchd,1958,RFn,1,338,TA,TA,Y,0,0,0,0,225,0,NA,NA,NA,0,3,2007,WD,Normal
+2434,20,RL,70,7903,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,739,Unf,0,503,1242,GasA,Gd,Y,FuseA,1242,0,0,1242,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1960,RFn,1,324,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Family
+2435,20,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1098,Rec,154,125,1377,GasA,TA,Y,SBrkr,1377,0,0,1377,1,0,1,0,3,1,TA,6,Typ,2,TA,Attchd,1965,Unf,1,351,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,11,2007,WD,Normal
+2436,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,925,0,0,925,0,0,1,0,3,1,TA,7,Typ,0,NA,Attchd,1961,Fin,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2437,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,110,BLQ,442,312,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,1,294,TA,TA,Y,58,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal
+2438,85,RL,66,6760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,734,Unf,0,162,896,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1962,RFn,1,288,TA,TA,Y,24,90,160,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2439,30,RM,60,6978,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,7,1926,1980,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,850,850,GasA,TA,Y,SBrkr,960,0,0,960,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1981,RFn,2,576,TA,TA,Y,0,0,116,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2440,50,RM,50,6000,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,276,Unf,0,569,845,GasA,TA,Y,SBrkr,866,430,0,1296,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,0,0,175,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2441,30,RM,56,4480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1922,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,Fa,Fa,No,LwQ,782,Unf,0,240,1022,GasA,TA,N,FuseF,1022,0,0,1022,1,0,1,0,2,1,Fa,4,Typ,1,Gd,Detchd,1922,Unf,1,184,TA,Fa,N,0,122,20,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal
+2442,30,RM,56,3153,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,967,967,GasA,Gd,Y,SBrkr,967,0,0,967,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1920,Unf,1,180,Fa,TA,N,0,0,26,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2443,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1940,1950,Gable,CompShg,VinylSd,VinylSd,Stone,279,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,808,808,GasA,Ex,Y,SBrkr,1072,0,0,1072,0,0,1,0,2,1,TA,5,Typ,2,Gd,Detchd,1940,Unf,2,379,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2444,50,RM,120,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1900,2006,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,BLQ,130,Unf,0,550,680,GasA,Ex,Y,SBrkr,680,494,0,1174,0,0,1,0,2,1,Gd,6,Typ,1,Gd,Detchd,2000,Unf,2,576,TA,TA,Y,116,26,40,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal
+2445,50,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,6,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,122,Rec,448,0,570,GasA,Gd,N,SBrkr,761,380,0,1141,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,252,Fa,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,5,2007,ConLw,Normal
+2446,70,RM,57,9639,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,4,8,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1075,1075,GasA,Ex,Y,SBrkr,1156,642,0,1798,0,0,2,1,4,1,TA,7,Typ,0,NA,Detchd,1935,Unf,2,342,TA,TA,N,0,0,160,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal
+2447,70,RM,NA,10337,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,9,1910,1999,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,725,725,GasA,Ex,N,SBrkr,909,863,0,1772,0,0,2,1,3,1,Gd,7,Typ,0,NA,Detchd,1992,Unf,2,816,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal
+2448,70,RM,53,9863,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,6,1927,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,196,Rec,210,322,728,GasA,TA,Y,SBrkr,914,728,0,1642,0,1,1,1,4,1,TA,9,Typ,1,Gd,Detchd,1927,Unf,1,374,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Abnorml
+2449,70,RM,35,4571,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1910,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,168,Unf,0,448,616,GasA,Ex,Y,SBrkr,616,616,0,1232,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,2,480,Fa,Fa,Y,280,0,143,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2450,50,RM,56,8398,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1910,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,Gd,No,BLQ,259,Unf,0,667,926,GasA,TA,Y,SBrkr,991,659,0,1650,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1979,Unf,2,468,TA,TA,N,128,103,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2451,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1930,2005,Gambrel,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,Fa,No,Rec,316,Unf,0,371,687,GasA,Gd,Y,SBrkr,687,671,0,1358,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,2004,Unf,1,336,TA,TA,Y,0,32,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Partial
+2452,75,RM,75,13500,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,8,1879,1987,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,819,819,GasA,TA,Y,FuseA,1312,1142,0,2454,0,0,2,0,3,1,TA,8,Typ,1,Gd,Attchd,1950,Unf,2,576,TA,TA,N,0,148,150,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal
+2453,20,RM,52,8626,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,1,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,968,0,0,968,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,331,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2454,80,RM,76,11800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,SLvl,4,7,1949,2002,Gable,CompShg,Stucco,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1382,0,0,1382,0,0,2,0,1,1,TA,6,Mod,1,TA,Attchd,1957,RFn,1,384,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2455,40,RL,55,6854,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1Story,5,7,1925,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,LwQ,317,Rec,227,212,756,GasA,TA,N,FuseA,916,144,0,1060,1,0,1,0,1,1,TA,6,Mod,1,Gd,Detchd,1969,Unf,1,308,Fa,TA,Y,0,65,0,0,150,0,NA,NA,NA,0,8,2007,WD,Normal
+2456,50,RM,55,8674,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,RRNn,Artery,1Fam,1.5Fin,5,6,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,No,Rec,910,Unf,0,0,910,GasA,TA,Y,SBrkr,910,525,0,1435,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1950,Unf,1,308,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2457,50,RM,50,6125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1939,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,306,Unf,0,422,728,GasA,Ex,Y,SBrkr,728,546,0,1274,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1939,Unf,1,224,Fa,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,3,2007,CWD,Normal
+2458,70,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,6,6,1939,1950,Gable,CompShg,MetalSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,276,Unf,0,324,600,GasA,Ex,Y,SBrkr,608,624,0,1232,0,0,1,1,3,1,TA,6,Typ,2,TA,Attchd,1939,Unf,1,217,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,2,2007,WD,Normal
+2459,45,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,7,1939,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,0,0,884,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,136,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2460,50,RM,NA,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,5,1938,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,52,Unf,0,809,861,GasA,Gd,Y,SBrkr,861,548,0,1409,1,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1968,Unf,2,528,TA,TA,Y,225,0,84,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2461,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,8,1939,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,48,Unf,0,624,672,GasA,Ex,Y,SBrkr,899,423,0,1322,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1939,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2462,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,966,966,GasA,Ex,Y,SBrkr,1014,412,0,1426,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1930,Unf,1,230,Fa,TA,Y,174,0,96,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal
+2463,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,351,Unf,0,405,756,GasA,Gd,Y,FuseA,903,378,0,1281,1,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1926,Unf,2,379,TA,TA,Y,25,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2464,70,RM,47,7755,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1918,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,FuseA,1100,1164,0,2264,0,0,2,1,4,1,TA,8,Typ,0,NA,Detchd,1950,Unf,1,408,TA,TA,Y,0,152,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal
+2465,50,RL,60,8850,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,752,624,0,1376,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1977,Unf,2,576,TA,TA,P,0,54,144,0,0,0,NA,NA,NA,0,2,2007,WD,Normal
+2466,50,RL,60,8550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,5,5,1926,1950,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,750,750,GasA,TA,Y,SBrkr,960,356,0,1316,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1965,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,ConLw,Family
+2467,70,RM,NA,5700,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,OldTown,Feedr,Norm,1Fam,2Story,7,6,1929,1990,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,336,Unf,0,336,672,GasA,Gd,N,FuseA,672,672,0,1344,1,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1979,Unf,2,456,TA,TA,Y,0,0,70,0,0,0,NA,GdPrv,NA,0,9,2007,WD,Normal
+2468,45,RM,40,5680,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,4,1901,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,592,592,GasA,TA,N,FuseA,933,240,0,1173,0,0,2,0,3,1,TA,7,Typ,0,NA,Detchd,1920,Unf,1,240,TA,Fa,Y,0,25,77,0,0,0,NA,MnPrv,NA,0,9,2007,WD,AdjLand
+2469,50,RM,40,5680,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,3,1901,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,969,969,GasA,TA,N,FuseA,969,245,0,1214,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,N,0,0,77,0,0,0,NA,MnPrv,NA,0,9,2007,WD,AdjLand
+2470,80,RM,120,13200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,SLvl,6,6,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,234,TA,TA,CBlock,TA,TA,No,BLQ,375,Unf,0,366,741,GasA,Fa,Y,SBrkr,1497,797,0,2294,0,0,3,0,5,1,TA,9,Typ,1,Gd,Attchd,1963,Unf,2,658,TA,TA,Y,0,110,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2471,60,RM,60,9780,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,7,9,1950,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Ex,CBlock,TA,TA,No,LwQ,354,Rec,398,224,976,GasA,Ex,Y,SBrkr,976,976,0,1952,0,0,1,1,4,1,Gd,8,Typ,2,TA,Detchd,1950,Fin,1,299,TA,TA,Y,285,0,0,0,216,0,NA,NA,NA,0,4,2007,WD,Normal
+2472,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,5,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,375,Unf,0,763,1138,GasA,Gd,Y,SBrkr,1138,1042,0,2180,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,2006,Unf,2,720,TA,TA,N,0,0,170,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2473,190,RM,52,4330,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,4,6,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Rec,681,ALQ,127,0,808,GasA,TA,Y,SBrkr,838,477,0,1315,1,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1958,RFn,2,436,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,COD,Abnorml
+2474,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,4,1,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,771,771,GasA,Fa,Y,SBrkr,866,504,114,1484,0,0,2,0,3,1,TA,6,NA,0,NA,Detchd,1910,Unf,1,264,TA,Fa,N,14,211,0,0,84,0,NA,NA,NA,0,9,2007,COD,Abnorml
+2475,70,RL,107,12888,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,2Story,7,8,1937,1980,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,288,Unf,0,717,1005,GasA,TA,Y,SBrkr,1262,1005,0,2267,1,0,1,1,3,1,TA,7,Typ,2,Gd,Attchd,1937,Fin,2,498,TA,TA,Y,521,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2476,190,RL,59,4484,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,2fmCon,1.5Fin,5,6,1942,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,485,Unf,0,187,672,GasA,TA,N,SBrkr,778,504,0,1282,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1942,Unf,1,240,TA,TA,Y,0,88,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2477,190,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,2fmCon,SFoyer,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,925,Unf,0,0,925,GasA,TA,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1963,Unf,1,308,TA,TA,Y,40,176,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal
+2478,85,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1964,1980,Gable,CompShg,HdBoard,HdBoard,BrkFace,30,TA,TA,CBlock,Gd,TA,Av,BLQ,785,Unf,0,635,1420,GasA,Gd,Y,SBrkr,1452,0,0,1452,1,0,1,0,2,1,TA,6,Min2,1,TA,Detchd,1964,Unf,2,572,TA,TA,Y,92,0,88,0,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2479,20,RL,62,14299,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,3,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,513,LwQ,144,348,1005,GasA,TA,Y,SBrkr,1005,0,0,1005,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,440,TA,TA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2480,80,RL,65,14149,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,8,1964,2001,Hip,CompShg,HdBoard,HdBoard,BrkFace,50,Gd,Gd,CBlock,TA,TA,Gd,LwQ,68,BLQ,722,190,980,GasA,TA,Y,SBrkr,1020,0,0,1020,0,1,2,0,3,1,TA,5,Typ,1,Po,Detchd,1970,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2481,20,RL,NA,11677,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,442,TA,TA,CBlock,TA,TA,Av,Rec,249,BLQ,761,30,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,0,90,0,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal
+2482,190,RL,70,8425,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Sawyer,Feedr,Norm,2fmCon,1Story,5,6,1971,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,748,Unf,0,20,768,GasA,Gd,Y,SBrkr,868,0,0,868,1,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,Y,138,0,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal
+2483,20,RL,86,8665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,89,TA,TA,CBlock,TA,TA,Mn,Rec,168,BLQ,288,420,876,GasA,TA,Y,SBrkr,897,0,0,897,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2484,20,RL,NA,8398,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,323,TA,Gd,CBlock,TA,TA,No,LwQ,114,BLQ,529,300,943,GasA,TA,Y,SBrkr,943,0,0,943,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1972,Unf,2,528,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2485,20,RL,NA,8169,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,Rec,216,ALQ,435,261,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1966,Unf,1,315,TA,TA,Y,204,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2486,20,RL,81,14175,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Sawyer,PosA,Norm,1Fam,1Story,5,5,1956,1998,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,386,ALQ,522,332,1240,GasA,Gd,Y,SBrkr,1375,0,0,1375,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1956,Unf,1,323,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal
+2487,60,RL,99,16779,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,2Story,5,4,1920,1996,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,356,TA,Fa,CBlock,Gd,TA,No,BLQ,267,Unf,0,404,671,GasA,Fa,Y,SBrkr,1567,1087,0,2654,0,0,3,0,4,1,TA,11,Mod,1,Gd,Attchd,1946,Unf,2,638,TA,TA,Y,128,570,0,0,0,0,NA,NA,Shed,500,5,2007,WD,Normal
+2488,50,RL,70,6960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,7,8,1940,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,258,Unf,0,422,680,GasA,Ex,Y,FuseA,798,504,0,1302,0,0,1,1,2,1,Gd,6,Typ,2,Gd,Attchd,1940,Unf,1,224,TA,TA,Y,0,0,0,0,126,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2489,20,RL,91,11375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,5,1954,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,736,Unf,0,231,967,GasA,TA,Y,SBrkr,1299,0,0,1299,0,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1954,Unf,2,494,TA,TA,Y,81,0,280,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2490,20,RL,85,13770,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1958,1998,Gable,CompShg,Plywood,Plywood,BrkFace,340,TA,TA,CBlock,TA,TA,Mn,Rec,190,BLQ,873,95,1158,GasA,TA,Y,SBrkr,1176,0,0,1176,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1958,Unf,1,303,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,NA,Normal
+2491,20,RL,NA,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,7,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,998,0,0,998,0,0,1,0,3,1,TA,5,Min2,0,NA,2Types,1952,Unf,2,460,Fa,TA,Y,0,0,140,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2492,20,RL,NA,11075,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1984,1984,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,136,TA,TA,PConc,Gd,TA,No,BLQ,299,LwQ,891,0,1190,GasA,Ex,Y,SBrkr,1522,0,0,1522,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1984,Fin,2,552,TA,TA,Y,0,77,0,0,168,0,NA,GdPrv,NA,0,2,2007,WD,Normal
