Scikit - 21 Kaggle House price prediction (regression).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split, cross_val_score\n",
    "from sklearn.linear_model import LinearRegression, LassoCV, RidgeCV, Lasso\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "import xgboost as xgb\n",
    "import seaborn as sns\n",
    "\n",
    "pd.set_option('display.max_columns', None)\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2919 entries, 0 to 2918\n",
      "Data columns (total 80 columns):\n",
      "Id               2919 non-null int64\n",
      "MSSubClass       2919 non-null int64\n",
      "MSZoning         2919 non-null object\n",
      "LotFrontage      2919 non-null float64\n",
      "LotArea          2919 non-null int64\n",
      "Street           2919 non-null object\n",
      "Alley            2919 non-null object\n",
      "LotShape         2919 non-null object\n",
      "LandContour      2919 non-null object\n",
      "LotConfig        2919 non-null object\n",
      "LandSlope        2919 non-null object\n",
      "Neighborhood     2919 non-null object\n",
      "Condition1       2919 non-null object\n",
      "Condition2       2919 non-null object\n",
      "BldgType         2919 non-null object\n",
      "HouseStyle       2919 non-null object\n",
      "OverallQual      2919 non-null int64\n",
      "OverallCond      2919 non-null int64\n",
      "YearBuilt        2919 non-null int64\n",
      "YearRemodAdd     2919 non-null int64\n",
      "RoofStyle        2919 non-null object\n",
      "RoofMatl         2919 non-null object\n",
      "Exterior1st      2919 non-null object\n",
      "Exterior2nd      2919 non-null object\n",
      "MasVnrType       2919 non-null object\n",
      "MasVnrArea       2919 non-null float64\n",
      "ExterQual        2919 non-null object\n",
      "ExterCond        2919 non-null object\n",
      "Foundation       2919 non-null object\n",
      "BsmtQual         2919 non-null object\n",
      "BsmtCond         2919 non-null object\n",
      "BsmtExposure     2919 non-null object\n",
      "BsmtFinType1     2919 non-null object\n",
      "BsmtFinSF1       2919 non-null float64\n",
      "BsmtFinType2     2919 non-null object\n",
      "BsmtFinSF2       2919 non-null float64\n",
      "BsmtUnfSF        2919 non-null float64\n",
      "TotalBsmtSF      2919 non-null float64\n",
      "Heating          2919 non-null object\n",
      "HeatingQC        2919 non-null object\n",
      "CentralAir       2919 non-null object\n",
      "Electrical       2919 non-null object\n",
      "1stFlrSF         2919 non-null int64\n",
      "2ndFlrSF         2919 non-null int64\n",
      "LowQualFinSF     2919 non-null int64\n",
      "GrLivArea        2919 non-null int64\n",
      "BsmtFullBath     2919 non-null float64\n",
      "BsmtHalfBath     2919 non-null float64\n",
      "FullBath         2919 non-null int64\n",
      "HalfBath         2919 non-null int64\n",
      "BedroomAbvGr     2919 non-null int64\n",
      "KitchenAbvGr     2919 non-null int64\n",
      "KitchenQual      2919 non-null object\n",
      "TotRmsAbvGrd     2919 non-null int64\n",
      "Functional       2919 non-null object\n",
      "Fireplaces       2919 non-null int64\n",
      "FireplaceQu      2919 non-null object\n",
      "GarageType       2919 non-null object\n",
      "GarageYrBlt      2919 non-null float64\n",
      "GarageFinish     2919 non-null object\n",
      "GarageCars       2919 non-null float64\n",
      "GarageArea       2919 non-null float64\n",
      "GarageQual       2919 non-null object\n",
      "GarageCond       2919 non-null object\n",
      "PavedDrive       2919 non-null object\n",
      "WoodDeckSF       2919 non-null int64\n",
      "OpenPorchSF      2919 non-null int64\n",
      "EnclosedPorch    2919 non-null int64\n",
      "3SsnPorch        2919 non-null int64\n",
      "ScreenPorch      2919 non-null int64\n",
      "PoolArea         2919 non-null int64\n",
      "PoolQC           2919 non-null object\n",
      "Fence            2919 non-null object\n",
      "MiscFeature      2919 non-null object\n",
      "MiscVal          2919 non-null int64\n",
      "MoSold           2919 non-null int64\n",
      "YrSold           2919 non-null int64\n",
      "SaleType         2919 non-null object\n",
      "SaleCondition    2919 non-null object\n",
      "SalesPrice       1460 non-null float64\n",
      "dtypes: float64(12), int64(26), object(42)\n",
      "memory usage: 1.8+ MB\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv(\"data/kaggle-house-prices/data_combined_cleaned.csv\")\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "    <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",
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       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
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       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
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       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>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>SalesPrice</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>None</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2003</td>\n",
       "      <td>2003</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>196.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>706.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>856.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>856</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>1710</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2.0</td>\n",
       "      <td>548.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500.0</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>None</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Veenker</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>1976</td>\n",
       "      <td>1976</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>978.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>1262.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1262</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2.0</td>\n",
       "      <td>460.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500.0</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>None</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2001</td>\n",
       "      <td>2002</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>486.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>434.0</td>\n",
       "      <td>920.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>920</td>\n",
       "      <td>866</td>\n",
       "      <td>0</td>\n",
       "      <td>1786</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2.0</td>\n",
       "      <td>608.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500.0</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>None</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1915</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>216.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>540.0</td>\n",
       "      <td>756.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>961</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>1717</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>3.0</td>\n",
       "      <td>642.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000.0</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>None</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NoRidge</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>350.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>655.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>490.0</td>\n",
       "      <td>1145.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1145</td>\n",
       "      <td>1053</td>\n",
       "      <td>0</td>\n",
       "      <td>2198</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3.0</td>\n",
       "      <td>836.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>192</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>50</td>\n",
       "      <td>RL</td>\n",
       "      <td>85.0</td>\n",
       "      <td>14115</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1.5Fin</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1993</td>\n",
       "      <td>1995</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Wood</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>732.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>796.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>796</td>\n",
       "      <td>566</td>\n",
       "      <td>0</td>\n",
       "      <td>1362</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>40</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>320</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Shed</td>\n",
       "      <td>700</td>\n",
       "      <td>10</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>143000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>75.0</td>\n",
       "      <td>10084</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Somerst</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2004</td>\n",
       "      <td>2005</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>186.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>1369.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>317.0</td>\n",
       "      <td>1686.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1694</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1694</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2.0</td>\n",
       "      <td>636.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>255</td>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>307000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>10382</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NWAmes</td>\n",
       "      <td>PosN</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>1973</td>\n",
       "      <td>1973</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>Stone</td>\n",
       "      <td>240.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>859.0</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>32.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>1107.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1107</td>\n",
       "      <td>983</td>\n",
       "      <td>0</td>\n",
       "      <td>2090</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2.0</td>\n",
       "      <td>484.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>235</td>\n",
       "      <td>204</td>\n",
       "      <td>228</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Shed</td>\n",
       "      <td>350</td>\n",
       "      <td>11</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>200000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>50</td>\n",
       "      <td>RM</td>\n",
       "      <td>51.0</td>\n",
       "      <td>6120</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>OldTown</td>\n",
       "      <td>Artery</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1.5Fin</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1931</td>\n",
       "      <td>1950</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>FuseF</td>\n",
       "      <td>1022</td>\n",
       "      <td>752</td>\n",
       "      <td>0</td>\n",
       "      <td>1774</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>8</td>\n",
       "      <td>Min1</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1931.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2.0</td>\n",
       "      <td>468.0</td>\n",
       "      <td>Fa</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>205</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>129900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>190</td>\n",
       "      <td>RL</td>\n",
       "      <td>50.0</td>\n",
       "      <td>7420</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>BrkSide</td>\n",
       "      <td>Artery</td>\n",
       "      <td>Artery</td>\n",
       "      <td>2fmCon</td>\n",
       "      <td>1.5Unf</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1939</td>\n",
       "      <td>1950</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>851.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>991.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1077</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1077</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1939.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>1.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>118000.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
       "0   1          60       RL         65.0     8450   Pave  None      Reg   \n",
       "1   2          20       RL         80.0     9600   Pave  None      Reg   \n",
       "2   3          60       RL         68.0    11250   Pave  None      IR1   \n",
       "3   4          70       RL         60.0     9550   Pave  None      IR1   \n",
       "4   5          60       RL         84.0    14260   Pave  None      IR1   \n",
       "5   6          50       RL         85.0    14115   Pave  None      IR1   \n",
       "6   7          20       RL         75.0    10084   Pave  None      Reg   \n",
       "7   8          60       RL         80.0    10382   Pave  None      IR1   \n",
       "8   9          50       RM         51.0     6120   Pave  None      Reg   \n",
       "9  10         190       RL         50.0     7420   Pave  None      Reg   \n",
       "\n",
       "  LandContour LotConfig LandSlope Neighborhood Condition1 Condition2 BldgType  \\\n",
       "0         Lvl    Inside       Gtl      CollgCr       Norm       Norm     1Fam   \n",
       "1         Lvl       FR2       Gtl      Veenker      Feedr       Norm     1Fam   \n",
       "2         Lvl    Inside       Gtl      CollgCr       Norm       Norm     1Fam   \n",
       "3         Lvl    Corner       Gtl      Crawfor       Norm       Norm     1Fam   \n",
       "4         Lvl       FR2       Gtl      NoRidge       Norm       Norm     1Fam   \n",
       "5         Lvl    Inside       Gtl      Mitchel       Norm       Norm     1Fam   \n",
       "6         Lvl    Inside       Gtl      Somerst       Norm       Norm     1Fam   \n",
       "7         Lvl    Corner       Gtl       NWAmes       PosN       Norm     1Fam   \n",
       "8         Lvl    Inside       Gtl      OldTown     Artery       Norm     1Fam   \n",
       "9         Lvl    Corner       Gtl      BrkSide     Artery     Artery   2fmCon   \n",
       "\n",
       "  HouseStyle  OverallQual  OverallCond  YearBuilt  YearRemodAdd RoofStyle  \\\n",
       "0     2Story            7            5       2003          2003     Gable   \n",
       "1     1Story            6            8       1976          1976     Gable   \n",
       "2     2Story            7            5       2001          2002     Gable   \n",
       "3     2Story            7            5       1915          1970     Gable   \n",
       "4     2Story            8            5       2000          2000     Gable   \n",
       "5     1.5Fin            5            5       1993          1995     Gable   \n",
       "6     1Story            8            5       2004          2005     Gable   \n",
       "7     2Story            7            6       1973          1973     Gable   \n",
       "8     1.5Fin            7            5       1931          1950     Gable   \n",
       "9     1.5Unf            5            6       1939          1950     Gable   \n",
       "\n",
       "  RoofMatl Exterior1st Exterior2nd MasVnrType  MasVnrArea ExterQual ExterCond  \\\n",
       "0  CompShg     VinylSd     VinylSd    BrkFace       196.0        Gd        TA   \n",
       "1  CompShg     MetalSd     MetalSd       None         0.0        TA        TA   \n",
       "2  CompShg     VinylSd     VinylSd    BrkFace       162.0        Gd        TA   \n",
       "3  CompShg     Wd Sdng     Wd Shng       None         0.0        TA        TA   \n",
       "4  CompShg     VinylSd     VinylSd    BrkFace       350.0        Gd        TA   \n",
       "5  CompShg     VinylSd     VinylSd       None         0.0        TA        TA   \n",
       "6  CompShg     VinylSd     VinylSd      Stone       186.0        Gd        TA   \n",
       "7  CompShg     HdBoard     HdBoard      Stone       240.0        TA        TA   \n",
       "8  CompShg     BrkFace     Wd Shng       None         0.0        TA        TA   \n",
       "9  CompShg     MetalSd     MetalSd       None         0.0        TA        TA   \n",
       "\n",
       "  Foundation BsmtQual BsmtCond BsmtExposure BsmtFinType1  BsmtFinSF1  \\\n",
       "0      PConc       Gd       TA           No          GLQ       706.0   \n",
       "1     CBlock       Gd       TA           Gd          ALQ       978.0   \n",
       "2      PConc       Gd       TA           Mn          GLQ       486.0   \n",
       "3     BrkTil       TA       Gd           No          ALQ       216.0   \n",
       "4      PConc       Gd       TA           Av          GLQ       655.0   \n",
       "5       Wood       Gd       TA           No          GLQ       732.0   \n",
       "6      PConc       Ex       TA           Av          GLQ      1369.0   \n",
       "7     CBlock       Gd       TA           Mn          ALQ       859.0   \n",
       "8     BrkTil       TA       TA           No          Unf         0.0   \n",
       "9     BrkTil       TA       TA           No          GLQ       851.0   \n",
       "\n",
       "  BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF Heating HeatingQC  \\\n",
       "0          Unf         0.0      150.0        856.0    GasA        Ex   \n",