+2493,20,RL,NA,17541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1948,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,Gd,Mn,BLQ,300,Unf,0,109,409,GasA,Ex,Y,SBrkr,1325,0,0,1325,0,0,2,0,3,1,Gd,6,Typ,1,TA,Detchd,1996,Unf,2,576,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2494,20,RL,NA,22692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,587,Unf,0,486,1073,GasA,TA,Y,SBrkr,1630,0,0,1630,0,0,2,0,3,1,TA,6,Mod,1,TA,Detchd,1953,Unf,2,649,TA,TA,P,0,64,0,0,0,0,NA,NA,NA,0,3,2007,COD,Normal
+2495,20,RL,84,17808,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,4,5,1946,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,484,484,GasA,TA,N,SBrkr,1242,0,0,1242,0,0,1,0,2,1,TA,4,Mod,0,NA,Attchd,1946,Unf,1,336,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2496,20,RL,102,12671,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,7,1954,1994,Hip,CompShg,MetalSd,MetalSd,Stone,300,TA,Gd,CBlock,Gd,Fa,No,LwQ,353,Unf,0,935,1288,GasA,Ex,Y,SBrkr,2422,0,0,2422,0,0,3,0,4,1,Gd,6,Min2,2,Gd,Attchd,1954,Fin,2,527,TA,TA,Y,0,63,0,0,144,0,NA,NA,NA,0,7,2007,WD,Normal
+2497,50,RL,70,10512,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,6,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,491,Unf,0,497,988,GasA,Ex,Y,SBrkr,988,638,0,1626,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1954,Unf,1,332,TA,TA,Y,366,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2498,20,RL,60,5400,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,453,Unf,0,411,864,GasA,TA,Y,SBrkr,864,0,0,864,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,Unf,1,399,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2499,30,RL,NA,11515,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1958,1994,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,943,0,0,943,0,0,1,0,3,1,Gd,5,Min2,0,NA,Detchd,1958,Unf,1,308,TA,TA,N,0,0,60,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2500,120,RL,39,3869,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,TwnhsE,1Story,5,6,1984,1984,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,149,Gd,Ex,CBlock,TA,TA,No,LwQ,283,GLQ,755,0,1038,GasA,Gd,Y,SBrkr,1038,0,0,1038,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1984,RFn,1,264,TA,TA,Y,0,105,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2501,20,RL,58,9280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,ALQ,557,Unf,0,785,1342,GasA,Ex,Y,SBrkr,1342,0,0,1342,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1951,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2502,50,RL,60,11100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1951,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,LwQ,1080,Unf,0,0,1080,GasA,TA,N,SBrkr,1080,400,0,1480,1,0,1,0,4,1,TA,7,Typ,1,Gd,Attchd,1951,Unf,1,253,TA,TA,Y,0,0,68,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2503,50,RL,50,7550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,5,1920,1950,Gambrel,CompShg,MetalSd,MetalSd,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,951,951,GasW,Fa,N,SBrkr,986,376,0,1362,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1920,Unf,1,280,Fa,TA,P,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal
+2504,50,RL,104,23920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,1.5Fin,6,5,1984,1984,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1105,1105,GasA,Ex,Y,SBrkr,1105,717,0,1822,0,0,2,0,4,1,Gd,7,Min2,1,Po,Attchd,1984,Unf,2,515,TA,TA,P,0,195,1012,0,0,444,NA,NA,NA,0,4,2007,WD,Normal
+2505,60,RL,75,9317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,497,Unf,0,282,779,GasA,Ex,Y,SBrkr,1029,929,0,1958,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,RFn,2,499,TA,TA,Y,202,93,0,0,0,0,NA,NA,NA,0,7,2007,CWD,Normal
+2506,20,RL,71,9178,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1643,1643,GasA,Ex,Y,SBrkr,1651,0,0,1651,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,870,TA,TA,Y,204,64,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial
+2507,20,RL,93,10481,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,2140,2140,GasA,Ex,Y,SBrkr,2140,0,0,2140,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,Fin,3,894,TA,TA,Y,136,32,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial
+2508,20,RL,66,10235,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1643,1643,GasA,Ex,Y,SBrkr,1651,0,0,1651,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,870,TA,TA,Y,192,64,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial
+2509,20,RL,75,11750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,204,Gd,TA,PConc,Gd,TA,Mn,GLQ,20,Unf,0,1526,1546,GasA,Ex,Y,SBrkr,1546,0,0,1546,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,796,TA,TA,Y,144,42,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2510,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,132,Gd,TA,PConc,Gd,TA,No,GLQ,36,Unf,0,1453,1489,GasA,Ex,Y,SBrkr,1500,0,0,1500,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,674,TA,TA,Y,144,38,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2511,20,RL,64,7242,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1270,1270,GasA,Ex,Y,SBrkr,1270,0,0,1270,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,524,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2512,60,RL,78,9316,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,879,879,GasA,Ex,Y,SBrkr,879,916,0,1795,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,578,TA,TA,Y,164,111,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2513,60,RL,NA,8883,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,360,Gd,TA,PConc,Gd,TA,No,GLQ,608,LwQ,321,0,929,GasA,Ex,Y,SBrkr,946,927,0,1873,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1988,RFn,2,619,TA,TA,Y,108,48,0,0,144,0,NA,GdPrv,NA,0,5,2007,WD,Normal
+2514,20,RL,155,20064,Pave,NA,IR1,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,8,6,1976,1976,Shed,WdShngl,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,Gd,Gd,LwQ,51,GLQ,915,0,966,GasA,Ex,Y,SBrkr,1743,0,0,1743,2,0,0,1,0,1,Gd,5,Typ,2,Fa,Attchd,1976,Fin,2,529,TA,TA,Y,646,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2515,20,RL,NA,14217,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,550,Unf,0,472,1022,GasA,Gd,Y,SBrkr,1022,0,0,1022,0,1,1,0,3,1,TA,6,Typ,0,NA,Detchd,1995,Unf,2,747,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2516,60,RL,57,10021,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,6,1997,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,539,Unf,0,96,635,GasA,Ex,Y,SBrkr,646,662,0,1308,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,497,TA,TA,Y,142,54,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2517,20,RL,60,8428,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Gd,No,GLQ,420,Unf,0,570,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,1,384,TA,TA,Y,256,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2518,20,RL,70,16561,Pave,NA,IR2,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,549,Unf,0,548,1097,GasA,Ex,Y,SBrkr,1097,0,0,1097,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1996,Unf,1,242,TA,TA,Y,306,0,0,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal
+2519,60,RL,47,10820,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,342,Unf,0,646,988,GasA,Ex,Y,SBrkr,988,885,0,1873,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,RFn,2,597,TA,TA,Y,202,123,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2520,60,RL,43,12352,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,290,Gd,TA,PConc,Gd,TA,No,GLQ,638,Unf,0,215,853,GasA,Ex,Y,SBrkr,853,900,0,1753,1,0,2,1,3,1,TA,7,Typ,1,Fa,Attchd,1998,RFn,2,534,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2521,60,RL,68,9543,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,845,845,GasA,Ex,Y,SBrkr,845,845,0,1690,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2001,RFn,2,517,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal
+2522,60,RL,NA,8826,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,TA,PConc,Gd,TA,No,GLQ,841,Unf,0,144,985,GasA,Ex,Y,SBrkr,985,857,0,1842,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,Fin,2,486,TA,TA,Y,193,96,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2523,20,RL,97,11800,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1974,1974,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,663,Unf,0,201,864,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1974,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Family
+2524,80,RL,59,8660,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,5,1976,1976,Gable,CompShg,VinylSd,VinylSd,BrkFace,113,TA,Gd,CBlock,Gd,TA,Av,GLQ,502,Unf,0,513,1015,GasA,TA,Y,SBrkr,1025,0,0,1025,0,0,2,0,3,1,TA,6,Typ,1,Fa,Detchd,1979,Unf,2,370,TA,TA,Y,127,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2525,80,RL,72,9720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,7,1977,1977,Gable,CompShg,Plywood,VinylSd,BrkFace,51,TA,TA,CBlock,TA,NA,Av,ALQ,755,Unf,0,240,995,GasA,TA,Y,SBrkr,1009,0,0,1009,0,0,2,0,3,1,TA,6,Typ,1,Fa,Detchd,1977,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal
+2526,20,RL,45,8982,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,539,Unf,0,501,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,2,748,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal
+2527,20,RL,39,16300,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,4,1977,1977,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,Rec,60,BLQ,417,399,876,GasA,TA,Y,SBrkr,907,0,0,907,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1977,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal
+2528,20,RL,75,9675,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,330,Rec,432,102,864,GasA,TA,Y,SBrkr,879,0,0,879,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,440,TA,TA,Y,0,80,0,0,0,0,NA,NA,NA,0,9,2007,Con,Normal
+2529,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,671,Unf,0,193,864,GasA,Gd,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Ex,5,Typ,0,NA,Detchd,1977,Fin,2,576,Gd,Ex,Y,155,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal
+2530,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,4,8,1972,2006,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,Rec,385,Unf,0,0,385,GasA,Gd,Y,SBrkr,875,0,0,875,0,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1975,Unf,2,728,TA,TA,Y,352,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2531,20,RL,NA,11354,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,TA,TA,Gd,GLQ,1412,Unf,0,261,1673,GasA,Ex,Y,SBrkr,1673,0,0,1673,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,583,TA,TA,Y,306,113,0,0,116,0,NA,NA,NA,0,1,2007,WD,Normal
+2532,60,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,654,Unf,0,325,979,GasA,Ex,Y,SBrkr,992,940,0,1932,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2003,RFn,2,610,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2533,60,RL,65,8158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,214,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,860,860,GasA,Ex,Y,SBrkr,860,869,0,1729,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2002,Fin,2,542,TA,TA,Y,386,63,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2534,20,RL,73,11927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,1994,1995,Hip,CompShg,HdBoard,HdBoard,BrkFace,519,Gd,TA,PConc,Gd,TA,Gd,BLQ,408,GLQ,465,683,1556,GasA,Ex,Y,SBrkr,1592,0,0,1592,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,484,TA,TA,Y,120,35,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2535,60,RL,NA,12728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,256,Gd,TA,PConc,Gd,TA,Mn,GLQ,1198,Unf,0,333,1531,GasA,Ex,Y,SBrkr,1531,908,0,2439,1,0,2,1,4,1,Gd,7,Typ,1,TA,Attchd,2001,Fin,2,560,TA,TA,Y,184,121,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2536,60,RL,NA,15295,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1996,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,254,Gd,TA,PConc,Gd,TA,Mn,GLQ,762,Unf,0,98,860,GasA,Ex,Y,SBrkr,1212,780,0,1992,1,0,2,1,3,1,Gd,7,Min2,2,TA,Attchd,1996,RFn,2,608,TA,TA,Y,225,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2537,20,RL,73,17227,Pave,NA,IR2,Lvl,AllPub,CulDSac,Mod,CollgCr,Norm,Norm,1Fam,1Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,158,Gd,TA,PConc,Gd,TA,Gd,GLQ,915,Unf,0,426,1341,GasA,Ex,Y,SBrkr,1341,0,0,1341,1,0,1,1,1,1,Gd,5,Typ,1,TA,Attchd,1999,RFn,2,482,TA,TA,Y,240,84,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2538,60,RL,70,8145,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,738,738,GasA,Ex,Y,SBrkr,738,738,0,1476,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,552,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial
+2539,20,RL,65,8769,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,709,Unf,0,460,1169,GasA,Ex,Y,SBrkr,1190,0,0,1190,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,RFn,2,578,TA,TA,Y,100,41,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2540,20,RL,64,8334,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1330,1330,GasA,Ex,Y,SBrkr,1330,0,0,1330,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,437,TA,TA,Y,0,23,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial
+2541,60,RL,64,8333,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,738,738,GasA,Gd,Y,SBrkr,738,753,0,1491,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,484,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2542,60,RL,64,9045,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,768,768,0,1536,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2543,85,RL,75,9825,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,162,TA,TA,CBlock,Gd,TA,Gd,ALQ,936,Unf,0,0,936,GasA,Gd,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,1,Fa,Attchd,1967,Unf,1,384,TA,TA,Y,405,0,0,0,0,0,NA,NA,Shed,450,8,2007,WD,Abnorml
+2544,20,RL,67,8308,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1963,1963,Gable,CompShg,VinylSd,VinylSd,Stone,20,TA,Gd,CBlock,TA,TA,No,BLQ,132,LwQ,841,115,1088,GasA,TA,Y,SBrkr,1088,0,0,1088,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,2002,Unf,2,520,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2007,COD,Normal
+2545,50,RL,74,16287,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1925,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,130,BLQ,105,666,901,GasA,TA,Y,SBrkr,901,450,0,1351,1,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1975,Unf,2,576,TA,TA,N,0,0,43,0,100,0,NA,NA,NA,0,7,2007,WD,Normal
+2546,20,RL,80,8240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,6,1960,1960,Hip,CompShg,HdBoard,HdBoard,Stone,198,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1179,1179,GasA,Gd,Y,SBrkr,1179,0,0,1179,0,0,1,0,2,1,TA,5,Min2,0,NA,Attchd,1960,Fin,2,622,TA,TA,P,0,0,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal
+2547,80,RL,65,6285,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1976,1976,Gable,CompShg,HdBoard,Plywood,None,0,TA,Fa,CBlock,TA,TA,Av,GLQ,504,Unf,0,456,960,GasA,TA,Y,SBrkr,1044,0,0,1044,1,0,1,0,3,1,TA,7,Typ,1,Fa,Detchd,1976,Unf,2,528,TA,Fa,Y,228,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2548,90,RL,NA,9555,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,2Story,5,6,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1100,1133,0,2233,0,0,2,1,5,2,TA,11,Typ,0,NA,Attchd,1979,Fin,2,579,TA,Gd,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal
+2549,60,RL,60,7023,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,5,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,Gd,No,GLQ,611,Unf,0,123,734,GasA,Gd,Y,SBrkr,734,674,0,1408,1,0,2,1,3,1,TA,6,Typ,0,NA,BuiltIn,2005,Fin,2,489,TA,TA,Y,0,85,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2550,20,RL,128,39290,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,10,5,2008,2009,Hip,CompShg,CemntBd,CmentBd,Stone,1224,Ex,TA,PConc,Ex,TA,Gd,GLQ,4010,Unf,0,1085,5095,GasA,Ex,Y,SBrkr,5095,0,0,5095,1,1,2,1,2,1,Ex,15,Typ,2,Gd,Attchd,2008,Fin,3,1154,TA,TA,Y,546,484,0,0,0,0,NA,NA,NA,17000,10,2007,New,Partial
+2551,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,76,TA,TA,PConc,Gd,TA,Gd,GLQ,467,Unf,0,80,547,GasA,Ex,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,Gd,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2552,20,RL,64,6400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1959,2000,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,Rec,77,ALQ,831,52,960,GasA,Ex,Y,SBrkr,960,0,0,960,1,0,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1959,Unf,1,392,TA,TA,Y,144,0,35,0,0,0,NA,NA,NA,0,12,2007,WD,Normal
+2553,90,RL,74,6882,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,3,1955,1955,Gable,CompShg,AsbShng,Plywood,BrkCmn,128,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1152,0,0,1152,0,0,2,0,2,2,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal
+2554,90,RL,52,8741,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,6,1946,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1195,1195,GasA,TA,N,SBrkr,1195,0,0,1195,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,118,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD,Abnorml
+2555,40,RL,62,10042,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,8,1920,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,144,ALQ,278,238,660,GasA,TA,Y,SBrkr,740,125,0,865,1,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1920,Unf,1,216,TA,TA,Y,0,0,84,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2556,20,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,544,Unf,0,224,768,GasA,TA,Y,SBrkr,768,0,0,768,0,0,1,0,2,1,TA,4,Typ,1,Fa,Detchd,1959,Unf,1,355,TA,TA,Y,0,0,196,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2557,20,RL,60,8172,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,682,Unf,0,182,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,528,TA,TA,N,196,0,0,0,0,0,NA,NA,NA,0,10,2007,COD,Family
+2558,90,RL,60,10890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,Duplex,2Story,5,6,1923,1950,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,TA,TA,Mn,Rec,371,Unf,0,925,1296,Grav,Fa,N,FuseA,1296,1296,0,2592,2,0,2,0,6,2,TA,12,Min2,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,742,240,0,0,0,NA,NA,Shed,1512,1,2007,WD,AdjLand
+2559,30,RL,54,7223,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,5,1926,1950,Hip,CompShg,Stucco,Plywood,None,0,TA,TA,PConc,TA,TA,Mn,BLQ,319,Unf,0,971,1290,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1973,Unf,1,352,TA,TA,Y,0,0,64,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal
+2560,50,RL,51,6821,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,7,1921,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,113,Unf,0,538,651,GasA,Gd,Y,SBrkr,759,539,0,1298,0,0,2,0,2,1,TA,8,Typ,1,Gd,Detchd,1994,Unf,1,240,TA,TA,P,216,0,168,0,0,0,NA,NA,NA,0,8,2007,WD,Normal
+2561,70,RL,63,4000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,8,1930,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,GLQ,246,Unf,0,285,531,GasA,TA,Y,SBrkr,567,531,0,1098,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1930,Unf,1,216,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal
+2562,70,RL,53,6720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1921,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,585,585,GasA,TA,N,SBrkr,851,585,0,1436,0,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1992,Unf,1,228,TA,TA,Y,184,0,0,0,0,0,NA,NA,NA,0,4,2007,CWD,Normal
+2563,70,RL,53,7155,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,8,1926,1991,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasA,TA,Y,SBrkr,686,775,0,1461,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1926,Unf,1,225,TA,TA,N,0,0,116,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2564,70,RL,60,7230,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,7,1927,1992,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,851,851,GasA,Gd,Y,SBrkr,867,851,0,1718,0,0,2,1,4,1,Gd,8,Typ,1,TA,Detchd,1927,Unf,2,264,TA,TA,Y,291,0,60,0,153,0,NA,GdPrv,NA,0,10,2007,WD,Normal
+2565,20,RL,126,13108,Pave,NA,IR2,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,5,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,Y,SBrkr,1226,0,0,1226,0,0,1,1,2,1,TA,7,Min1,1,Gd,Attchd,1951,Fin,2,400,TA,TA,Y,174,24,120,0,228,0,NA,NA,NA,0,6,2007,WD,Normal
+2566,50,RL,110,7810,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,4,6,1930,2003,Gable,CompShg,AsbShng,CmentBd,None,0,TA,Gd,BrkTil,TA,Gd,No,GLQ,189,Unf,0,741,930,GasA,Ex,Y,SBrkr,1230,525,0,1755,0,0,2,0,4,1,Gd,7,Typ,1,TA,Detchd,1930,Unf,1,231,Fa,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2567,190,RL,79,6221,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,2fmCon,1.5Fin,5,5,1941,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,533,Unf,0,195,728,GasA,Ex,Y,SBrkr,760,595,0,1355,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1966,Unf,2,528,TA,TA,Y,0,0,0,0,144,0,NA,MnPrv,NA,0,10,2007,WD,Normal
+2568,20,RL,NA,25485,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,4,1960,1960,Gable,CompShg,Wd Sdng,MetalSd,BrkFace,423,TA,Fa,CBlock,TA,Gd,Mn,LwQ,540,Rec,1020,0,1560,GasA,TA,Y,SBrkr,1560,0,0,1560,0,0,1,1,3,1,TA,6,Typ,3,TA,Attchd,1960,RFn,2,580,TA,TA,Y,0,75,584,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2569,20,RL,NA,21579,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,6,1968,1968,Hip,CompShg,HdBoard,BrkFace,None,0,TA,TA,PConc,Gd,TA,No,BLQ,813,Unf,0,675,1488,GasA,Ex,Y,SBrkr,1488,0,0,1488,0,1,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1968,RFn,2,552,TA,TA,Y,0,0,216,0,0,0,NA,NA,NA,0,9,2007,CWD,Normal
+2570,160,RM,24,1782,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Gd,TA,No,GLQ,330,Unf,0,186,516,GasA,Gd,Y,SBrkr,529,516,0,1045,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1980,Unf,2,462,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal
+2571,20,RL,NA,17871,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,4,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1680,1680,GasA,Gd,Y,SBrkr,1680,0,0,1680,0,0,2,0,4,1,Gd,7,Typ,0,NA,Attchd,1996,Unf,2,628,TA,TA,Y,152,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2572,120,RM,35,3907,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Blueste,Norm,Norm,TwnhsE,1Story,8,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,577,Unf,0,427,1004,GasA,Gd,Y,SBrkr,1020,0,0,1020,1,0,1,0,1,1,TA,4,Typ,0,NA,Attchd,1988,Unf,2,509,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2573,20,RL,NA,20693,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,5,1971,1971,Gable,CompShg,Plywood,Plywood,BrkFace,652,TA,TA,CBlock,Gd,TA,No,Rec,434,Unf,0,1262,1696,GasA,Ex,Y,SBrkr,1696,0,0,1696,0,0,2,0,3,1,TA,7,Typ,2,TA,Attchd,1971,Fin,2,625,TA,TA,Y,0,146,0,0,0,0,NA,GdWo,NA,0,2,2007,WD,Normal
+2574,20,RL,70,18044,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,8,5,1986,1986,Gable,CompShg,WdShing,Plywood,None,0,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,279,279,GasA,Gd,Y,SBrkr,2726,0,0,2726,0,0,2,1,2,1,Gd,6,Typ,1,Gd,Attchd,1986,Fin,2,691,Gd,Gd,Y,216,64,169,0,0,228,Ex,NA,NA,0,8,2007,WD,Normal
+2575,50,RM,50,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,375,Unf,0,345,720,GasA,Gd,Y,FuseA,720,495,0,1215,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1965,Fin,2,720,TA,TA,Y,0,0,30,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal
+2576,50,RM,50,7288,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,5,7,1925,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,BrkTil,TA,Po,No,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,936,665,0,1601,0,0,2,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,176,0,0,NA,NA,NA,0,9,2007,WD,Normal
+2577,70,RM,50,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,6,1923,1999,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,Gd,TA,No,ALQ,548,Unf,0,311,859,GasA,Ex,Y,SBrkr,942,886,0,1828,0,0,2,0,3,1,Gd,6,Typ,0,NA,Detchd,NA,NA,NA,NA,NA,NA,Y,174,0,212,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Alloca
+2578,30,RM,46,3672,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1Story,5,7,1922,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1922,Unf,1,100,Fa,Fa,N,0,0,96,0,0,0,NA,NA,NA,0,9,2007,WD,Normal
+2579,50,RM,64,11067,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,2,4,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,640,0,205,845,0,0,1,0,1,1,TA,4,Maj2,0,NA,Detchd,1950,Unf,1,256,TA,Fa,N,48,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2580,190,C (all),75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,2fmCon,2Story,5,6,1895,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,957,957,GasA,Fa,N,SBrkr,1034,957,0,1991,0,0,2,0,4,2,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,133,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2581,20,C (all),65,6565,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1957,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,967,Unf,0,106,1073,GasA,Gd,Y,FuseA,1073,0,0,1073,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1985,Unf,2,720,TA,TA,Y,0,444,0,0,0,0,NA,NA,NA,0,8,2007,WD,Abnorml
+2582,30,C (all),60,6060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,9,1930,2007,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,TA,TA,No,ALQ,737,Unf,0,100,837,GasA,Ex,Y,SBrkr,1001,0,0,1001,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1930,Unf,1,216,TA,Po,N,154,0,42,86,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2583,120,RM,59,5568,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,Stone,473,Gd,TA,PConc,Gd,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Gd,Y,SBrkr,1625,0,0,1625,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,2,495,TA,TA,Y,123,0,0,0,153,0,NA,NA,NA,0,10,2007,New,Partial
+2584,85,RL,NA,12150,Pave,NA,IR1,Bnk,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1979,1979,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1001,Unf,0,0,1001,GasA,TA,Y,SBrkr,1299,0,0,1299,1,0,2,0,2,1,Gd,5,Typ,1,Po,BuiltIn,1979,RFn,2,486,TA,TA,Y,84,0,222,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal
+2585,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,166,Gd,TA,PConc,Gd,TA,No,GLQ,585,Unf,0,856,1441,GasA,Ex,Y,SBrkr,1392,0,0,1392,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,Fin,3,650,TA,TA,Y,168,49,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal
+2586,20,RL,44,12864,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1392,Unf,0,17,1409,GasA,Ex,Y,SBrkr,1409,0,0,1409,1,0,1,1,1,1,Gd,4,Typ,1,Gd,Attchd,2002,RFn,2,576,TA,TA,Y,0,144,0,0,145,0,NA,NA,NA,0,7,2007,WD,Normal
+2587,20,RL,NA,9928,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,1239,Unf,0,215,1454,GasA,TA,Y,SBrkr,1478,0,0,1478,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,506,TA,TA,Y,114,22,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2588,80,RL,NA,8750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,7,6,1975,1975,Gable,CompShg,Plywood,Plywood,Stone,50,TA,TA,CBlock,TA,TA,Av,Rec,224,GLQ,530,98,852,GasA,TA,Y,SBrkr,918,0,0,918,0,1,1,0,3,0,TA,4,Typ,0,NA,Attchd,1975,Unf,1,360,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal
+2589,85,RL,82,8410,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1974,1974,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,924,Unf,0,46,970,GasA,TA,Y,SBrkr,1026,0,0,1026,1,0,1,0,2,1,TA,5,Typ,1,Po,Attchd,1974,Unf,2,528,TA,TA,Y,193,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2590,120,RL,46,4054,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,TwnhsE,1Story,7,6,1987,1987,Gable,CompShg,VinylSd,VinylSd,BrkFace,352,Gd,TA,BrkTil,Gd,TA,Av,GLQ,949,Unf,0,552,1501,GasA,Ex,Y,SBrkr,1501,0,0,1501,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1987,Fin,2,512,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal
+2591,20,RL,149,19958,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,8,1958,1995,Hip,CompShg,HdBoard,HdBoard,BrkFace,1224,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,585,585,GasA,Gd,Y,SBrkr,2279,0,0,2279,0,0,2,1,4,1,Gd,7,Typ,1,Gd,Attchd,1958,RFn,2,461,TA,TA,Y,274,0,0,0,138,0,NA,GdPrv,NA,0,7,2007,WD,Normal
+2592,20,RL,67,8368,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1689,1689,GasA,Ex,Y,SBrkr,1689,0,0,1689,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,433,TA,TA,Y,100,39,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial
+2593,20,RL,68,8298,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,Av,GLQ,583,Unf,0,963,1546,GasA,Ex,Y,SBrkr,1564,0,0,1564,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2207,RFn,2,502,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial
+2594,20,RL,42,10331,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1Story,7,7,1985,1985,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,215,BLQ,80,970,1265,GasA,Gd,Y,SBrkr,1240,0,0,1240,0,1,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1985,Unf,2,528,TA,TA,Y,232,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2595,20,RL,NA,6718,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,86,Gd,TA,PConc,Ex,TA,Mn,GLQ,250,Unf,0,1017,1267,GasA,Ex,Y,SBrkr,1312,0,0,1312,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2001,Unf,2,471,TA,TA,Y,256,28,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal
+2596,20,RL,80,11305,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,886,Gd,TA,PConc,Gd,TA,Av,GLQ,1329,Unf,0,593,1922,GasA,Ex,Y,SBrkr,1922,0,0,1922,1,0,2,0,2,1,Gd,6,Typ,1,Ex,Attchd,2002,Fin,3,692,TA,TA,Y,201,64,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal
+2597,20,RL,NA,7777,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,203,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1491,1491,GasA,Ex,Y,SBrkr,1491,0,0,1491,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1996,Fin,2,571,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal
+2598,60,RL,NA,11800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,94,Gd,TA,PConc,Gd,TA,Gd,GLQ,766,Unf,0,356,1122,GasA,Ex,Y,SBrkr,1146,1340,0,2486,1,0,3,1,5,1,Gd,10,Typ,1,Gd,BuiltIn,2003,Fin,2,452,TA,TA,Y,143,32,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2599,20,RL,85,12633,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,PosA,PosA,1Fam,1Story,10,5,2006,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,242,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1824,1824,GasA,Ex,Y,SBrkr,1824,0,0,1824,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,932,TA,TA,Y,160,36,0,0,108,0,NA,NA,NA,0,9,2007,New,Partial
+2600,20,RL,200,43500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Artery,Norm,1Fam,1Story,3,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,2034,0,0,2034,0,0,1,0,2,1,TA,9,Min1,0,NA,2Types,1953,RFn,4,1041,TA,TA,N,483,266,0,0,0,561,NA,GdPrv,NA,0,6,2007,WD,Normal
+2601,120,RM,62,6710,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,Mitchel,Norm,Norm,TwnhsE,SFoyer,6,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,134,TA,TA,PConc,Ex,TA,Av,Rec,16,GLQ,904,0,920,GasA,Ex,Y,SBrkr,936,0,0,936,2,0,0,1,0,1,TA,3,Typ,0,NA,Attchd,1996,Fin,2,460,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal
+2602,160,RM,21,1504,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,4,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,252,Unf,0,294,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,253,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2603,180,RM,NA,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,503,Unf,0,27,530,GasA,TA,Y,SBrkr,530,462,0,992,1,0,1,0,2,1,TA,4,Typ,0,NA,BuiltIn,1970,Fin,1,297,TA,TA,Y,112,97,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal
+2604,160,RM,21,1495,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,6,1970,1970,Gable,CompShg,CemntBd,CmentBd,BrkFace,189,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,162,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,64,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal
+2605,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,3,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2007,COD,Normal
+2606,85,RL,72,9129,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,144,TA,TA,PConc,Gd,TA,Av,GLQ,923,Unf,0,0,923,GasA,TA,Y,SBrkr,1008,0,0,1008,1,0,1,0,1,1,Gd,4,Typ,1,Fa,Attchd,1977,Fin,2,678,TA,TA,Y,201,66,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal
+2607,80,RL,NA,15957,Pave,NA,IR1,Low,AllPub,Corner,Mod,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1148,Unf,0,96,1244,GasA,TA,Y,SBrkr,1356,0,0,1356,2,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1977,Fin,2,528,TA,TA,Y,1424,0,0,0,0,0,NA,MnPrv,NA,0,9,2007,WD,Normal
+2608,20,RL,61,33983,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1977,1994,Gable,CompShg,Plywood,Plywood,None,0,TA,Fa,PConc,TA,TA,Mn,ALQ,1112,Unf,0,48,1160,GasA,TA,Y,SBrkr,1676,0,0,1676,1,0,1,1,3,1,Gd,6,Mod,2,TA,Attchd,1977,RFn,2,672,TA,TA,P,690,90,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal
+2609,60,RL,68,8286,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,2Story,5,7,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,Rec,531,Unf,0,185,716,GasA,Ex,Y,SBrkr,716,716,0,1432,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1977,Fin,2,531,TA,TA,Y,0,136,0,0,240,0,NA,GdPrv,NA,0,6,2007,WD,Normal
+2610,85,RL,50,6723,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,7,1971,1971,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,796,Unf,0,0,796,GasA,TA,Y,SBrkr,796,0,0,796,0,1,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,129,0,0,0,0,0,NA,GdWo,NA,0,9,2007,WD,Normal
+2611,20,RL,124,27697,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,3,1961,1961,Shed,CompShg,Plywood,Plywood,NA,198,TA,TA,CBlock,TA,TA,No,BLQ,811,Unf,0,585,1396,GasA,TA,N,SBrkr,1608,0,0,1608,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,1,444,TA,Fa,Y,152,38,0,0,0,0,NA,NA,NA,0,11,2007,COD,Abnorml
+2612,20,RL,NA,11000,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1976,2003,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,LwQ,1090,Unf,0,0,1090,GasA,TA,Y,SBrkr,1178,0,0,1178,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,2,502,TA,TA,Y,0,44,0,0,88,0,NA,MnPrv,NA,0,6,2007,WD,Normal
+2613,20,RL,65,11625,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,596,Unf,0,220,816,GasA,TA,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1983,Fin,1,264,TA,TA,Y,330,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal
+2614,20,RL,62,10447,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1984,1984,Gable,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,516,Unf,0,348,864,GasA,TA,Y,SBrkr,887,0,0,887,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1984,RFn,1,288,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal
+2615,20,RL,NA,11027,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,28,TA,TA,CBlock,TA,TA,No,BLQ,468,Rec,539,171,1178,GasA,Gd,Y,SBrkr,1293,0,0,1293,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1954,RFn,2,452,TA,TA,Y,280,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2616,20,RL,85,10533,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1956,1956,Hip,CompShg,VinylSd,VinylSd,BrkFace,244,TA,Gd,CBlock,TA,TA,No,Rec,773,Unf,0,235,1008,GasA,TA,Y,SBrkr,1024,0,0,1024,1,0,1,0,2,1,Gd,5,Typ,2,TA,Attchd,1956,Unf,1,313,TA,TA,Y,0,0,0,0,280,0,NA,NA,NA,0,8,2006,WD,Normal
+2617,20,RL,NA,11765,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,Stone,302,TA,TA,CBlock,TA,TA,Mn,Rec,1127,Unf,0,490,1617,GasA,Fa,Y,SBrkr,1797,0,0,1797,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1957,Unf,3,963,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2618,20,RL,NA,39384,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,NAmes,Norm,Norm,1Fam,1Story,6,6,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,Stone,902,TA,TA,CBlock,Gd,TA,Gd,ALQ,1110,Unf,0,595,1705,GasA,Ex,Y,SBrkr,1390,0,0,1390,1,0,1,1,1,1,Ex,4,Min1,2,Gd,Attchd,1957,Unf,2,550,TA,TA,Y,0,189,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml
+2619,20,RL,90,11727,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,434,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,1851,1851,GasA,Gd,Y,SBrkr,1851,0,0,1851,0,0,2,0,3,1,TA,8,Typ,1,TA,Attchd,1969,Fin,2,506,TA,TA,Y,0,146,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2620,60,RL,60,8238,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,700,Unf,0,113,813,GasA,Ex,Y,SBrkr,813,712,0,1525,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1997,Fin,2,400,TA,TA,Y,421,72,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2621,60,RL,NA,13041,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,781,781,GasA,Gd,Y,SBrkr,781,890,0,1671,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1995,Fin,2,423,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal
+2622,60,RL,54,9783,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1996,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,821,821,GasA,Gd,Y,SBrkr,821,955,0,1776,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1996,Fin,2,443,TA,TA,Y,286,116,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2623,60,RL,50,13128,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1074,1074,GasA,Ex,Y,SBrkr,1074,990,0,2064,0,0,2,1,4,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,527,TA,TA,Y,0,119,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal
+2624,60,RL,42,13751,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,248,Gd,TA,PConc,Gd,TA,Av,GLQ,60,Unf,0,1640,1700,GasA,Ex,Y,SBrkr,1700,512,0,2212,1,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2006,Fin,3,773,TA,TA,Y,237,38,0,0,115,0,NA,NA,NA,0,5,2006,New,Partial
+2625,160,RL,68,13108,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,1994,1994,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,2062,2062,GasA,Ex,Y,SBrkr,2079,608,0,2687,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,1994,Fin,2,618,TA,TA,Y,168,12,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal
+2626,20,RL,NA,8076,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,PConc,Gd,TA,No,GLQ,705,Unf,0,455,1160,GasA,Gd,Y,SBrkr,1169,0,0,1169,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1993,Fin,2,402,TA,TA,Y,0,26,0,0,144,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2627,120,RL,30,3701,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1987,1987,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1191,1191,GasA,TA,Y,SBrkr,1204,0,0,1204,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1987,RFn,2,461,TA,TA,Y,120,70,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal
+2628,60,RL,59,16023,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,600,Gd,Ex,PConc,Ex,TA,Gd,GLQ,1218,Unf,0,180,1398,GasA,Ex,Y,SBrkr,1414,1384,0,2798,1,0,3,1,3,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,670,TA,TA,Y,182,37,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial
+2629,60,RL,60,18062,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,662,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1528,1528,GasA,Ex,Y,SBrkr,1528,1862,0,3390,0,0,3,1,5,1,Ex,10,Typ,1,Ex,BuiltIn,2006,Fin,3,758,TA,TA,Y,204,34,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial
+2630,60,RL,63,12292,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,184,Gd,TA,PConc,Ex,Gd,Gd,GLQ,205,Unf,0,889,1094,GasA,Ex,Y,SBrkr,1102,1371,0,2473,0,0,2,1,4,1,Gd,11,Typ,1,Gd,BuiltIn,2006,Fin,3,675,TA,TA,Y,246,39,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial
+2631,60,RL,82,16052,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,734,Ex,TA,PConc,Ex,TA,No,GLQ,1206,Unf,0,644,1850,GasA,Ex,Y,SBrkr,1850,848,0,2698,1,0,2,1,4,1,Ex,11,Typ,1,Gd,Attchd,2006,RFn,3,736,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial
+2632,60,RL,92,15922,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,550,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1390,1390,GasA,Ex,Y,SBrkr,1390,1405,0,2795,0,0,3,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,660,TA,TA,Y,272,102,0,0,0,0,NA,NA,NA,0,1,2006,New,Partial
+2633,120,RL,60,8147,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,230,Gd,TA,PConc,Ex,TA,Gd,GLQ,1191,Unf,0,523,1714,GasA,Ex,Y,SBrkr,1714,0,0,1714,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,517,TA,TA,Y,156,55,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal
+2634,20,RL,90,18261,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,420,Ex,TA,PConc,Ex,TA,Gd,GLQ,1416,Unf,0,494,1910,GasA,Ex,Y,SBrkr,2000,0,0,2000,1,0,2,1,3,1,Ex,8,Typ,2,Gd,Attchd,2005,Unf,3,722,TA,TA,Y,351,102,0,0,123,0,NA,NA,NA,0,9,2006,WD,Normal
+2635,85,RL,NA,10464,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,6,6,1980,1980,Gable,CompShg,HdBoard,HdBoard,BrkFace,130,TA,TA,CBlock,Gd,TA,Av,GLQ,850,Unf,0,138,988,GasA,TA,Y,SBrkr,1102,0,0,1102,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1980,RFn,2,582,TA,TA,Y,140,22,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2636,60,RL,81,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,68,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,945,945,GasA,TA,Y,SBrkr,945,912,0,1857,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1978,RFn,2,482,TA,TA,Y,400,105,0,0,0,0,NA,GdPrv,NA,0,7,2006,WD,Normal
+2637,85,RL,NA,9927,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,7,5,1976,1976,Gable,CompShg,VinylSd,Wd Shng,Stone,252,Gd,TA,CBlock,Ex,TA,Gd,GLQ,1005,Unf,0,42,1047,GasA,TA,Y,SBrkr,1083,0,0,1083,1,0,1,0,2,1,TA,5,Typ,1,Fa,Attchd,1976,RFn,2,596,TA,TA,Y,444,0,40,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2638,60,FV,75,9512,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,788,Unf,0,172,960,GasA,Ex,Y,SBrkr,960,1358,0,2318,1,0,2,1,3,1,Gd,8,Typ,1,Ex,BuiltIn,2005,Fin,2,541,TA,TA,Y,0,246,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial
+2639,80,RL,81,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1975,2000,Gable,CompShg,Plywood,Plywood,BrkFace,248,TA,TA,CBlock,TA,Fa,No,ALQ,548,Unf,0,127,675,GasA,TA,Y,SBrkr,1109,766,0,1875,0,0,3,0,3,1,Gd,8,Typ,1,TA,Attchd,1975,RFn,2,485,TA,TA,Y,48,28,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2640,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1974,Gable,CompShg,HdBoard,Plywood,BrkFace,176,TA,TA,CBlock,TA,TA,No,ALQ,755,Unf,0,348,1103,GasA,TA,Y,SBrkr,1103,0,0,1103,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1974,Unf,2,462,TA,TA,Y,295,84,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal
+2641,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,4,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,20,LwQ,620,224,864,GasA,TA,Y,SBrkr,874,0,0,874,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,2,576,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2642,120,RH,26,8773,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,2002,2002,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,951,Unf,0,536,1487,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2002,Fin,2,543,TA,TA,Y,196,68,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2643,160,RM,24,2760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,514,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,525,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1973,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal
+2644,160,RM,24,2160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,CBlock,TA,TA,No,LwQ,402,Unf,0,363,765,GasA,Gd,Y,SBrkr,765,600,0,1365,0,0,1,1,3,1,Gd,7,Min1,1,Fa,Attchd,1973,Unf,2,440,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2645,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,380,TA,TA,CBlock,TA,TA,No,ALQ,282,Unf,0,212,494,GasA,Ex,Y,SBrkr,494,536,0,1030,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2646,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,ALQ,276,Unf,0,207,483,GasA,TA,Y,SBrkr,483,465,0,948,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2647,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,BLQ,382,Unf,0,143,525,GasA,Gd,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,352,0,0,0,0,0,NA,GdPrv,NA,0,10,2006,WD,Normal
+2648,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1975,1975,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,727,BLQ,156,186,1069,GasA,Gd,Y,SBrkr,1069,0,0,1069,0,1,2,0,2,1,TA,4,Typ,1,Po,Attchd,1975,RFn,2,440,TA,TA,Y,0,55,0,0,225,0,NA,NA,NA,0,7,2006,WD,Normal
+2649,20,RL,65,7514,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1967,1975,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,373,Rec,108,462,943,GasA,TA,Y,SBrkr,1387,0,0,1387,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1974,RFn,1,300,TA,TA,Y,0,0,240,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2650,120,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,7,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,120,BLQ,492,443,1055,GasA,TA,Y,SBrkr,1055,0,0,1055,1,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1976,Unf,1,319,TA,TA,Y,0,29,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2651,160,RL,24,2179,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,70,Unf,0,785,855,GasA,Gd,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,460,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2652,60,RL,72,16387,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,215,Gd,TA,PConc,Ex,Gd,No,GLQ,1369,Unf,0,369,1738,GasA,Gd,Y,SBrkr,1738,851,0,2589,1,0,2,1,4,1,Ex,11,Typ,1,Gd,Attchd,2006,RFn,3,831,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial
+2653,20,RL,110,16163,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,232,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1618,1618,GasA,Ex,Y,SBrkr,1618,0,0,1618,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,3,880,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2654,20,RL,108,12228,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,206,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1721,1721,GasA,Ex,Y,SBrkr,1740,0,0,1740,0,0,2,0,4,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,3,874,TA,TA,Y,0,43,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial
+2655,20,RL,120,14780,Pave,NA,IR1,HLS,AllPub,Corner,Mod,NridgHt,Norm,Norm,1Fam,1Story,9,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,568,Ex,TA,PConc,Ex,TA,Gd,GLQ,1505,Unf,0,363,1868,GasA,Ex,Y,SBrkr,1868,0,0,1868,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2005,Fin,3,1085,TA,TA,Y,354,56,0,0,156,0,NA,NA,NA,0,6,2006,WD,Normal
+2656,60,RL,120,13975,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,525,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1090,1090,GasA,Ex,Y,SBrkr,1117,1089,0,2206,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,670,TA,TA,Y,148,95,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial
+2657,60,RL,82,9942,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Gable,CompShg,MetalSd,MetalSd,BrkFace,385,Ex,TA,PConc,Ex,Gd,Av,GLQ,1290,Unf,0,316,1606,GasA,Ex,Y,SBrkr,1625,466,0,2091,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,2,521,TA,TA,Y,194,84,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial
+2658,60,RL,103,12867,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1209,1209,GasA,Ex,Y,SBrkr,1209,1044,0,2253,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,Fin,2,575,TA,TA,Y,243,142,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial
+2659,60,RL,82,10672,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1054,1054,GasA,Gd,Y,SBrkr,1054,1335,0,2389,0,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2006,Fin,3,672,TA,TA,Y,176,64,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial
+2660,60,RL,82,11643,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,142,Gd,TA,PConc,Ex,TA,Av,GLQ,880,Unf,0,644,1524,GasA,Ex,Y,SBrkr,1544,814,0,2358,1,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,784,TA,TA,Y,120,34,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial
+2661,20,RL,121,13758,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,430,Ex,TA,PConc,Ex,TA,Gd,GLQ,1232,Unf,0,560,1792,GasA,Ex,Y,SBrkr,1792,0,0,1792,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,3,925,TA,TA,Y,204,49,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial
+2662,20,RL,131,14828,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,674,Ex,TA,PConc,Ex,TA,Gd,GLQ,1383,Unf,0,397,1780,GasA,Ex,Y,SBrkr,1780,0,0,1780,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,816,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal
+2663,60,RL,NA,13215,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,112,Gd,TA,PConc,Gd,TA,No,GLQ,994,Unf,0,426,1420,GasA,Ex,Y,SBrkr,1426,488,0,1914,1,0,2,1,3,1,Gd,9,Typ,1,TA,BuiltIn,2004,RFn,3,746,TA,TA,Y,168,127,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal
+2664,120,RL,48,5911,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,278,Ex,TA,PConc,Ex,TA,No,GLQ,472,Unf,0,1088,1560,GasA,Ex,Y,SBrkr,1565,0,0,1565,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,556,TA,TA,Y,196,56,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2665,20,RL,61,7740,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,518,Gd,TA,PConc,Ex,Gd,No,GLQ,1023,Unf,0,663,1686,GasA,Ex,Y,SBrkr,1686,0,0,1686,1,0,2,0,1,1,Ex,6,Typ,1,Gd,Attchd,2006,Fin,3,899,TA,TA,Y,266,100,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial
+2666,120,RL,48,6373,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,572,Ex,TA,PConc,Ex,Gd,No,GLQ,415,Unf,0,1251,1666,GasA,Ex,Y,SBrkr,1666,0,0,1666,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,575,TA,TA,Y,228,75,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial
+2667,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,2,2006,New,Partial
+2668,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,738,738,GasA,Ex,Y,SBrkr,738,754,0,1492,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,Fin,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial
+2669,20,RL,102,11660,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1326,1326,GasA,Ex,Y,SBrkr,1326,0,0,1326,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2006,Fin,2,427,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial
+2670,60,RL,96,11631,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,236,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1052,1052,GasA,Ex,Y,SBrkr,1052,1321,0,2373,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,Fin,3,632,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial
+2671,60,RL,75,9073,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,738,738,GasA,Ex,Y,SBrkr,738,754,0,1492,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,Fin,2,440,TA,TA,Y,100,32,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial
+2672,120,RL,43,3087,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,TA,Av,GLQ,453,Unf,0,767,1220,GasA,Ex,Y,SBrkr,1364,0,0,1364,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,437,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial
+2673,120,RL,NA,2938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,Av,GLQ,1038,Unf,0,330,1368,GasA,Ex,Y,SBrkr,1511,0,0,1511,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,2002,Fin,2,398,TA,TA,Y,130,30,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2674,120,RM,NA,3072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,No,GLQ,1059,Unf,0,306,1365,GasA,Ex,Y,SBrkr,1548,0,0,1548,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2004,Fin,2,388,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2675,120,RL,43,3010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,TA,Gd,GLQ,16,Unf,0,1126,1142,GasA,Ex,Y,SBrkr,1142,0,0,1142,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,440,TA,TA,Y,90,0,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial
+2676,60,RL,59,9171,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,848,848,GasA,Ex,Y,SBrkr,848,750,0,1598,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,433,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2677,60,RL,NA,8658,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,732,Unf,0,250,982,GasA,Ex,Y,SBrkr,1008,881,0,1889,0,0,2,1,3,1,TA,9,Typ,1,TA,Attchd,2000,Fin,2,431,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2678,60,RL,NA,12104,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1035,1035,GasA,Gd,Y,SBrkr,1082,1240,0,2322,0,0,3,1,4,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,3,617,TA,TA,Y,400,45,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial
+2679,60,RL,84,9660,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,242,Gd,TA,PConc,Gd,TA,No,GLQ,791,Unf,0,253,1044,GasA,Ex,Y,SBrkr,1079,897,0,1976,1,0,2,1,3,1,Gd,7,Typ,1,Ex,Attchd,1998,Fin,3,885,TA,TA,Y,210,31,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal
+2680,60,RL,83,9545,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,322,Gd,TA,PConc,Gd,TA,Mn,GLQ,505,Unf,0,655,1160,GasA,Ex,Y,SBrkr,1205,1029,0,2234,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,RFn,3,768,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2681,60,RL,NA,9233,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,877,Gd,TA,PConc,Ex,TA,Av,GLQ,1182,Unf,0,358,1540,GasA,Ex,Y,SBrkr,1540,1315,0,2855,1,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,2000,RFn,3,774,TA,TA,Y,247,55,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2682,60,RL,83,10019,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1995,Hip,CompShg,VinylSd,VinylSd,BrkFace,397,Gd,TA,PConc,Gd,TA,No,ALQ,527,Unf,0,815,1342,GasA,Ex,Y,SBrkr,1358,1368,0,2726,0,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1995,RFn,3,725,TA,TA,Y,307,169,168,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2683,60,RL,114,17242,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1993,1994,Hip,CompShg,MetalSd,MetalSd,BrkFace,738,Gd,Gd,PConc,Ex,TA,Gd,Rec,292,GLQ,1393,48,1733,GasA,Ex,Y,SBrkr,1933,1567,0,3500,1,0,3,1,4,1,Ex,11,Typ,1,TA,Attchd,1993,RFn,3,959,TA,TA,Y,870,86,0,0,210,0,NA,NA,NA,0,5,2006,WD,Normal
+2684,60,RL,NA,10236,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,501,Gd,TA,PConc,Gd,TA,Gd,GLQ,380,BLQ,168,742,1290,GasA,Ex,Y,SBrkr,1305,1189,0,2494,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1994,Fin,3,803,TA,TA,Y,200,95,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD,Normal
+2685,60,RL,NA,12585,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1993,1993,Gable,CompShg,HdBoard,ImStucc,BrkFace,420,Gd,TA,PConc,Gd,TA,No,LwQ,247,GLQ,1039,0,1286,GasA,Ex,Y,SBrkr,1565,1234,0,2799,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,Fin,3,704,TA,TA,Y,432,136,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2686,60,RL,75,12447,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,CemntBd,CmentBd,Stone,192,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,SBrkr,1116,848,0,1964,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2005,Fin,2,760,TA,TA,Y,200,70,0,0,0,0,NA,NA,NA,0,1,2006,New,Partial
+2687,20,RL,49,15218,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Ex,Gd,No,GLQ,1562,Unf,0,108,1670,GasA,Ex,Y,SBrkr,1670,0,0,1670,1,0,2,1,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,3,928,TA,TA,Y,0,240,200,0,0,0,NA,NA,NA,0,9,2006,New,Partial
+2688,20,RL,85,10936,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,60,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1504,1504,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,Fin,2,510,TA,TA,Y,144,0,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial
+2689,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1254,1278,GasA,Ex,Y,SBrkr,1278,0,0,1278,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,2,584,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial
+2690,60,FV,100,13162,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Feedr,Norm,1Fam,2Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1836,Unf,0,200,2036,GasA,Ex,Y,SBrkr,2036,604,0,2640,1,0,3,1,3,1,Ex,11,Typ,1,Gd,Attchd,2006,RFn,3,792,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial
+2691,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,858,858,GasA,Ex,Y,SBrkr,858,858,0,1716,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,615,TA,TA,Y,0,53,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal
+2692,20,RL,74,7733,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,GLQ,24,Unf,0,1118,1142,GasA,Ex,Y,SBrkr,1142,0,0,1142,0,0,1,1,3,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,4,50,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal
+2693,20,RL,91,11024,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,118,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1400,1400,GasA,Ex,Y,SBrkr,1400,0,0,1400,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,612,TA,TA,Y,144,55,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial
+2694,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1131,1131,GasA,Ex,Y,SBrkr,1131,0,0,1131,0,0,1,1,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,39,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial
+2695,60,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,172,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,891,891,GasA,Ex,Y,SBrkr,891,795,0,1686,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,Fin,2,462,TA,TA,Y,144,101,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2696,60,RL,74,7632,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,96,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,784,784,GasA,Ex,Y,SBrkr,831,754,0,1585,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,449,TA,TA,Y,100,77,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2697,60,RL,70,8304,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,941,941,GasA,Ex,Y,SBrkr,941,896,0,1837,0,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1997,RFn,2,688,TA,TA,Y,150,165,0,0,0,0,NA,GdPrv,NA,0,7,2006,WD,Normal
+2698,60,RL,70,9370,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,758,Unf,0,78,836,GasA,Ex,Y,SBrkr,844,887,0,1731,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,RFn,2,462,TA,TA,Y,307,85,0,0,224,0,NA,NA,Othr,3000,10,2006,WD,Family
+2699,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1990,1991,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,494,1398,GasA,Gd,Y,SBrkr,1398,0,0,1398,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1990,RFn,2,542,TA,TA,Y,0,46,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2700,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1991,1991,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,278,Unf,0,939,1217,GasA,Gd,Y,SBrkr,1217,0,0,1217,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1991,RFn,2,484,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2701,60,RL,NA,9019,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,2Story,6,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,274,Unf,0,362,636,GasA,Ex,Y,SBrkr,636,684,0,1320,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1994,Fin,2,472,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2702,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,4,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,51,TA,TA,CBlock,TA,TA,No,LwQ,36,Unf,0,952,988,GasA,Ex,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1977,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2703,90,RM,68,8927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1.5Fin,6,6,1977,1977,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1286,368,0,1654,0,0,2,0,4,2,TA,10,Typ,0,NA,Attchd,1977,RFn,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal
+2704,20,RL,NA,9240,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1962,2002,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,612,Unf,0,252,864,GasA,Gd,Y,SBrkr,1211,0,0,1211,0,0,1,0,2,1,TA,6,Min1,1,TA,Detchd,1972,Unf,2,576,TA,TA,Y,161,0,0,0,0,0,NA,MnPrv,NA,0,3,2006,WD,Normal
+2705,20,RL,NA,9308,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRNe,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,554,Unf,0,430,984,GasA,TA,Y,SBrkr,984,0,0,984,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,310,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2706,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,Plywood,Plywood,BrkFace,90,TA,TA,CBlock,TA,TA,No,BLQ,162,Rec,270,450,882,GasA,TA,Y,SBrkr,909,0,0,909,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,Unf,1,294,TA,TA,Y,0,155,0,0,0,0,NA,MnPrv,NA,0,11,2006,COD,Normal
+2707,20,RL,NA,8638,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,6,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,ALQ,181,Unf,0,744,925,GasA,Gd,Y,SBrkr,925,0,0,925,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1990,Unf,2,484,TA,TA,Y,203,74,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2708,20,RL,NA,13052,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,712,Unf,0,312,1024,GasA,TA,Y,SBrkr,1024,0,0,1024,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2006,WD,Normal
+2709,20,RL,NA,8020,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,644,Unf,0,268,912,GasA,TA,N,SBrkr,912,0,0,912,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2006,WD,Normal
+2710,20,RL,NA,8789,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,659,Unf,0,253,912,GasA,TA,Y,SBrkr,941,0,0,941,0,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1967,Unf,1,288,TA,TA,Y,64,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2711,80,RL,100,14330,Pave,NA,IR1,Low,AllPub,Corner,Gtl,Veenker,Norm,Norm,1Fam,SLvl,7,4,1974,1974,Gable,CompShg,WdShing,Wd Sdng,BrkFace,145,Gd,Fa,CBlock,Gd,TA,Gd,ALQ,1023,BLQ,497,228,1748,GasA,Gd,Y,SBrkr,2151,495,0,2646,1,2,2,0,3,1,Gd,9,Mod,4,TA,Attchd,1974,RFn,2,550,TA,TA,Y,641,100,0,0,0,800,Gd,GdPrv,NA,0,1,2006,WD,Normal
+2712,60,RL,105,11025,Pave,NA,Reg,HLS,AllPub,Inside,Mod,NoRidge,Norm,Norm,1Fam,2Story,8,5,1992,1993,Gable,CompShg,HdBoard,ImStucc,BrkFace,692,Gd,TA,PConc,Ex,TA,Gd,GLQ,1118,Unf,0,216,1334,GasA,Ex,Y,SBrkr,1520,1306,0,2826,1,0,2,1,3,1,Gd,9,Typ,3,TA,Attchd,1992,RFn,3,888,TA,TA,Y,177,208,186,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2713,120,FV,34,3628,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,0,0,1143,0,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2004,RFn,2,588,TA,TA,Y,0,191,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2714,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,623,80,1223,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2715,160,FV,NA,2998,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,513,Gd,TA,PConc,Gd,TA,No,GLQ,353,Unf,0,403,756,GasA,Ex,Y,SBrkr,768,756,0,1524,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2716,160,FV,NA,4447,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,530,530,GasA,Ex,Y,SBrkr,530,550,0,1080,0,0,2,1,2,1,Gd,4,Typ,0,NA,Attchd,2003,RFn,2,496,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2717,60,FV,114,8314,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,1997,1998,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,569,569,GasA,Ex,Y,SBrkr,854,840,0,1694,0,0,2,1,3,1,Gd,6,Typ,1,TA,BuiltIn,1997,Unf,1,434,TA,TA,Y,0,382,0,0,110,0,NA,GdPrv,NA,0,11,2006,WD,Normal
+2718,20,FV,60,7180,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1568,1568,GasA,Ex,Y,SBrkr,1568,0,0,1568,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,564,TA,TA,Y,0,266,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2719,190,RL,79,13110,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,RRAn,Feedr,2fmCon,1Story,5,6,1972,1972,Gable,CompShg,Plywood,Plywood,BrkFace,144,TA,TA,CBlock,Gd,TA,No,GLQ,962,Unf,0,191,1153,GasA,Ex,Y,SBrkr,1193,0,0,1193,1,0,2,0,2,1,TA,6,Typ,0,NA,Attchd,1972,Fin,2,501,TA,TA,Y,140,153,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2720,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,264,TA,TA,CBlock,TA,TA,No,BLQ,553,LwQ,68,713,1334,GasA,Gd,Y,SBrkr,1334,0,0,1334,1,0,2,0,3,1,TA,7,Typ,0,NA,Attchd,1967,RFn,2,477,TA,TA,Y,0,20,35,0,264,0,NA,NA,NA,0,4,2006,WD,Normal
+2721,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,758,Unf,0,293,1051,GasA,Gd,Y,SBrkr,1051,0,0,1051,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,RFn,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2722,60,RL,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,2Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,300,TA,TA,CBlock,Gd,Fa,Mn,ALQ,361,Rec,483,56,900,GasA,Ex,Y,SBrkr,884,886,0,1770,1,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1968,RFn,2,530,TA,TA,Y,0,60,0,0,270,0,NA,NA,Shed,455,6,2006,WD,Normal
+2723,20,RL,78,9360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,7,1968,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,Av,ALQ,760,Unf,0,216,976,GasA,TA,Y,SBrkr,976,0,0,976,1,0,1,0,2,1,Gd,4,Typ,1,Fa,Attchd,1968,RFn,2,504,TA,TA,Y,94,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Abnorml
+2724,85,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,SFoyer,5,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,744,Unf,0,89,833,GasA,Gd,Y,SBrkr,898,0,0,898,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,RFn,1,326,TA,TA,Y,143,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal
+2725,20,RL,NA,9759,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,799,Unf,0,252,1051,GasA,TA,Y,SBrkr,1051,0,0,1051,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,182,88,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2726,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,140,TA,TA,PConc,TA,TA,Av,ALQ,602,Rec,402,137,1141,GasA,Gd,Y,SBrkr,1141,0,0,1141,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Unf,1,568,TA,TA,Y,0,78,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2727,190,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,RRAn,Norm,2fmCon,1Story,6,7,1965,2000,Hip,CompShg,BrkFace,VinylSd,None,0,TA,Gd,PConc,TA,TA,Mn,ALQ,901,BLQ,252,34,1187,GasA,Ex,Y,SBrkr,1565,0,0,1565,1,0,2,0,3,1,Gd,7,Min1,2,TA,Attchd,1965,RFn,1,299,TA,TA,Y,200,25,211,0,0,0,NA,MnPrv,Shed,460,6,2006,WD,Abnorml
+2728,20,RL,NA,10368,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Hip,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,CBlock,TA,TA,No,ALQ,260,LwQ,748,0,1008,GasA,Ex,Y,SBrkr,1488,0,0,1488,1,0,1,1,3,1,TA,7,Typ,1,Gd,Attchd,1964,Fin,2,430,TA,TA,Y,154,60,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2729,60,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,360,Unf,0,360,720,GasA,Gd,Y,SBrkr,720,720,0,1440,0,0,1,1,4,1,TA,7,Typ,1,Po,Attchd,1964,Fin,2,480,TA,TA,Y,0,32,240,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2730,20,RL,80,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,88,TA,TA,CBlock,TA,TA,No,ALQ,632,Unf,0,616,1248,GasA,Ex,Y,SBrkr,1248,0,0,1248,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1960,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal
+2731,30,RL,60,8550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1934,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,574,Unf,0,242,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,1,Fa,Attchd,1949,Unf,1,240,TA,TA,Y,228,0,40,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2732,20,RL,68,9724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1947,1950,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,938,938,GasA,Ex,Y,SBrkr,1043,0,0,1043,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1947,Unf,1,273,TA,TA,Y,125,48,0,0,0,0,NA,GdWo,NA,0,5,2006,WD,Normal
+2733,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1990,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,915,Unf,0,336,1251,GasA,TA,Y,SBrkr,1433,0,0,1433,1,0,1,0,3,1,TA,7,Min1,1,Gd,Attchd,1961,Unf,2,441,TA,TA,Y,144,0,205,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2734,20,RL,89,10858,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1952,1952,Gable,CompShg,Wd Sdng,Plywood,Stone,150,TA,Gd,CBlock,TA,TA,Mn,LwQ,40,Unf,0,1404,1444,GasA,Ex,Y,SBrkr,1624,0,0,1624,1,0,1,0,2,1,TA,6,Min1,1,Gd,Attchd,1952,RFn,1,240,TA,TA,Y,0,40,324,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Partial
+2735,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1951,1951,Gable,CompShg,HdBoard,HdBoard,Stone,144,TA,TA,CBlock,TA,TA,No,ALQ,996,Unf,0,60,1056,GasA,Ex,Y,FuseA,1216,0,0,1216,1,0,1,0,3,1,TA,7,Typ,0,NA,Attchd,1951,RFn,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2736,60,RL,79,9462,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,6,1949,1973,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,704,704,GasA,Gd,Y,FuseA,1024,704,0,1728,0,0,1,1,3,1,TA,7,Min1,1,Gd,Attchd,1949,Unf,1,234,TA,TA,Y,245,60,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2737,20,RL,82,9888,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1975,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,486,Unf,0,450,936,GasA,TA,Y,FuseA,936,0,0,936,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1954,Unf,1,240,TA,TA,Y,0,0,160,0,0,0,NA,MnPrv,NA,0,3,2006,WD,Normal