       "1          Unf         0.0      284.0       1262.0    GasA        Ex   \n",
       "2          Unf         0.0      434.0        920.0    GasA        Ex   \n",
       "3          Unf         0.0      540.0        756.0    GasA        Gd   \n",
       "4          Unf         0.0      490.0       1145.0    GasA        Ex   \n",
       "5          Unf         0.0       64.0        796.0    GasA        Ex   \n",
       "6          Unf         0.0      317.0       1686.0    GasA        Ex   \n",
       "7          BLQ        32.0      216.0       1107.0    GasA        Ex   \n",
       "8          Unf         0.0      952.0        952.0    GasA        Gd   \n",
       "9          Unf         0.0      140.0        991.0    GasA        Ex   \n",
       "\n",
       "  CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  \\\n",
       "0          Y      SBrkr       856       854             0       1710   \n",
       "1          Y      SBrkr      1262         0             0       1262   \n",
       "2          Y      SBrkr       920       866             0       1786   \n",
       "3          Y      SBrkr       961       756             0       1717   \n",
       "4          Y      SBrkr      1145      1053             0       2198   \n",
       "5          Y      SBrkr       796       566             0       1362   \n",
       "6          Y      SBrkr      1694         0             0       1694   \n",
       "7          Y      SBrkr      1107       983             0       2090   \n",
       "8          Y      FuseF      1022       752             0       1774   \n",
       "9          Y      SBrkr      1077         0             0       1077   \n",
       "\n",
       "   BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  \\\n",
       "0           1.0           0.0         2         1             3             1   \n",
       "1           0.0           1.0         2         0             3             1   \n",
       "2           1.0           0.0         2         1             3             1   \n",
       "3           1.0           0.0         1         0             3             1   \n",
       "4           1.0           0.0         2         1             4             1   \n",
       "5           1.0           0.0         1         1             1             1   \n",
       "6           1.0           0.0         2         0             3             1   \n",
       "7           1.0           0.0         2         1             3             1   \n",
       "8           0.0           0.0         2         0             2             2   \n",
       "9           1.0           0.0         1         0             2             2   \n",
       "\n",
       "  KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu GarageType  \\\n",
       "0          Gd             8        Typ           0        None     Attchd   \n",
       "1          TA             6        Typ           1          TA     Attchd   \n",
       "2          Gd             6        Typ           1          TA     Attchd   \n",
       "3          Gd             7        Typ           1          Gd     Detchd   \n",
       "4          Gd             9        Typ           1          TA     Attchd   \n",
       "5          TA             5        Typ           0        None     Attchd   \n",
       "6          Gd             7        Typ           1          Gd     Attchd   \n",
       "7          TA             7        Typ           2          TA     Attchd   \n",
       "8          TA             8       Min1           2          TA     Detchd   \n",
       "9          TA             5        Typ           2          TA     Attchd   \n",
       "\n",
       "   GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual GarageCond  \\\n",
       "0       2003.0          RFn         2.0       548.0         TA         TA   \n",
       "1       1976.0          RFn         2.0       460.0         TA         TA   \n",
       "2       2001.0          RFn         2.0       608.0         TA         TA   \n",
       "3       1998.0          Unf         3.0       642.0         TA         TA   \n",
       "4       2000.0          RFn         3.0       836.0         TA         TA   \n",
       "5       1993.0          Unf         2.0       480.0         TA         TA   \n",
       "6       2004.0          RFn         2.0       636.0         TA         TA   \n",
       "7       1973.0          RFn         2.0       484.0         TA         TA   \n",
       "8       1931.0          Unf         2.0       468.0         Fa         TA   \n",
       "9       1939.0          RFn         1.0       205.0         Gd         TA   \n",
       "\n",
       "  PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  \\\n",
       "0          Y           0           61              0          0            0   \n",
       "1          Y         298            0              0          0            0   \n",
       "2          Y           0           42              0          0            0   \n",
       "3          Y           0           35            272          0            0   \n",
       "4          Y         192           84              0          0            0   \n",
       "5          Y          40           30              0        320            0   \n",
       "6          Y         255           57              0          0            0   \n",
       "7          Y         235          204            228          0            0   \n",
       "8          Y          90            0            205          0            0   \n",
       "9          Y           0            4              0          0            0   \n",
       "\n",
       "   PoolArea PoolQC  Fence MiscFeature  MiscVal  MoSold  YrSold SaleType  \\\n",
       "0         0   None   None        None        0       2    2008       WD   \n",
       "1         0   None   None        None        0       5    2007       WD   \n",
       "2         0   None   None        None        0       9    2008       WD   \n",
       "3         0   None   None        None        0       2    2006       WD   \n",
       "4         0   None   None        None        0      12    2008       WD   \n",
       "5         0   None  MnPrv        Shed      700      10    2009       WD   \n",
       "6         0   None   None        None        0       8    2007       WD   \n",
       "7         0   None   None        Shed      350      11    2009       WD   \n",
       "8         0   None   None        None        0       4    2008       WD   \n",
       "9         0   None   None        None        0       1    2008       WD   \n",
       "\n",
       "  SaleCondition  SalesPrice  \n",
       "0        Normal    208500.0  \n",
       "1        Normal    181500.0  \n",
       "2        Normal    223500.0  \n",
       "3       Abnorml    140000.0  \n",
       "4        Normal    250000.0  \n",
       "5        Normal    143000.0  \n",
       "6        Normal    307000.0  \n",
       "7        Normal    200000.0  \n",
       "8       Abnorml    129900.0  \n",
       "9        Normal    118000.0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2919 entries, 0 to 2918\n",
      "Columns: 261 entries, Id to SaleCondition_Partial\n",
      "dtypes: float64(12), int64(26), uint8(223)\n",
      "memory usage: 1.5 MB\n"
     ]
    }
   ],
   "source": [
    "df_dummy = pd.get_dummies(df, drop_first=True)\n",
    "df_dummy.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((1460, 261), (1459, 261))"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_training = df_dummy[~np.isnan(df.SalesPrice)]\n",
    "df_testing = df_dummy[np.isnan(df.SalesPrice)]\n",
    "df_training.shape, df_testing.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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F2cN8XkTWzKzvvJKEmZkVJRcoMzMrSr7dRh949p6Z2cDxGZSZmRUln0GZ2ZA2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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11ded4978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(1, 2, 1)\n",
    "df_training.SalesPrice.hist(bins = 100)\n",
    "plt.subplot(1, 2, 2)\n",
    "df_training.SalesPrice.plot.box()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>MSZoning_FV</th>\n",
       "      <th>MSZoning_RH</th>\n",
       "      <th>MSZoning_RL</th>\n",
       "      <th>MSZoning_RM</th>\n",
       "      <th>Street_Pave</th>\n",
       "      <th>Alley_None</th>\n",
       "      <th>Alley_Pave</th>\n",
       "      <th>LotShape_IR2</th>\n",
       "      <th>LotShape_IR3</th>\n",
       "      <th>LotShape_Reg</th>\n",
       "      <th>LandContour_HLS</th>\n",
       "      <th>LandContour_Low</th>\n",
       "      <th>LandContour_Lvl</th>\n",
       "      <th>LotConfig_CulDSac</th>\n",
       "      <th>LotConfig_FR2</th>\n",