+2738,90,RL,NA,8917,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1967,1967,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1584,0,0,1584,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1967,Unf,2,506,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2739,80,RL,NA,12700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,939,Unf,0,307,1246,GasA,TA,Y,SBrkr,1246,0,0,1246,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1964,RFn,2,441,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal
+2740,20,RL,109,9723,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,332,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,TA,Y,SBrkr,1008,0,0,1008,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1963,RFn,2,430,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2741,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,Fa,TA,Mn,BLQ,623,Unf,0,556,1179,GasA,Gd,Y,SBrkr,1364,0,0,1364,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1957,RFn,1,331,TA,TA,Y,0,60,0,0,0,0,NA,GdPrv,NA,0,3,2006,WD,Normal
+2742,20,RL,NA,9610,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,632,TA,TA,CBlock,TA,TA,No,Rec,203,Unf,0,918,1121,GasA,Ex,Y,FuseA,1336,0,0,1336,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1958,RFn,2,488,TA,TA,Y,80,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal
+2743,80,RL,125,10000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,6,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,272,TA,TA,CBlock,TA,TA,Av,BLQ,678,Rec,281,99,1058,GasA,Ex,Y,SBrkr,1370,0,0,1370,1,0,1,0,3,1,TA,6,Typ,1,TA,Basment,1956,RFn,1,300,TA,TA,Y,191,0,0,0,120,0,NA,MnPrv,NA,0,2,2006,WD,Normal
+2744,20,RL,72,10152,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1956,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,914,Unf,0,210,1124,GasA,Ex,Y,SBrkr,1124,0,0,1124,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1956,Fin,1,353,TA,TA,Y,0,211,180,0,142,0,NA,NA,NA,0,5,2006,WD,Normal
+2745,20,RL,70,8092,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1954,2000,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,176,TA,Gd,CBlock,TA,TA,No,ALQ,824,Unf,0,226,1050,GasA,Ex,Y,SBrkr,1050,0,0,1050,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1954,RFn,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Abnorml
+2746,20,RL,66,12778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1952,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,658,Unf,0,350,1008,GasA,Ex,Y,FuseA,1008,0,0,1008,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1952,RFn,1,280,TA,TA,Y,0,154,0,0,0,0,NA,MnPrv,NA,0,1,2006,WD,Normal
+2747,20,RL,75,10170,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1951,1951,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,522,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,216,216,GasA,TA,Y,SBrkr,1575,0,0,1575,0,0,1,1,2,1,Gd,5,Typ,1,Gd,Attchd,1951,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2748,80,RL,55,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,271,Unf,0,30,301,GasA,Ex,Y,FuseA,1145,0,0,1145,0,0,1,0,3,1,TA,6,Min2,0,NA,Detchd,1993,Unf,2,684,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,9,2006,WD,Normal
+2749,20,RL,65,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,488,Unf,0,517,1005,GasA,Ex,Y,SBrkr,1005,0,0,1005,0,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1956,Unf,1,319,TA,TA,Y,0,0,0,0,288,0,NA,NA,NA,0,7,2006,WD,Normal
+2750,20,RL,80,13600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1955,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,144,BLQ,912,0,1056,GasA,Gd,Y,SBrkr,1056,0,0,1056,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1955,Fin,1,300,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,650,11,2006,WD,Normal
+2751,20,RL,85,15428,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1951,1991,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,741,Unf,0,143,884,GasA,Ex,Y,SBrkr,884,0,0,884,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1951,Fin,1,270,TA,TA,Y,0,0,0,0,195,0,NA,NA,NA,0,6,2006,WD,Normal
+2752,30,RL,118,21299,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1941,1963,Hip,WdShake,BrkFace,BrkFace,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,929,929,GasA,Ex,Y,SBrkr,2039,0,0,2039,1,0,1,1,3,1,TA,7,Min1,3,Gd,2Types,1941,Unf,3,791,TA,TA,Y,0,0,90,0,0,0,NA,NA,NA,0,12,2006,COD,Abnorml
+2753,20,RL,70,13300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,2001,Hip,CompShg,Wd Sdng,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,494,Unf,0,521,1015,GasA,Gd,Y,SBrkr,1384,0,0,1384,1,0,1,0,2,1,TA,6,Min1,0,NA,Attchd,2001,Unf,2,896,TA,TA,Y,75,0,0,323,0,0,NA,NA,Shed,400,6,2006,WD,Normal
+2754,190,RL,94,22136,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,2fmCon,1.5Fin,5,5,1925,1975,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,Mn,GLQ,1018,Unf,0,1153,2171,GasA,TA,Y,SBrkr,1392,1248,0,2640,2,0,2,1,5,1,TA,10,Maj1,1,Gd,Attchd,1977,RFn,3,1008,TA,TA,N,631,48,148,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2755,50,RL,50,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,6,1947,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,784,784,GasA,Ex,Y,FuseA,900,412,0,1312,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1953,Unf,2,649,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2756,30,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,8,1930,2001,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,713,713,GasA,Ex,Y,SBrkr,713,0,0,713,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1936,Unf,1,371,Fa,Fa,N,0,75,161,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2757,30,RL,60,10914,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,3,3,1929,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Mn,Unf,0,Unf,0,715,715,GasA,Fa,N,FuseP,715,0,0,715,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1967,Unf,2,660,Fa,TA,N,0,0,75,0,112,0,NA,NA,NA,0,8,2006,WD,Normal
+2758,50,RL,60,7008,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,8,1900,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,448,448,GasA,Ex,Y,SBrkr,448,272,0,720,0,0,1,0,1,1,Fa,5,Typ,0,NA,Attchd,1900,Unf,1,280,Fa,TA,Y,0,0,70,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2759,70,RL,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Ex,CBlock,TA,TA,No,Rec,338,Unf,0,325,663,GasA,Ex,Y,SBrkr,774,821,0,1595,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1974,Unf,2,528,TA,TA,Y,49,0,231,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2760,50,RL,60,10818,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,4,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,1077,1077,GasA,TA,Y,FuseA,981,779,0,1760,0,0,1,1,4,1,TA,7,Typ,1,TA,Detchd,1935,Unf,2,648,Fa,TA,Y,120,0,96,0,0,0,NA,NA,NA,0,2,2006,COD,Abnorml
+2761,80,RL,83,10184,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,379,TA,TA,CBlock,TA,TA,Av,ALQ,580,Unf,0,503,1083,GasA,TA,Y,SBrkr,1146,0,0,1146,0,1,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1963,Unf,1,294,TA,TA,Y,345,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2762,20,RL,77,9510,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1962,1985,Gable,CompShg,HdBoard,HdBoard,BrkCmn,161,TA,TA,CBlock,TA,TA,No,ALQ,701,Unf,0,434,1135,GasA,Ex,Y,SBrkr,1207,0,0,1207,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1962,RFn,1,264,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2763,20,RL,80,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosA,Norm,1Fam,1Story,6,6,1961,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,104,TA,TA,CBlock,TA,TA,No,Rec,913,Unf,0,400,1313,GasA,TA,Y,SBrkr,1773,0,0,1773,1,0,2,0,3,1,TA,6,Min2,2,TA,Attchd,1961,RFn,2,418,TA,TA,Y,355,98,0,0,144,0,NA,NA,NA,0,8,2006,WD,Normal
+2764,20,RL,86,11650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,PosA,Norm,1Fam,1Story,7,5,1959,1959,Hip,CompShg,Plywood,Plywood,BrkCmn,58,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,FuseA,1472,0,0,1472,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,1959,Unf,2,484,TA,TA,Y,0,68,0,0,227,0,NA,NA,NA,0,6,2006,WD,Normal
+2765,60,RL,NA,18275,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,8,1962,1998,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,636,Unf,0,802,1438,GasA,TA,Y,SBrkr,1900,548,0,2448,1,0,3,0,3,1,TA,9,Typ,2,Gd,Attchd,1962,RFn,2,441,TA,TA,Y,520,102,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2766,50,RL,60,12144,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,6,1950,1950,Gable,CompShg,BrkComm,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,455,Unf,0,455,910,GasA,Gd,Y,SBrkr,910,611,0,1521,0,0,1,1,3,1,Gd,6,Min2,0,NA,Detchd,1950,Unf,1,597,Fa,TA,Y,199,0,168,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2767,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1950,Unf,2,400,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal
+2768,90,RL,75,8512,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1960,1960,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,Fa,No,Unf,0,Unf,0,1556,1556,GasA,TA,Y,SBrkr,1556,0,0,1556,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2769,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,4,1961,1961,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,GLQ,781,Unf,0,369,1150,GasA,TA,Y,SBrkr,1150,0,0,1150,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,RFn,1,288,TA,TA,Y,0,0,0,0,162,0,NA,NA,NA,0,7,2006,WD,Normal
+2770,20,RL,74,7400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1Story,7,6,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,809,Unf,0,236,1045,GasA,Gd,Y,SBrkr,1045,0,0,1045,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2771,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,5,6,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,468,Unf,0,396,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1962,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,2,2006,WD,Normal
+2772,190,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,2fmCon,SFoyer,5,5,1962,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,953,Unf,0,72,1025,GasA,TA,Y,SBrkr,1025,0,0,1025,1,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,96,80,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2773,70,RM,62,9856,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1900,2005,Hip,CompShg,CemntBd,CmentBd,None,0,Gd,Gd,PConc,Fa,TA,No,Unf,0,Unf,0,716,716,GasA,Ex,Y,FuseA,1007,1007,0,2014,0,0,2,0,5,1,TA,8,Typ,0,NA,Detchd,1900,Unf,2,624,TA,TA,Y,0,72,167,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2774,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1948,1950,Gable,CompShg,MetalSd,MetalSd,Stone,264,TA,TA,CBlock,TA,TA,No,Rec,276,Unf,0,936,1212,GasA,Gd,Y,FuseA,1226,442,0,1668,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,140,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2775,50,RM,60,5520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,6,1920,1980,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,Fa,No,LwQ,284,Unf,0,863,1147,GasA,TA,N,SBrkr,1147,510,0,1657,0,0,1,0,4,1,Fa,9,Typ,1,TA,Detchd,1920,Unf,1,162,Fa,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2776,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1900,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,381,Unf,0,399,780,GasA,Ex,Y,SBrkr,940,476,0,1416,0,1,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1956,Unf,2,400,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2777,70,RM,58,6451,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1900,1970,Gable,CompShg,AsbShng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Rec,208,Unf,0,504,712,GasA,Gd,Y,SBrkr,848,580,0,1428,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1985,Fin,2,576,TA,TA,Y,264,0,84,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2778,70,RM,66,3960,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,502,502,GasA,TA,N,SBrkr,502,502,0,1004,0,0,1,0,2,1,Gd,5,Typ,1,Po,Detchd,1930,Unf,1,200,Fa,TA,N,280,0,68,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2779,190,RM,56,7745,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,4,6,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,938,938,GasA,Gd,N,SBrkr,1084,867,0,1951,0,0,2,0,4,2,Fa,9,Typ,0,NA,Detchd,1993,Unf,2,576,TA,TA,P,0,6,28,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2780,30,RM,56,7741,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,5,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,BLQ,143,Rec,72,817,1032,GasA,Gd,N,FuseA,1032,0,0,1032,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1995,Unf,1,280,TA,TA,Y,0,0,112,0,0,0,NA,MnPrv,NA,0,6,2006,COD,Abnorml
+2781,30,RM,50,5633,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,844,844,GasA,TA,Y,SBrkr,844,0,0,844,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1925,Unf,1,216,TA,TA,N,50,81,123,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2782,20,RM,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1952,RFn,1,528,TA,TA,Y,0,0,0,0,115,0,NA,NA,NA,0,8,2006,COD,Normal
+2783,70,RM,42,7614,Pave,Grvl,Reg,Lvl,AllPub,Inside,Mod,OldTown,Norm,Norm,1Fam,2Story,3,5,1905,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,738,738,GasA,Gd,Y,FuseA,714,662,0,1376,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1930,Unf,1,216,TA,TA,N,0,0,104,0,225,0,NA,NA,NA,0,3,2006,WD,Normal
+2784,190,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1Story,5,7,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,576,Unf,0,384,960,GasA,TA,Y,FuseA,960,0,0,960,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1976,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2785,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1924,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,145,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,816,750,0,1566,0,0,1,1,5,1,Gd,7,Typ,0,NA,Detchd,1976,Unf,2,450,TA,TA,Y,24,0,296,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal
+2786,30,RM,52,7830,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,5,1921,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,416,Unf,0,76,492,GasA,TA,Y,SBrkr,492,0,0,492,1,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1921,Unf,1,200,Fa,TA,N,0,0,78,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2787,50,RM,56,9576,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1945,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Rec,310,Unf,0,460,770,GasA,TA,Y,SBrkr,885,297,0,1182,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1945,Unf,1,378,Fa,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2006,WD,Normal
+2788,30,RM,48,5747,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,4,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,798,798,GasA,Gd,Y,SBrkr,840,0,0,840,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1938,Unf,1,250,TA,Fa,N,112,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2789,75,RM,70,6300,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,6,1910,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1226,1226,GasA,Ex,Y,SBrkr,1226,878,0,2104,0,0,2,0,5,1,TA,9,Typ,0,NA,Detchd,1910,Unf,2,432,Fa,TA,P,0,341,88,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2790,90,RM,33,5976,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,2Story,5,7,1920,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Gd,N,FuseA,624,624,0,1248,0,0,2,0,2,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,130,256,0,0,0,NA,NA,NA,0,12,2006,WD,Normal
+2791,20,RM,65,9750,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1958,1958,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Ex,Y,SBrkr,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2002,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,Gar2,4500,7,2006,WD,Normal
+2792,50,C (all),63,4761,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Unf,3,3,1918,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,1020,1020,GasA,Fa,N,FuseP,1020,0,0,1020,0,0,1,0,2,1,Fa,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,105,0,0,0,NA,NA,NA,0,10,2006,ConLD,Normal
+2793,70,RL,69,11737,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,6,7,1924,1996,Gambrel,CompShg,BrkComm,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,848,848,GasW,TA,N,SBrkr,1017,810,0,1827,0,0,1,0,2,1,TA,9,Typ,1,Gd,Detchd,1943,Unf,1,240,Fa,TA,Y,27,36,42,0,0,0,NA,GdPrv,NA,0,5,2006,WD,Normal
+2794,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,3,5,1930,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Gd,TA,CBlock,TA,TA,No,Rec,347,Unf,0,381,728,GasA,Ex,Y,SBrkr,728,434,0,1162,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,258,Fa,Po,Y,0,24,0,0,0,0,NA,NA,NA,0,11,2006,ConLI,Abnorml
+2795,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1984,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,741,741,GasA,Gd,Y,SBrkr,741,583,0,1324,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1930,Unf,1,180,Fa,TA,Y,0,0,55,0,0,0,NA,NA,NA,0,2,2006,WD,Normal
+2796,30,RL,50,11672,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,FuseA,816,0,0,816,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1925,Unf,1,210,Fa,Fa,N,168,0,112,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2797,50,RM,90,33120,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,OldTown,RRAn,Feedr,1Fam,1.5Fin,6,5,1962,1962,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1595,1595,GasA,TA,Y,SBrkr,1611,875,0,2486,0,0,2,0,5,1,TA,8,Typ,1,Gd,Detchd,1962,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2798,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,596,596,GasA,Po,Y,FuseF,834,596,0,1430,0,0,2,0,3,1,Fa,7,Typ,0,NA,Detchd,1924,Unf,2,370,Fa,Fa,Y,218,0,0,0,210,0,NA,NA,NA,0,10,2006,WD,Abnorml
+2799,70,RM,60,7518,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,8,1910,2004,Gable,CompShg,AsbShng,Plywood,None,0,Fa,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,396,396,GasA,Gd,Y,SBrkr,665,665,0,1330,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2001,Unf,1,390,TA,TA,N,0,72,45,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2800,30,RM,50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,4,1919,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,610,610,GasA,Ex,N,FuseA,819,0,0,819,0,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Abnorml
+2801,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,6,1930,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,343,Unf,0,641,984,GasA,TA,Y,FuseF,984,0,0,984,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,308,TA,TA,N,0,0,164,0,0,0,NA,NA,NA,0,3,2006,ConLI,Family
+2802,50,RL,82,12375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,5,1951,1951,Gable,CompShg,HdBoard,HdBoard,Stone,41,TA,Fa,CBlock,TA,TA,No,BLQ,329,Unf,0,477,806,GasA,TA,Y,SBrkr,1081,341,0,1422,1,0,1,0,3,1,TA,7,Typ,1,TA,Detchd,1951,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal
+2803,90,RL,120,11136,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Feedr,Duplex,1Story,6,5,1964,1964,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1921,1921,GasA,TA,Y,SBrkr,1921,0,0,1921,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1964,Unf,2,576,TA,TA,Y,0,180,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2804,20,RL,100,21370,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1950,1950,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1640,0,0,1640,0,0,1,0,3,1,TA,7,Min1,1,Gd,Attchd,1950,RFn,2,394,TA,TA,Y,0,0,225,0,0,0,NA,NA,Shed,600,6,2006,WD,Normal
+2805,30,RL,55,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1935,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1032,0,0,1032,0,0,1,0,2,1,TA,6,Typ,1,TA,Detchd,1939,Unf,1,260,TA,TA,Y,0,0,121,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2806,30,RL,50,5220,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,5,3,1936,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,830,830,GasA,Gd,Y,SBrkr,879,0,0,879,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1936,Unf,1,180,TA,TA,P,0,108,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal
+2807,20,RL,50,5500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,7,5,2004,2004,Shed,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,Gd,Mn,GLQ,510,LwQ,373,190,1073,GasA,Ex,Y,SBrkr,1073,0,0,1073,1,0,2,0,2,1,TA,4,Typ,0,NA,Detchd,2004,Unf,1,246,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2808,20,RL,NA,11327,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,305,TA,TA,CBlock,TA,TA,Av,ALQ,779,Unf,0,285,1064,GasA,TA,Y,SBrkr,1064,0,0,1064,0,1,1,0,3,1,TA,6,Typ,1,TA,Attchd,1967,Unf,2,528,TA,TA,Y,314,48,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2809,80,RL,80,10366,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,7,1964,1964,Gable,CompShg,HdBoard,Plywood,None,0,TA,Gd,CBlock,TA,TA,Av,GLQ,456,Unf,0,456,912,GasA,TA,Y,SBrkr,934,0,0,934,0,1,1,0,2,1,TA,4,Typ,0,NA,Attchd,1964,Unf,1,336,TA,TA,Y,77,0,0,0,0,0,NA,GdPrv,Shed,500,7,2006,WD,Normal
+2810,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1966,1966,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,773,Unf,0,286,1059,GasA,Gd,Y,SBrkr,1059,0,0,1059,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Fin,1,286,TA,TA,Y,0,88,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Abnorml
+2811,20,RL,NA,9535,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,450,TA,TA,CBlock,TA,TA,No,BLQ,194,LwQ,982,0,1176,GasA,TA,Y,SBrkr,1458,0,0,1458,1,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1967,Unf,2,512,TA,TA,Y,284,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2812,80,RL,NA,7176,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,CBlock,TA,Gd,Gd,GLQ,794,Unf,0,166,960,GasA,Fa,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,6,Typ,1,Fa,Detchd,1979,Unf,2,616,TA,TA,Y,131,0,0,0,180,0,NA,GdPrv,NA,0,7,2006,WD,Normal
+2813,90,RL,NA,9662,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,5,4,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1967,1967,GasA,TA,Y,SBrkr,1967,0,0,1967,0,0,2,0,6,2,TA,10,Typ,0,NA,Attchd,1977,Fin,2,580,TA,TA,Y,170,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal
+2814,90,RL,75,8235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,5,4,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,99,TA,TA,CBlock,TA,TA,No,Rec,483,Unf,0,1466,1949,GasA,TA,Y,SBrkr,1949,0,0,1949,0,0,2,0,6,2,TA,10,Typ,0,NA,Attchd,1977,RFn,2,586,TA,TA,Y,32,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2815,30,RL,NA,17529,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1924,1950,Gable,CompShg,BrkFace,Wd Sdng,Stone,65,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,872,872,GasA,Fa,N,FuseF,872,0,0,872,0,0,1,0,2,1,Fa,5,Mod,1,Gd,Detchd,1924,Unf,1,322,Fa,Fa,N,0,0,116,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2816,20,RL,NA,20355,Pave,NA,Reg,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,6,1967,1967,Gable,Tar&Grv,Plywood,Plywood,BrkFace,123,TA,TA,CBlock,Gd,TA,Av,Rec,810,ALQ,826,229,1865,GasA,TA,Y,SBrkr,1830,0,0,1830,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1967,Unf,2,521,TA,TA,Y,0,115,168,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2817,20,RL,87,13050,Pave,NA,Reg,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,5,6,1963,1963,Flat,Tar&Grv,WdShing,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,Rec,104,ALQ,850,46,1000,GasA,Ex,Y,SBrkr,1000,0,0,1000,1,0,1,0,1,1,TA,4,Typ,2,TA,Attchd,1993,Unf,2,575,TA,TA,Y,238,0,148,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2818,85,RL,72,10820,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,SFoyer,5,7,1971,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,153,TA,TA,PConc,Gd,TA,Av,GLQ,535,Rec,159,88,782,GasA,Ex,Y,SBrkr,810,0,0,810,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1973,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal
+2819,150,RL,NA,1700,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,ClearCr,Norm,Norm,Twnhs,1.5Fin,7,5,1980,1981,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,397,Unf,0,33,430,GasA,TA,Y,SBrkr,880,680,140,1700,1,0,2,1,2,1,Gd,7,Typ,0,NA,Basment,1980,Fin,1,450,Gd,TA,Y,188,36,0,0,200,0,NA,NA,NA,0,4,2006,WD,Normal
+2820,20,RL,75,9375,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,799,Unf,0,168,967,GasA,Ex,Y,SBrkr,1350,0,0,1350,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1954,RFn,2,504,TA,TA,Y,237,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2821,50,RL,62,6488,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,5,1942,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,230,Unf,0,569,799,GasA,Ex,N,FuseA,799,351,0,1150,0,0,1,0,3,1,TA,6,Mod,2,TA,BuiltIn,1942,Unf,1,215,TA,TA,Y,264,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Family
+2822,70,RL,114,19950,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1928,1950,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,1337,672,0,2009,0,0,2,0,4,1,TA,8,Typ,2,Gd,2Types,1928,Unf,3,795,TA,TA,P,0,42,0,0,180,0,NA,NA,NA,0,12,2006,WD,Normal
+2823,75,RL,60,19800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2.5Unf,6,8,1935,1990,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,425,Unf,0,1411,1836,GasA,Gd,Y,SBrkr,1836,1836,0,3672,0,0,3,1,5,1,Gd,7,Typ,2,Gd,Detchd,1993,Unf,2,836,TA,TA,Y,684,80,32,0,0,0,NA,NA,NA,0,12,2006,WD,Normal
+2824,80,RL,78,11679,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,5,5,1962,1962,Gable,CompShg,Plywood,Plywood,Stone,96,TA,TA,CBlock,TA,TA,Gd,ALQ,612,Rec,1164,0,1776,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,1,2,0,3,1,TA,6,Min2,1,Fa,Attchd,1962,Fin,2,528,TA,TA,Y,453,253,144,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal
+2825,20,RL,80,12048,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1952,2002,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,232,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1488,0,0,1488,0,0,1,0,3,1,TA,7,Typ,1,Ex,Attchd,2002,RFn,2,569,TA,TA,Y,0,189,36,0,348,0,NA,NA,NA,0,4,2006,WD,Normal
+2826,20,RL,70,10519,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,8,1955,1999,Hip,CompShg,MetalSd,MetalSd,Stone,164,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,1057,1057,GasA,Gd,Y,SBrkr,1057,0,0,1057,0,1,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1955,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2827,50,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,468,Unf,0,532,1000,GasA,TA,Y,SBrkr,1068,541,0,1609,0,0,1,1,5,1,TA,7,Typ,0,NA,Attchd,1953,Unf,1,305,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2828,60,RL,88,12128,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,4,1989,1989,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,Gd,TA,CBlock,Gd,TA,No,ALQ,549,Unf,0,319,868,GasA,Ex,Y,SBrkr,1313,1246,0,2559,0,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,1989,RFn,2,506,TA,TA,Y,0,245,0,0,168,0,NA,MnPrv,NA,0,11,2006,WD,Abnorml
+2829,90,RL,73,9069,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,SFoyer,6,8,1993,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,TA,Av,LwQ,261,GLQ,1083,0,1344,GasA,Gd,Y,SBrkr,1440,0,0,1440,2,0,2,0,2,2,Gd,8,Typ,0,NA,Attchd,1993,Unf,4,920,TA,TA,Y,288,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2830,60,RL,133,11003,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1308,1308,GasA,Ex,Y,SBrkr,1308,568,0,1876,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2005,RFn,3,848,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial
+2831,20,RL,64,7488,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,393,Unf,0,815,1208,GasA,Ex,Y,SBrkr,1208,0,0,1208,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,632,TA,TA,Y,105,58,0,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml
+2832,20,RL,90,13377,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1576,Unf,0,260,1836,GasA,Gd,Y,SBrkr,1846,0,0,1846,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,495,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial
+2833,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,198,Gd,TA,PConc,Ex,TA,Gd,GLQ,1122,Unf,0,448,1570,GasA,Ex,Y,SBrkr,1590,0,0,1590,1,0,2,1,2,1,Ex,6,Typ,0,NA,Attchd,2005,Fin,3,754,TA,TA,Y,176,80,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial
+2834,60,RL,91,10984,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,945,945,GasA,Ex,Y,SBrkr,945,864,0,1809,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,RFn,2,638,TA,TA,Y,144,54,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial
+2835,20,RL,78,9316,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,140,Gd,TA,PConc,Gd,TA,Gd,GLQ,56,Unf,0,1558,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,576,TA,TA,Y,100,45,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2836,60,RL,78,9316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,532,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,784,784,GasA,Ex,Y,SBrkr,784,812,0,1596,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,610,TA,TA,Y,144,45,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2837,20,RL,80,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,Fa,CBlock,Gd,Fa,No,LwQ,853,Unf,0,535,1388,GasA,Gd,Y,SBrkr,1388,0,0,1388,1,0,2,0,3,1,TA,6,Typ,1,Po,Attchd,1968,RFn,2,522,TA,TA,Y,0,58,0,0,0,0,NA,NA,NA,0,7,2006,COD,Abnorml
+2838,20,RL,95,13015,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,SBrkr,1100,0,0,1100,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1996,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2839,60,RL,65,12438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,2Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,781,781,GasA,Ex,Y,SBrkr,795,704,0,1499,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1995,RFn,2,473,TA,TA,Y,413,91,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal
+2840,20,RL,NA,8685,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,846,Unf,0,579,1425,GasA,Ex,Y,SBrkr,1425,0,0,1425,1,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1998,RFn,2,591,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2841,60,RL,68,9272,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,500,Unf,0,342,842,GasA,Ex,Y,SBrkr,856,893,0,1749,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,RFn,2,515,TA,TA,Y,140,85,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2842,60,RL,72,13426,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,894,Unf,0,57,951,GasA,Ex,Y,SBrkr,951,828,0,1779,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Fin,2,586,TA,TA,Y,208,107,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2843,60,RL,50,8340,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,6,1977,1977,Gable,CompShg,HdBoard,Plywood,BrkFace,62,TA,TA,CBlock,Gd,TA,Av,GLQ,509,Unf,0,166,675,GasA,TA,Y,SBrkr,686,702,0,1388,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Unf,1,317,TA,TA,Y,406,36,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal
+2844,80,RL,42,10385,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,123,TA,TA,CBlock,TA,Gd,Av,ALQ,595,LwQ,400,0,995,GasA,TA,Y,SBrkr,1282,0,0,1282,0,1,2,0,3,1,TA,6,Typ,0,NA,Detchd,1989,Unf,3,672,Fa,TA,Y,386,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2845,20,RL,60,7200,Pave,NA,Reg,Low,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,437,Unf,0,427,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,1,297,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2006,WD,Normal
+2846,60,RL,NA,9930,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,199,Gd,TA,PConc,Gd,TA,No,GLQ,456,Unf,0,370,826,GasA,Ex,Y,SBrkr,878,884,0,1762,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2002,Fin,2,591,TA,TA,Y,320,54,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2847,60,RL,45,9468,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,148,TA,TA,PConc,Gd,TA,Mn,GLQ,639,Unf,0,201,840,GasA,Ex,Y,SBrkr,840,915,0,1755,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,530,TA,TA,Y,176,73,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal
+2848,20,RL,NA,11088,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,872,Unf,0,476,1348,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,1,1,1,1,Gd,5,Typ,1,TA,Attchd,2002,Unf,2,418,TA,TA,Y,68,166,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2849,60,RL,70,8726,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,872,872,GasA,Ex,Y,SBrkr,872,1037,0,1909,0,0,2,1,4,1,Gd,8,Typ,0,NA,BuiltIn,2002,RFn,2,529,TA,TA,Y,0,108,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2850,60,RL,67,10566,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,261,Gd,TA,PConc,Gd,TA,Av,GLQ,920,Unf,0,170,1090,GasA,Ex,Y,SBrkr,1090,1124,0,2214,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1999,Fin,3,646,TA,TA,Y,197,80,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2851,60,RL,NA,21533,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Feedr,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1065,1065,GasA,Ex,Y,SBrkr,1065,984,0,2049,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1997,Unf,2,467,TA,TA,Y,120,48,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal
+2852,60,RL,90,11250,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,227,TA,TA,PConc,Gd,TA,Mn,ALQ,796,Unf,0,258,1054,GasA,Ex,Y,SBrkr,1070,869,0,1939,0,1,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,RFn,3,555,TA,TA,Y,128,84,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2853,60,RL,90,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,Av,GLQ,685,Unf,0,245,930,GasA,Ex,Y,SBrkr,950,1045,0,1995,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,610,TA,TA,Y,275,170,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2854,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,717,Unf,0,131,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2855,20,RL,70,8810,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1000,Unf,0,390,1390,GasA,Ex,Y,SBrkr,1390,0,0,1390,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,545,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2856,60,RL,74,8581,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Mn,Unf,0,Unf,0,851,851,GasA,Ex,Y,SBrkr,851,886,0,1737,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,2,578,TA,TA,Y,0,105,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial
+2857,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,784,784,GasA,Ex,Y,SBrkr,784,827,0,1611,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,572,TA,TA,Y,144,36,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2858,20,RL,65,8772,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,996,Unf,0,340,1336,GasA,Ex,Y,SBrkr,1336,0,0,1336,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,Unf,2,502,TA,TA,Y,136,43,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial
+2859,70,RL,67,8777,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,2Story,4,6,1910,2000,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,Gd,TA,No,Rec,173,BLQ,337,166,676,GasA,Gd,Y,SBrkr,760,676,0,1436,1,0,2,0,3,1,TA,6,Min1,0,NA,Attchd,1950,Unf,2,528,TA,TA,Y,147,0,0,0,0,0,NA,NA,Shed,420,10,2006,WD,Normal
+2860,90,RL,38,7840,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1975,1975,Flat,Tar&Grv,Plywood,Wd Shng,BrkFace,355,TA,TA,CBlock,Gd,TA,Gd,GLQ,976,Unf,0,0,976,GasA,TA,Y,SBrkr,1012,0,0,1012,0,2,2,0,4,0,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,AdjLand
+2861,20,RL,73,16133,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,4,1969,1969,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,847,Unf,0,329,1176,GasA,TA,Y,SBrkr,1176,0,0,1176,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1969,Unf,1,360,TA,TA,Y,0,92,0,0,112,0,NA,NA,NA,0,12,2006,WD,Abnorml
+2862,60,RL,62,7162,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2004,Hip,CompShg,HdBoard,Stucco,BrkFace,190,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,796,796,GasA,Ex,Y,SBrkr,806,918,0,1724,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,616,TA,TA,Y,168,57,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2863,20,RL,75,8050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,TA,TA,PConc,Gd,TA,Av,GLQ,475,ALQ,297,142,914,GasA,Ex,Y,SBrkr,914,0,0,914,1,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,32,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2864,60,RL,90,11060,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1150,1150,GasA,Ex,Y,SBrkr,1164,1150,0,2314,0,0,2,1,3,1,Gd,9,Typ,1,Ex,BuiltIn,2003,Fin,2,502,TA,TA,Y,0,274,0,0,0,0,NA,NA,NA,0,2,2006,ConLD,Normal
+2865,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,82,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial
+2866,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2867,50,RL,56,6956,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,7,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Fa,TA,Mn,Unf,0,Unf,0,624,624,GasA,Ex,Y,SBrkr,624,312,0,936,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1948,Unf,1,265,TA,Po,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2868,50,RL,72,7822,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,6,3,1915,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,BrkTil,Fa,Fa,No,Unf,0,Unf,0,832,832,GasA,TA,Y,FuseF,846,492,0,1338,0,0,2,0,3,1,TA,7,Typ,0,NA,Detchd,1974,Unf,2,528,TA,TA,N,0,0,208,0,0,0,NA,GdPrv,NA,0,5,2006,WD,AdjLand
+2869,50,RL,62,8707,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Edwards,Feedr,Norm,1Fam,1.5Fin,4,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1093,1093,GasA,TA,N,FuseF,1093,576,0,1669,0,0,1,1,4,1,TA,9,Min2,0,NA,Attchd,1924,Unf,1,288,Fa,TA,Y,0,0,56,0,0,0,NA,NA,NA,0,5,2006,WD,AdjLand
+2870,20,RL,60,16012,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,4,1954,1968,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,60,TA,TA,CBlock,TA,TA,No,Rec,691,Unf,0,263,954,GasA,Ex,Y,SBrkr,1482,0,0,1482,0,1,2,0,3,1,TA,6,Min1,1,Gd,2Types,1956,Unf,2,609,TA,TA,Y,0,30,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Abnorml
+2871,50,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,4,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,864,864,GasA,TA,N,SBrkr,964,0,450,1414,0,0,1,0,3,1,TA,8,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,0,112,0,0,0,NA,NA,NA,0,9,2006,COD,Abnorml
+2872,30,RL,60,8088,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,2,3,1922,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,498,498,GasA,TA,N,FuseF,498,0,0,498,0,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1922,Unf,1,216,Fa,Fa,N,0,0,100,0,0,0,NA,NA,NA,0,2,2006,ConLD,Normal
+2873,50,RL,76,11388,Pave,NA,Reg,Low,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1.5Fin,4,7,1910,1993,Gable,CompShg,VinylSd,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,616,616,GasA,TA,N,SBrkr,1055,218,0,1273,0,0,1,0,3,1,Gd,5,Min2,0,NA,Detchd,1910,Unf,1,275,TA,Fa,N,212,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2874,50,RL,60,10890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1938,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,930,Unf,0,128,1058,GasA,TA,Y,SBrkr,1058,493,0,1551,1,0,2,0,3,1,Fa,6,Typ,0,NA,Detchd,1938,Unf,1,240,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal
+2875,190,RH,58,6430,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,SWISU,Feedr,Norm,2fmCon,1.5Fin,6,6,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,780,Unf,0,0,780,GasA,TA,N,FuseF,816,524,0,1340,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1945,Unf,1,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml
+2876,70,RL,43,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,7,8,1926,1997,Gable,CompShg,Wd Sdng,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,424,Unf,0,200,624,GasA,Ex,Y,SBrkr,743,736,0,1479,1,0,1,0,3,1,Gd,6,Typ,2,Gd,Detchd,1926,Unf,1,312,TA,TA,Y,530,0,56,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal
+2877,70,RL,69,4899,Pave,NA,Reg,HLS,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,8,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,305,Unf,0,450,755,GasA,Ex,Y,SBrkr,755,755,0,1510,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,Y,0,0,164,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2878,70,RL,54,9399,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,8,1919,1950,Gable,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,818,818,GasA,TA,Y,SBrkr,818,818,0,1636,0,0,1,1,4,1,Gd,7,Typ,1,Gd,Detchd,1919,Unf,1,288,Fa,TA,N,0,0,212,0,0,0,NA,NA,NA,0,9,2006,WD,Abnorml
+2879,50,RL,84,10164,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1939,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,Av,LwQ,646,Unf,0,346,992,GasA,Fa,Y,SBrkr,992,473,0,1465,0,0,2,0,3,1,TA,6,Typ,2,TA,Detchd,1939,Unf,1,240,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal
+2880,50,RL,51,6191,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,4,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,Fa,No,LwQ,384,Unf,0,440,824,GasA,TA,N,SBrkr,824,464,0,1288,0,0,1,0,4,1,TA,6,Typ,0,NA,Detchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal
+2881,50,RL,66,21780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,Fa,No,Unf,0,Unf,0,817,817,GasA,Gd,Y,FuseF,940,610,0,1550,0,0,1,1,3,1,TA,7,Min2,1,TA,Detchd,1937,Unf,1,318,TA,TA,P,0,0,429,0,0,0,NA,MnPrv,NA,0,9,2006,WD,Normal
+2882,50,RL,80,12400,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Mn,BLQ,602,Unf,0,299,901,GasA,TA,Y,SBrkr,1125,592,0,1717,0,0,1,1,2,1,TA,7,Typ,1,Gd,Attchd,1940,Unf,1,410,TA,TA,Y,0,0,0,0,113,0,NA,NA,NA,0,2,2006,WD,Normal
+2883,50,RL,81,8170,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,7,1929,1950,Gable,CompShg,Stucco,Wd Sdng,BrkFace,270,Gd,Gd,BrkTil,TA,TA,No,ALQ,526,Unf,0,496,1022,GasA,Ex,Y,FuseA,1122,549,0,1671,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1963,Unf,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal
+2884,70,RL,70,12320,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,7,1932,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,637,637,GasA,Ex,Y,SBrkr,959,650,0,1609,0,0,1,1,3,1,Gd,8,Typ,2,Gd,2Types,1963,Unf,3,579,TA,TA,Y,0,0,0,0,104,0,NA,GdWo,NA,0,5,2006,WD,Normal
+2885,70,RL,70,14210,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1930,1959,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,697,697,GasA,Ex,Y,SBrkr,1104,697,0,1801,0,0,1,1,3,1,TA,8,Typ,1,Gd,Attchd,1930,Unf,2,365,Fa,TA,Y,0,90,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal
+2886,60,RL,78,15600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,5,7,1950,1963,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,405,TA,Gd,CBlock,Gd,TA,No,GLQ,760,Unf,0,408,1168,GasA,Gd,Y,SBrkr,1278,1037,0,2315,1,0,2,0,4,1,TA,9,Typ,3,Gd,Attchd,1950,Fin,1,342,TA,TA,Y,0,0,0,0,192,0,NA,NA,NA,0,7,2006,WD,Normal
+2887,30,RM,50,7288,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1Story,5,6,1942,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,305,Unf,0,671,976,GasA,TA,N,SBrkr,976,0,0,976,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1942,Unf,1,215,TA,TA,N,160,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,AdjLand
+2888,50,RM,50,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1926,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,374,Unf,0,487,861,GasA,Ex,Y,SBrkr,861,424,0,1285,0,1,1,0,3,1,TA,6,Typ,0,NA,Detchd,1950,Fin,2,506,TA,TA,Y,96,0,132,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal
+2889,30,RM,61,8534,Pave,NA,Reg,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,4,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,432,432,GasA,TA,N,FuseA,672,0,0,672,0,0,1,0,2,1,TA,4,Min1,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,112,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal
+2890,30,RM,50,7030,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,641,641,GasA,Gd,Y,SBrkr,641,0,0,641,0,0,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1925,Unf,1,272,TA,TA,N,184,0,70,0,0,0,NA,MnPrv,NA,0,3,2006,WD,Normal
+2891,50,RM,75,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,5,1957,1957,Gable,CompShg,MetalSd,MetalSd,BrkFace,327,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,967,967,GasA,Gd,Y,SBrkr,967,671,0,1638,0,0,2,0,4,1,Gd,6,Typ,0,NA,Detchd,1957,Unf,1,384,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2892,30,C (all),69,12366,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,1Fam,1Story,3,5,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,729,0,0,729,0,0,1,0,2,1,TA,5,Mod,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,23,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml
+2893,190,C (all),50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,5,6,1951,1951,Gable,CompShg,WdShing,Wd Shng,None,0,Fa,Fa,CBlock,TA,TA,Mn,Unf,0,Unf,0,660,660,GasA,TA,N,SBrkr,1060,336,0,1396,0,0,2,0,4,2,TA,8,Min2,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml
+2894,50,C (all),60,8520,Grvl,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,3,5,1916,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Fa,Fa,No,Unf,0,Unf,0,216,216,GasA,Fa,N,SBrkr,576,360,0,936,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2895,120,RM,41,5748,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,Stone,473,Gd,TA,PConc,Ex,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Ex,Y,SBrkr,1778,0,0,1778,2,0,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2005,Fin,2,495,TA,TA,Y,123,53,0,0,153,0,NA,NA,NA,0,2,2006,New,Partial
+2896,120,RM,44,3842,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,186,Gd,TA,PConc,Ex,TA,Gd,GLQ,1564,Unf,0,30,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2004,Fin,2,525,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,12,2006,WD,Normal
+2897,20,RL,69,23580,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,6,6,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,776,Unf,0,849,1625,GasA,TA,Y,SBrkr,1625,0,0,1625,0,1,2,0,3,1,Fa,6,Typ,1,TA,Attchd,1979,Fin,2,576,TA,TA,Y,136,28,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal
+2898,90,RL,65,8385,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,6,5,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,1664,1664,GasA,TA,Y,SBrkr,1664,0,0,1664,0,0,2,0,4,2,TA,10,Typ,0,NA,2Types,1978,Unf,2,616,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2899,20,RL,70,9116,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,8,5,2001,2001,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1491,1491,GasA,Ex,Y,SBrkr,1491,0,0,1491,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2001,RFn,2,490,TA,TA,Y,120,100,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2900,80,RL,140,11080,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1975,1975,Gable,CompShg,Plywood,Plywood,BrkFace,257,TA,TA,CBlock,TA,TA,Av,GLQ,576,Unf,0,552,1128,GasA,TA,Y,SBrkr,1210,0,0,1210,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1975,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2901,20,RL,NA,50102,Pave,NA,IR1,Low,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,1Story,6,5,1958,1958,Gable,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,909,Unf,0,723,1632,GasA,TA,Y,SBrkr,1650,0,0,1650,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1958,Unf,2,518,TA,TA,Y,0,0,0,0,138,0,NA,NA,NA,0,3,2006,WD,Alloca
+2902,20,RL,NA,8098,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,Wood,Gd,TA,Av,GLQ,1136,BLQ,116,129,1381,GasA,Ex,Y,SBrkr,1403,0,0,1403,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2000,Unf,2,470,TA,TA,Y,0,173,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2903,20,RL,95,13618,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,198,Gd,TA,PConc,Ex,Gd,Av,GLQ,1350,Unf,0,378,1728,GasA,Ex,Y,SBrkr,1960,0,0,1960,1,0,2,0,3,1,Gd,8,Typ,2,Gd,Attchd,2005,Fin,3,714,TA,TA,Y,172,38,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial
+2904,20,RL,88,11577,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,382,Ex,TA,PConc,Gd,TA,Gd,GLQ,1455,Unf,0,383,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,3,1,Ex,9,Typ,1,Gd,Attchd,2005,Fin,3,682,TA,TA,Y,161,225,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial
+2905,20,NA,125,31250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Artery,Norm,1Fam,1Story,1,3,1951,1951,Gable,CompShg,CBlock,VinylSd,None,0,TA,Fa,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1600,0,0,1600,0,0,1,1,3,1,TA,6,Mod,0,NA,Attchd,1951,Unf,1,270,Fa,TA,N,0,0,135,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2906,90,RM,78,7020,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,7,5,1997,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,200,TA,Gd,PConc,Gd,TA,Gd,GLQ,1243,Unf,0,45,1288,GasA,Gd,Y,SBrkr,1368,0,0,1368,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1997,Fin,4,784,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal
+2907,160,RM,41,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1977,1977,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,264,264,GasA,TA,Y,SBrkr,616,688,0,1304,0,0,1,1,3,1,TA,5,Typ,1,TA,BuiltIn,1977,RFn,1,336,TA,TA,Y,141,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2908,20,RL,58,10172,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1968,2003,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,441,Unf,0,423,864,GasA,Ex,Y,SBrkr,874,0,0,874,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal
+2909,90,RL,NA,11836,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,5,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,149,Unf,0,1503,1652,GasA,TA,Y,SBrkr,1652,0,0,1652,0,0,2,0,4,2,TA,8,Typ,0,NA,2Types,1970,Unf,3,928,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal
+2910,180,RM,21,1470,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,6,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,522,Unf,0,108,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal
+2911,160,RM,21,1484,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,4,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,252,Unf,0,294,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,253,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2912,20,RL,80,13384,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1969,1979,Gable,CompShg,Plywood,Plywood,BrkFace,194,TA,TA,PConc,TA,TA,Av,Rec,119,BLQ,344,641,1104,GasA,Fa,Y,SBrkr,1360,0,0,1360,1,0,1,0,3,1,TA,8,Typ,1,TA,Attchd,1969,RFn,1,336,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal
+2913,160,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,408,Unf,0,138,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,CarPort,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml
+2914,160,RM,21,1526,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,34,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD,Normal
+2915,160,RM,21,1936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Gd,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal
+2916,160,RM,21,1894,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,252,Unf,0,294,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,CarPort,1970,Unf,1,286,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml
+2917,20,RL,160,20000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1960,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1224,Unf,0,0,1224,GasA,Ex,Y,SBrkr,1224,0,0,1224,1,0,1,0,4,1,TA,7,Typ,1,TA,Detchd,1960,Unf,2,576,TA,TA,Y,474,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Abnorml
+2918,85,RL,62,10441,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,5,1992,1992,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,337,Unf,0,575,912,GasA,TA,Y,SBrkr,970,0,0,970,0,1,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,80,32,0,0,0,0,NA,MnPrv,Shed,700,7,2006,WD,Normal
+2919,60,RL,74,9627,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,94,TA,TA,PConc,Gd,TA,Av,LwQ,758,Unf,0,238,996,GasA,Ex,Y,SBrkr,996,1004,0,2000,0,0,2,1,3,1,TA,9,Typ,1,TA,Attchd,1993,Fin,3,650,TA,TA,Y,190,48,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal
diff --git a/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