       "      <th>LotConfig_FR3</th>\n",
       "      <th>LotConfig_Inside</th>\n",
       "      <th>LandSlope_Mod</th>\n",
       "      <th>LandSlope_Sev</th>\n",
       "      <th>Neighborhood_Blueste</th>\n",
       "      <th>Neighborhood_BrDale</th>\n",
       "      <th>Neighborhood_BrkSide</th>\n",
       "      <th>Neighborhood_ClearCr</th>\n",
       "      <th>Neighborhood_CollgCr</th>\n",
       "      <th>Neighborhood_Crawfor</th>\n",
       "      <th>Neighborhood_Edwards</th>\n",
       "      <th>Neighborhood_Gilbert</th>\n",
       "      <th>Neighborhood_IDOTRR</th>\n",
       "      <th>Neighborhood_MeadowV</th>\n",
       "      <th>Neighborhood_Mitchel</th>\n",
       "      <th>Neighborhood_NAmes</th>\n",
       "      <th>Neighborhood_NPkVill</th>\n",
       "      <th>Neighborhood_NWAmes</th>\n",
       "      <th>Neighborhood_NoRidge</th>\n",
       "      <th>Neighborhood_NridgHt</th>\n",
       "      <th>Neighborhood_OldTown</th>\n",
       "      <th>Neighborhood_SWISU</th>\n",
       "      <th>Neighborhood_Sawyer</th>\n",
       "      <th>Neighborhood_SawyerW</th>\n",
       "      <th>Neighborhood_Somerst</th>\n",
       "      <th>Neighborhood_StoneBr</th>\n",
       "      <th>Neighborhood_Timber</th>\n",
       "      <th>Neighborhood_Veenker</th>\n",
       "      <th>Condition1_Feedr</th>\n",
       "      <th>Condition1_Norm</th>\n",
       "      <th>Condition1_PosA</th>\n",
       "      <th>Condition1_PosN</th>\n",
       "      <th>Condition1_RRAe</th>\n",
       "      <th>Condition1_RRAn</th>\n",
       "      <th>Condition1_RRNe</th>\n",
       "      <th>Condition1_RRNn</th>\n",
       "      <th>Condition2_Feedr</th>\n",
       "      <th>Condition2_Norm</th>\n",
       "      <th>Condition2_PosA</th>\n",
       "      <th>Condition2_PosN</th>\n",
       "      <th>Condition2_RRAe</th>\n",
       "      <th>Condition2_RRAn</th>\n",
       "      <th>Condition2_RRNn</th>\n",
       "      <th>BldgType_2fmCon</th>\n",
       "      <th>BldgType_Duplex</th>\n",
       "      <th>BldgType_Twnhs</th>\n",
       "      <th>BldgType_TwnhsE</th>\n",
       "      <th>HouseStyle_1.5Unf</th>\n",
       "      <th>HouseStyle_1Story</th>\n",
       "      <th>HouseStyle_2.5Fin</th>\n",
       "      <th>HouseStyle_2.5Unf</th>\n",
       "      <th>HouseStyle_2Story</th>\n",
       "      <th>HouseStyle_SFoyer</th>\n",
       "      <th>HouseStyle_SLvl</th>\n",
       "      <th>RoofStyle_Gable</th>\n",
       "      <th>RoofStyle_Gambrel</th>\n",
       "      <th>RoofStyle_Hip</th>\n",
       "      <th>RoofStyle_Mansard</th>\n",
       "      <th>RoofStyle_Shed</th>\n",
       "      <th>RoofMatl_CompShg</th>\n",
       "      <th>RoofMatl_Membran</th>\n",
       "      <th>RoofMatl_Metal</th>\n",
       "      <th>RoofMatl_Roll</th>\n",
       "      <th>RoofMatl_Tar&amp;Grv</th>\n",
       "      <th>RoofMatl_WdShake</th>\n",
       "      <th>RoofMatl_WdShngl</th>\n",
       "      <th>Exterior1st_AsphShn</th>\n",
       "      <th>Exterior1st_BrkComm</th>\n",
       "      <th>Exterior1st_BrkFace</th>\n",
       "      <th>Exterior1st_CBlock</th>\n",
       "      <th>Exterior1st_CemntBd</th>\n",
       "      <th>Exterior1st_HdBoard</th>\n",
       "      <th>Exterior1st_ImStucc</th>\n",
       "      <th>Exterior1st_MetalSd</th>\n",
       "      <th>Exterior1st_Other</th>\n",
       "      <th>Exterior1st_Plywood</th>\n",
       "      <th>Exterior1st_Stone</th>\n",
       "      <th>Exterior1st_Stucco</th>\n",
       "      <th>Exterior1st_VinylSd</th>\n",
       "      <th>Exterior1st_Wd Sdng</th>\n",
       "      <th>Exterior1st_WdShing</th>\n",
       "      <th>Exterior2nd_AsphShn</th>\n",
       "      <th>Exterior2nd_Brk Cmn</th>\n",
       "      <th>Exterior2nd_BrkFace</th>\n",
       "      <th>Exterior2nd_CBlock</th>\n",
       "      <th>Exterior2nd_CmentBd</th>\n",
       "      <th>Exterior2nd_HdBoard</th>\n",
       "      <th>Exterior2nd_ImStucc</th>\n",
       "      <th>Exterior2nd_MetalSd</th>\n",
       "      <th>Exterior2nd_Other</th>\n",
       "      <th>Exterior2nd_Plywood</th>\n",
       "      <th>Exterior2nd_Stone</th>\n",
       "      <th>Exterior2nd_Stucco</th>\n",
       "      <th>Exterior2nd_VinylSd</th>\n",
       "      <th>Exterior2nd_Wd Sdng</th>\n",
       "      <th>Exterior2nd_Wd Shng</th>\n",
       "      <th>MasVnrType_BrkFace</th>\n",
       "      <th>MasVnrType_None</th>\n",
       "      <th>MasVnrType_Stone</th>\n",
       "      <th>ExterQual_Fa</th>\n",
       "      <th>ExterQual_Gd</th>\n",
       "      <th>ExterQual_TA</th>\n",
       "      <th>ExterCond_Fa</th>\n",
       "      <th>ExterCond_Gd</th>\n",
       "      <th>ExterCond_Po</th>\n",
       "      <th>ExterCond_TA</th>\n",
       "      <th>Foundation_CBlock</th>\n",
       "      <th>Foundation_PConc</th>\n",
       "      <th>Foundation_Slab</th>\n",
       "      <th>Foundation_Stone</th>\n",
       "      <th>Foundation_Wood</th>\n",
       "      <th>BsmtQual_Fa</th>\n",
       "      <th>BsmtQual_Gd</th>\n",
       "      <th>BsmtQual_None</th>\n",
       "      <th>BsmtQual_TA</th>\n",
       "      <th>BsmtCond_Gd</th>\n",
       "      <th>BsmtCond_None</th>\n",
       "      <th>BsmtCond_Po</th>\n",
       "      <th>BsmtCond_TA</th>\n",
       "      <th>BsmtExposure_Gd</th>\n",
       "      <th>BsmtExposure_Mn</th>\n",
       "      <th>BsmtExposure_No</th>\n",
       "      <th>BsmtExposure_None</th>\n",
       "      <th>BsmtFinType1_BLQ</th>\n",
       "      <th>BsmtFinType1_GLQ</th>\n",
       "      <th>BsmtFinType1_LwQ</th>\n",
       "      <th>BsmtFinType1_None</th>\n",
       "      <th>BsmtFinType1_Rec</th>\n",
       "      <th>BsmtFinType1_Unf</th>\n",
       "      <th>BsmtFinType2_BLQ</th>\n",
       "      <th>BsmtFinType2_GLQ</th>\n",
       "      <th>BsmtFinType2_LwQ</th>\n",
       "      <th>BsmtFinType2_None</th>\n",
       "      <th>BsmtFinType2_Rec</th>\n",
       "      <th>BsmtFinType2_Unf</th>\n",
       "      <th>Heating_GasA</th>\n",
       "      <th>Heating_GasW</th>\n",
       "      <th>Heating_Grav</th>\n",
       "      <th>Heating_OthW</th>\n",
       "      <th>Heating_Wall</th>\n",
       "      <th>HeatingQC_Fa</th>\n",
       "      <th>HeatingQC_Gd</th>\n",
       "      <th>HeatingQC_Po</th>\n",
       "      <th>HeatingQC_TA</th>\n",
       "      <th>CentralAir_Y</th>\n",
       "      <th>Electrical_FuseF</th>\n",
       "      <th>Electrical_FuseP</th>\n",
       "      <th>Electrical_Mix</th>\n",
       "      <th>Electrical_SBrkr</th>\n",
       "      <th>KitchenQual_Fa</th>\n",
       "      <th>KitchenQual_Gd</th>\n",
       "      <th>KitchenQual_TA</th>\n",
       "      <th>Functional_Maj2</th>\n",
       "      <th>Functional_Min1</th>\n",
       "      <th>Functional_Min2</th>\n",
       "      <th>Functional_Mod</th>\n",
       "      <th>Functional_Sev</th>\n",
       "      <th>Functional_Typ</th>\n",
       "      <th>FireplaceQu_Fa</th>\n",
       "      <th>FireplaceQu_Gd</th>\n",
       "      <th>FireplaceQu_None</th>\n",
       "      <th>FireplaceQu_Po</th>\n",
       "      <th>FireplaceQu_TA</th>\n",
       "      <th>GarageType_Attchd</th>\n",
       "      <th>GarageType_Basment</th>\n",
       "      <th>GarageType_BuiltIn</th>\n",
       "      <th>GarageType_CarPort</th>\n",
       "      <th>GarageType_Detchd</th>\n",
       "      <th>GarageType_None</th>\n",
       "      <th>GarageFinish_None</th>\n",
       "      <th>GarageFinish_RFn</th>\n",
       "      <th>GarageFinish_Unf</th>\n",
       "      <th>GarageQual_Fa</th>\n",
       "      <th>GarageQual_Gd</th>\n",
       "      <th>GarageQual_None</th>\n",
       "      <th>GarageQual_Po</th>\n",
       "      <th>GarageQual_TA</th>\n",
       "      <th>GarageCond_Fa</th>\n",
       "      <th>GarageCond_Gd</th>\n",
       "      <th>GarageCond_None</th>\n",
       "      <th>GarageCond_Po</th>\n",
       "      <th>GarageCond_TA</th>\n",
       "      <th>PavedDrive_P</th>\n",
       "      <th>PavedDrive_Y</th>\n",
       "      <th>PoolQC_Fa</th>\n",
       "      <th>PoolQC_Gd</th>\n",
       "      <th>PoolQC_None</th>\n",
       "      <th>Fence_GdWo</th>\n",
       "      <th>Fence_MnPrv</th>\n",
       "      <th>Fence_MnWw</th>\n",
       "      <th>Fence_None</th>\n",
       "      <th>MiscFeature_None</th>\n",
       "      <th>MiscFeature_Othr</th>\n",
       "      <th>MiscFeature_Shed</th>\n",
       "      <th>MiscFeature_TenC</th>\n",
       "      <th>SaleType_CWD</th>\n",
       "      <th>SaleType_Con</th>\n",
       "      <th>SaleType_ConLD</th>\n",
       "      <th>SaleType_ConLI</th>\n",
       "      <th>SaleType_ConLw</th>\n",
       "      <th>SaleType_New</th>\n",
       "      <th>SaleType_Oth</th>\n",
       "      <th>SaleType_WD</th>\n",
       "      <th>SaleCondition_AdjLand</th>\n",
       "      <th>SaleCondition_Alloca</th>\n",
       "      <th>SaleCondition_Family</th>\n",
       "      <th>SaleCondition_Normal</th>\n",
       "      <th>SaleCondition_Partial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>60</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2003</td>\n",
       "      <td>2003</td>\n",
       "      <td>196.0</td>\n",
       "      <td>706.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>856.0</td>\n",
       "      <td>856</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>1710</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>548.0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>1976</td>\n",
       "      <td>1976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>978.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>1262.0</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1262</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>460.0</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>60</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2001</td>\n",
       "      <td>2002</td>\n",
       "      <td>162.0</td>\n",
       "      <td>486.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>434.0</td>\n",
       "      <td>920.0</td>\n",
       "      <td>920</td>\n",
       "      <td>866</td>\n",
       "      <td>0</td>\n",
       "      <td>1786</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>608.0</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>70</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1915</td>\n",
       "      <td>1970</td>\n",
       "      <td>0.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>540.0</td>\n",
       "      <td>756.0</td>\n",
       "      <td>961</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>1717</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>642.0</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
       "0          60         65.0     8450            7            5       2003   \n",
       "1          20         80.0     9600            6            8       1976   \n",
       "2          60         68.0    11250            7            5       2001   \n",
       "3          70         60.0     9550            7            5       1915   \n",
       "\n",
       "   YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "0          2003       196.0       706.0         0.0      150.0        856.0   \n",
       "1          1976         0.0       978.0         0.0      284.0       1262.0   \n",
       "2          2002       162.0       486.0         0.0      434.0        920.0   \n",
       "3          1970         0.0       216.0         0.0      540.0        756.0   \n",
       "\n",
       "   1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  \\\n",
       "0       856       854             0       1710           1.0           0.0   \n",
       "1      1262         0             0       1262           0.0           1.0   \n",
       "2       920       866             0       1786           1.0           0.0   \n",
       "3       961       756             0       1717           1.0           0.0   \n",
       "\n",
       "   FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  TotRmsAbvGrd  Fireplaces  \\\n",
       "0         2         1             3             1             8           0   \n",
       "1         2         0             3             1             6           1   \n",
       "2         2         1             3             1             6           1   \n",
       "3         1         0             3             1             7           1   \n",
       "\n",
       "   GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  \\\n",
       "0       2003.0         2.0       548.0           0           61   \n",
       "1       1976.0         2.0       460.0         298            0   \n",
       "2       2001.0         2.0       608.0           0           42   \n",
       "3       1998.0         3.0       642.0           0           35   \n",
       "\n",
       "   EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal  MoSold  YrSold  \\\n",
       "0              0          0            0         0        0       2    2008   \n",
       "1              0          0            0         0        0       5    2007   \n",
       "2              0          0            0         0        0       9    2008   \n",
       "3            272          0            0         0        0       2    2006   \n",
       "\n",
       "   MSZoning_FV  MSZoning_RH  MSZoning_RL  MSZoning_RM  Street_Pave  \\\n",
       "0            0            0            1            0            1   \n",
       "1            0            0            1            0            1   \n",
       "2            0            0            1            0            1   \n",
       "3            0            0            1            0            1   \n",
       "\n",
       "   Alley_None  Alley_Pave  LotShape_IR2  LotShape_IR3  LotShape_Reg  \\\n",
       "0           1           0             0             0             1   \n",
       "1           1           0             0             0             1   \n",
       "2           1           0             0             0             0   \n",
       "3           1           0             0             0             0   \n",
       "\n",
       "   LandContour_HLS  LandContour_Low  LandContour_Lvl  LotConfig_CulDSac  \\\n",
       "0                0                0                1                  0   \n",
       "1                0                0                1                  0   \n",
       "2                0                0                1                  0   \n",
       "3                0                0                1                  0   \n",
       "\n",
       "   LotConfig_FR2  LotConfig_FR3  LotConfig_Inside  LandSlope_Mod  \\\n",
       "0              0              0                 1              0   \n",
       "1              1              0                 0              0   \n",
       "2              0              0                 1              0   \n",
       "3              0              0                 0              0   \n",
       "\n",
       "   LandSlope_Sev  Neighborhood_Blueste  Neighborhood_BrDale  \\\n",
       "0              0                     0                    0   \n",
       "1              0                     0                    0   \n",
       "2              0                     0                    0   \n",
       "3              0                     0                    0   \n",
       "\n",
       "   Neighborhood_BrkSide  Neighborhood_ClearCr  Neighborhood_CollgCr  \\\n",
       "0                     0                     0                     1   \n",
       "1                     0                     0                     0   \n",
       "2                     0                     0                     1   \n",
       "3                     0                     0                     0   \n",
       "\n",
       "   Neighborhood_Crawfor  Neighborhood_Edwards  Neighborhood_Gilbert  \\\n",
       "0                     0                     0                     0   \n",
       "1                     0                     0                     0   \n",
       "2                     0                     0                     0   \n",
       "3                     1                     0                     0   \n",
       "\n",
       "   Neighborhood_IDOTRR  Neighborhood_MeadowV  Neighborhood_Mitchel  \\\n",
       "0                    0                     0                     0   \n",
       "1                    0                     0                     0   \n",
       "2                    0                     0                     0   \n",
       "3                    0                     0                     0   \n",
       "\n",
       "   Neighborhood_NAmes  Neighborhood_NPkVill  Neighborhood_NWAmes  \\\n",
       "0                   0                     0                    0   \n",
       "1                   0                     0                    0   \n",
       "2                   0                     0                    0   \n",
       "3                   0                     0                    0   \n",
       "\n",
       "   Neighborhood_NoRidge  Neighborhood_NridgHt  Neighborhood_OldTown  \\\n",
       "0                     0                     0                     0   \n",
       "1                     0                     0                     0   \n",
       "2                     0                     0                     0   \n",
       "3                     0                     0                     0   \n",
       "\n",
       "   Neighborhood_SWISU  Neighborhood_Sawyer  Neighborhood_SawyerW  \\\n",
       "0                   0                    0                     0   \n",
       "1                   0                    0                     0   \n",
       "2                   0                    0                     0   \n",
       "3                   0                    0                     0   \n",
       "\n",
       "   Neighborhood_Somerst  Neighborhood_StoneBr  Neighborhood_Timber  \\\n",
       "0                     0                     0                    0   \n",
       "1                     0                     0                    0   \n",
       "2                     0                     0                    0   \n",
       "3                     0                     0                    0   \n",
       "\n",
       "   Neighborhood_Veenker  Condition1_Feedr  Condition1_Norm  Condition1_PosA  \\\n",
       "0                     0                 0                1                0   \n",
       "1                     1                 1                0                0   \n",
       "2                     0                 0                1                0   \n",
       "3                     0                 0                1                0   \n",
       "\n",
       "   Condition1_PosN  Condition1_RRAe  Condition1_RRAn  Condition1_RRNe  \\\n",
       "0                0                0                0                0   \n",
       "1                0                0                0                0   \n",
       "2                0                0                0                0   \n",
       "3                0                0                0                0   \n",
       "\n",
       "   Condition1_RRNn  Condition2_Feedr  Condition2_Norm  Condition2_PosA  \\\n",
       "0                0                 0                1                0   \n",
       "1                0                 0                1                0   \n",
       "2                0                 0                1                0   \n",
       "3                0                 0                1                0   \n",
       "\n",
       "   Condition2_PosN  Condition2_RRAe  Condition2_RRAn  Condition2_RRNn  \\\n",
       "0                0                0                0                0   \n",
       "1                0                0                0                0   \n",
       "2                0                0                0                0   \n",
       "3                0                0                0                0   \n",
       "\n",
       "   BldgType_2fmCon  BldgType_Duplex  BldgType_Twnhs  BldgType_TwnhsE  \\\n",
       "0                0                0               0                0   \n",
       "1                0                0               0                0   \n",
       "2                0                0               0                0   \n",
       "3                0                0               0                0   \n",
       "\n",
       "   HouseStyle_1.5Unf  HouseStyle_1Story  HouseStyle_2.5Fin  HouseStyle_2.5Unf  \\\n",
       "0                  0                  0                  0                  0   \n",
       "1                  0                  1                  0                  0   \n",
       "2                  0                  0                  0                  0   \n",
       "3                  0                  0                  0                  0   \n",
       "\n",
       "   HouseStyle_2Story  HouseStyle_SFoyer  HouseStyle_SLvl  RoofStyle_Gable  \\\n",
       "0                  1                  0                0                1   \n",
       "1                  0                  0                0                1   \n",
       "2                  1                  0                0                1   \n",
       "3                  1                  0                0                1   \n",
       "\n",
       "   RoofStyle_Gambrel  RoofStyle_Hip  RoofStyle_Mansard  RoofStyle_Shed  \\\n",
       "0                  0              0                  0               0   \n",
       "1                  0              0                  0               0   \n",
       "2                  0              0                  0               0   \n",
       "3                  0              0                  0               0   \n",
       "\n",
       "   RoofMatl_CompShg  RoofMatl_Membran  RoofMatl_Metal  RoofMatl_Roll  \\\n",
       "0                 1                 0               0              0   \n",
       "1                 1                 0               0              0   \n",
       "2                 1                 0               0              0   \n",
       "3                 1                 0               0              0   \n",
       "\n",
       "   RoofMatl_Tar&Grv  RoofMatl_WdShake  RoofMatl_WdShngl  Exterior1st_AsphShn  \\\n",
       "0                 0                 0                 0                    0   \n",
       "1                 0                 0                 0                    0   \n",
       "2                 0                 0                 0                    0   \n",
       "3                 0                 0                 0                    0   \n",
       "\n",
       "   Exterior1st_BrkComm  Exterior1st_BrkFace  Exterior1st_CBlock  \\\n",
       "0                    0                    0                   0   \n",
       "1                    0                    0                   0   \n",
       "2                    0                    0                   0   \n",
       "3                    0                    0                   0   \n",
       "\n",
       "   Exterior1st_CemntBd  Exterior1st_HdBoard  Exterior1st_ImStucc  \\\n",
       "0                    0                    0                    0   \n",
       "1                    0                    0                    0   \n",
       "2                    0                    0                    0   \n",
       "3                    0                    0                    0   \n",
       "\n",
       "   Exterior1st_MetalSd  Exterior1st_Other  Exterior1st_Plywood  \\\n",
       "0                    0                  0                    0   \n",
       "1                    1                  0                    0   \n",
       "2                    0                  0                    0   \n",
       "3                    0                  0                    0   \n",
       "\n",
       "   Exterior1st_Stone  Exterior1st_Stucco  Exterior1st_VinylSd  \\\n",
       "0                  0                   0                    1   \n",
       "1                  0                   0                    0   \n",
       "2                  0                   0                    1   \n",
       "3                  0                   0                    0   \n",
       "\n",
       "   Exterior1st_Wd Sdng  Exterior1st_WdShing  Exterior2nd_AsphShn  \\\n",
       "0                    0                    0                    0   \n",
       "1                    0                    0                    0   \n",
       "2                    0                    0                    0   \n",
       "3                    1                    0                    0   \n",
       "\n",
       "   Exterior2nd_Brk Cmn  Exterior2nd_BrkFace  Exterior2nd_CBlock  \\\n",
       "0                    0                    0                   0   \n",
       "1                    0                    0                   0   \n",
       "2                    0                    0                   0   \n",
       "3                    0                    0                   0   \n",
       "\n",
       "   Exterior2nd_CmentBd  Exterior2nd_HdBoard  Exterior2nd_ImStucc  \\\n",
       "0                    0                    0                    0   \n",
       "1                    0                    0                    0   \n",
       "2                    0                    0                    0   \n",
       "3                    0                    0                    0   \n",
       "\n",
       "   Exterior2nd_MetalSd  Exterior2nd_Other  Exterior2nd_Plywood  \\\n",
       "0                    0                  0                    0   \n",
       "1                    1                  0                    0   \n",
       "2                    0                  0                    0   \n",
       "3                    0                  0                    0   \n",
       "\n",
       "   Exterior2nd_Stone  Exterior2nd_Stucco  Exterior2nd_VinylSd  \\\n",
       "0                  0                   0                    1   \n",
       "1                  0                   0                    0   \n",
       "2                  0                   0                    1   \n",
       "3                  0                   0                    0   \n",
       "\n",
       "   Exterior2nd_Wd Sdng  Exterior2nd_Wd Shng  MasVnrType_BrkFace  \\\n",
       "0                    0                    0                   1   \n",
       "1                    0                    0                   0   \n",
       "2                    0                    0                   1   \n",
       "3                    0                    1                   0   \n",
       "\n",
       "   MasVnrType_None  MasVnrType_Stone  ExterQual_Fa  ExterQual_Gd  \\\n",
       "0                0                 0             0             1   \n",
       "1                1                 0             0             0   \n",
       "2                0                 0             0             1   \n",
       "3                1                 0             0             0   \n",
       "\n",
       "   ExterQual_TA  ExterCond_Fa  ExterCond_Gd  ExterCond_Po  ExterCond_TA  \\\n",
       "0             0             0             0             0             1   \n",
       "1             1             0             0             0             1   \n",
       "2             0             0             0             0             1   \n",
       "3             1             0             0             0             1   \n",
       "\n",
       "   Foundation_CBlock  Foundation_PConc  Foundation_Slab  Foundation_Stone  \\\n",
       "0                  0                 1                0                 0   \n",
       "1                  1                 0                0                 0   \n",
       "2                  0                 1                0                 0   \n",
       "3                  0                 0                0                 0   \n",
       "\n",
       "   Foundation_Wood  BsmtQual_Fa  BsmtQual_Gd  BsmtQual_None  BsmtQual_TA  \\\n",
       "0                0            0            1              0            0   \n",
       "1                0            0            1              0            0   \n",
       "2                0            0            1              0            0   \n",
       "3                0            0            0              0            1   \n",
       "\n",
       "   BsmtCond_Gd  BsmtCond_None  BsmtCond_Po  BsmtCond_TA  BsmtExposure_Gd  \\\n",
       "0            0              0            0            1                0   \n",
       "1            0              0            0            1                1   \n",
       "2            0              0            0            1                0   \n",
       "3            1              0            0            0                0   \n",
       "\n",
       "   BsmtExposure_Mn  BsmtExposure_No  BsmtExposure_None  BsmtFinType1_BLQ  \\\n",
       "0                0                1                  0                 0   \n",
       "1                0                0                  0                 0   \n",
       "2                1                0                  0                 0   \n",
       "3                0                1                  0                 0   \n",
       "\n",
       "   BsmtFinType1_GLQ  BsmtFinType1_LwQ  BsmtFinType1_None  BsmtFinType1_Rec  \\\n",
       "0                 1                 0                  0                 0   \n",
       "1                 0                 0                  0                 0   \n",
       "2                 1                 0                  0                 0   \n",
       "3                 0                 0                  0                 0   \n",
       "\n",
       "   BsmtFinType1_Unf  BsmtFinType2_BLQ  BsmtFinType2_GLQ  BsmtFinType2_LwQ  \\\n",
       "0                 0                 0                 0                 0   \n",
       "1                 0                 0                 0                 0   \n",
       "2                 0                 0                 0                 0   \n",
       "3                 0                 0                 0                 0   \n",
       "\n",
       "   BsmtFinType2_None  BsmtFinType2_Rec  BsmtFinType2_Unf  Heating_GasA  \\\n",
       "0                  0                 0                 1             1   \n",
       "1                  0                 0                 1             1   \n",
       "2                  0                 0                 1             1   \n",
       "3                  0                 0                 1             1   \n",
       "\n",
       "   Heating_GasW  Heating_Grav  Heating_OthW  Heating_Wall  HeatingQC_Fa  \\\n",
       "0             0             0             0             0             0   \n",
       "1             0             0             0             0             0   \n",
       "2             0             0             0             0             0   \n",
       "3             0             0             0             0             0   \n",
       "\n",
       "   HeatingQC_Gd  HeatingQC_Po  HeatingQC_TA  CentralAir_Y  Electrical_FuseF  \\\n",
       "0             0             0             0             1                 0   \n",
       "1             0             0             0             1                 0   \n",
       "2             0             0             0             1                 0   \n",
       "3             1             0             0             1                 0   \n",
       "\n",
       "   Electrical_FuseP  Electrical_Mix  Electrical_SBrkr  KitchenQual_Fa  \\\n",
       "0                 0               0                 1               0   \n",
       "1                 0               0                 1               0   \n",
       "2                 0               0                 1               0   \n",
       "3                 0               0                 1               0   \n",
       "\n",
       "   KitchenQual_Gd  KitchenQual_TA  Functional_Maj2  Functional_Min1  \\\n",
       "0               1               0                0                0   \n",
       "1               0               1                0                0   \n",
       "2               1               0                0                0   \n",
       "3               1               0                0                0   \n",
       "\n",
       "   Functional_Min2  Functional_Mod  Functional_Sev  Functional_Typ  \\\n",
       "0                0               0               0               1   \n",
       "1                0               0               0               1   \n",
       "2                0               0               0               1   \n",
       "3                0               0               0               1   \n",
       "\n",
       "   FireplaceQu_Fa  FireplaceQu_Gd  FireplaceQu_None  FireplaceQu_Po  \\\n",
       "0               0               0                 1               0   \n",
       "1               0               0                 0               0   \n",
       "2               0               0                 0               0   \n",
       "3               0               1                 0               0   \n",
       "\n",
       "   FireplaceQu_TA  GarageType_Attchd  GarageType_Basment  GarageType_BuiltIn  \\\n",
       "0               0                  1                   0                   0   \n",
       "1               1                  1                   0                   0   \n",
       "2               1                  1                   0                   0   \n",
       "3               0                  0                   0                   0   \n",
       "\n",
       "   GarageType_CarPort  GarageType_Detchd  GarageType_None  GarageFinish_None  \\\n",
       "0                   0                  0                0                  0   \n",
       "1                   0                  0                0                  0   \n",
       "2                   0                  0                0                  0   \n",
       "3                   0                  1                0                  0   \n",
       "\n",
       "   GarageFinish_RFn  GarageFinish_Unf  GarageQual_Fa  GarageQual_Gd  \\\n",
       "0                 1                 0              0              0   \n",
       "1                 1                 0              0              0   \n",
       "2                 1                 0              0              0   \n",
       "3                 0                 1              0              0   \n",
       "\n",
       "   GarageQual_None  GarageQual_Po  GarageQual_TA  GarageCond_Fa  \\\n",
       "0                0              0              1              0   \n",
       "1                0              0              1              0   \n",
       "2                0              0              1              0   \n",
       "3                0              0              1              0   \n",
       "\n",
       "   GarageCond_Gd  GarageCond_None  GarageCond_Po  GarageCond_TA  PavedDrive_P  \\\n",
       "0              0                0              0              1             0   \n",
       "1              0                0              0              1             0   \n",
       "2              0                0              0              1             0   \n",
       "3              0                0              0              1             0   \n",
       "\n",
       "   PavedDrive_Y  PoolQC_Fa  PoolQC_Gd  PoolQC_None  Fence_GdWo  Fence_MnPrv  \\\n",
       "0             1          0          0            1           0            0   \n",
       "1             1          0          0            1           0            0   \n",
       "2             1          0          0            1           0            0   \n",
       "3             1          0          0            1           0            0   \n",
       "\n",
       "   Fence_MnWw  Fence_None  MiscFeature_None  MiscFeature_Othr  \\\n",
       "0           0           1                 1                 0   \n",
       "1           0           1                 1                 0   \n",
       "2           0           1                 1                 0   \n",
       "3           0           1                 1                 0   \n",
       "\n",
       "   MiscFeature_Shed  MiscFeature_TenC  SaleType_CWD  SaleType_Con  \\\n",
       "0                 0                 0             0             0   \n",
       "1                 0                 0             0             0   \n",
       "2                 0                 0             0             0   \n",
       "3                 0                 0             0             0   \n",
       "\n",
       "   SaleType_ConLD  SaleType_ConLI  SaleType_ConLw  SaleType_New  SaleType_Oth  \\\n",
       "0               0               0               0             0             0   \n",
       "1               0               0               0             0             0   \n",
       "2               0               0               0             0             0   \n",
       "3               0               0               0             0             0   \n",
       "\n",
       "   SaleType_WD  SaleCondition_AdjLand  SaleCondition_Alloca  \\\n",
       "0            1                      0                     0   \n",
       "1            1                      0                     0   \n",
       "2            1                      0                     0   \n",
       "3            1                      0                     0   \n",
       "\n",
       "   SaleCondition_Family  SaleCondition_Normal  SaleCondition_Partial  \n",
       "0                     0                     1                      0  \n",
       "1                     0                     1                      0  \n",
       "2                     0                     1                      0  \n",
       "3                     0                     0                      0  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = np.log(df_training.SalesPrice.values)\n",
    "df_tmp = df_training.copy()\n",
    "del df_tmp[\"SalesPrice\"]\n",
    "del df_tmp[\"Id\"]\n",
    "X = df_tmp.values\n",
    "\n",
    "df_tmp.head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SbwKPAH+eNF0AfC+toszMzCq9SOIrwK8AB6D48ELg3LSKMqtlktokdUvaUtL2dUkvS/qp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\nn1nJd6VRj42cSv7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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e3f1a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(1, 2, 1)\n",
    "pd.Series(y).plot.hist(bins = 100)\n",
    "plt.subplot(1, 2, 2)\n",
    "pd.Series(y).plot.box()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "      <th>20</th>\n",
       "      <th>21</th>\n",
       "      <th>22</th>\n",
       "      <th>23</th>\n",
       "      <th>24</th>\n",
       "      <th>25</th>\n",
       "      <th>26</th>\n",
       "      <th>27</th>\n",
       "      <th>28</th>\n",
       "      <th>29</th>\n",
       "      <th>30</th>\n",
       "      <th>31</th>\n",
       "      <th>32</th>\n",
       "      <th>33</th>\n",
       "      <th>34</th>\n",
       "      <th>35</th>\n",
       "      <th>36</th>\n",
       "      <th>37</th>\n",
       "      <th>38</th>\n",
       "      <th>39</th>\n",
       "      <th>40</th>\n",
       "      <th>41</th>\n",
       "      <th>42</th>\n",
       "      <th>43</th>\n",
       "      <th>44</th>\n",
       "      <th>45</th>\n",
       "      <th>46</th>\n",
       "      <th>47</th>\n",
       "      <th>48</th>\n",
       "      <th>49</th>\n",
       "      <th>50</th>\n",
       "      <th>51</th>\n",
       "      <th>52</th>\n",
       "      <th>53</th>\n",
       "      <th>54</th>\n",
       "      <th>55</th>\n",
       "      <th>56</th>\n",
       "      <th>57</th>\n",
       "      <th>58</th>\n",
       "      <th>59</th>\n",
       "      <th>60</th>\n",
       "      <th>61</th>\n",
       "      <th>62</th>\n",
       "      <th>63</th>\n",
       "      <th>64</th>\n",
       "      <th>65</th>\n",
       "      <th>66</th>\n",
       "      <th>67</th>\n",
       "      <th>68</th>\n",
       "      <th>69</th>\n",
       "      <th>70</th>\n",
       "      <th>71</th>\n",
       "      <th>72</th>\n",
       "      <th>73</th>\n",
       "      <th>74</th>\n",
       "      <th>75</th>\n",
       "      <th>76</th>\n",
       "      <th>77</th>\n",
       "      <th>78</th>\n",
       "      <th>79</th>\n",
       "      <th>80</th>\n",
       "      <th>81</th>\n",
       "      <th>82</th>\n",
       "      <th>83</th>\n",
       "      <th>84</th>\n",
       "      <th>85</th>\n",
       "      <th>86</th>\n",
       "      <th>87</th>\n",
       "      <th>88</th>\n",
       "      <th>89</th>\n",
       "      <th>90</th>\n",
       "      <th>91</th>\n",
       "      <th>92</th>\n",
       "      <th>93</th>\n",
       "      <th>94</th>\n",
       "      <th>95</th>\n",
       "      <th>96</th>\n",
       "      <th>97</th>\n",
       "      <th>98</th>\n",
       "      <th>99</th>\n",
       "      <th>100</th>\n",
       "      <th>101</th>\n",
       "      <th>102</th>\n",
       "      <th>103</th>\n",
       "      <th>104</th>\n",
       "      <th>105</th>\n",
       "      <th>106</th>\n",
       "      <th>107</th>\n",
       "      <th>108</th>\n",
       "      <th>109</th>\n",
       "      <th>110</th>\n",
       "      <th>111</th>\n",
       "      <th>112</th>\n",
       "      <th>113</th>\n",
       "      <th>114</th>\n",
       "      <th>115</th>\n",
       "      <th>116</th>\n",
       "      <th>117</th>\n",
       "      <th>118</th>\n",
       "      <th>119</th>\n",
       "      <th>120</th>\n",
       "      <th>121</th>\n",
       "      <th>122</th>\n",
       "      <th>123</th>\n",
       "      <th>124</th>\n",
       "      <th>125</th>\n",
       "      <th>126</th>\n",
       "      <th>127</th>\n",
       "      <th>128</th>\n",
       "      <th>129</th>\n",
       "      <th>130</th>\n",
       "      <th>131</th>\n",
       "      <th>132</th>\n",
       "      <th>133</th>\n",
       "      <th>134</th>\n",
       "      <th>135</th>\n",
       "      <th>136</th>\n",
       "      <th>137</th>\n",
       "      <th>138</th>\n",
       "      <th>139</th>\n",
       "      <th>140</th>\n",
       "      <th>141</th>\n",
       "      <th>142</th>\n",
       "      <th>143</th>\n",
       "      <th>144</th>\n",
       "      <th>145</th>\n",
       "      <th>146</th>\n",
       "      <th>147</th>\n",
       "      <th>148</th>\n",
       "      <th>149</th>\n",
       "      <th>150</th>\n",
       "      <th>151</th>\n",
       "      <th>152</th>\n",
       "      <th>153</th>\n",
       "      <th>154</th>\n",
       "      <th>155</th>\n",
       "      <th>156</th>\n",
       "      <th>157</th>\n",
       "      <th>158</th>\n",
       "      <th>159</th>\n",
       "      <th>160</th>\n",
       "      <th>161</th>\n",
       "      <th>162</th>\n",
       "      <th>163</th>\n",
       "      <th>164</th>\n",
       "      <th>165</th>\n",
       "      <th>166</th>\n",
       "      <th>167</th>\n",
       "      <th>168</th>\n",
       "      <th>169</th>\n",
       "      <th>170</th>\n",
       "      <th>171</th>\n",
       "      <th>172</th>\n",
       "      <th>173</th>\n",
       "      <th>174</th>\n",
       "      <th>175</th>\n",
       "      <th>176</th>\n",
       "      <th>177</th>\n",
       "      <th>178</th>\n",
       "      <th>179</th>\n",
       "      <th>180</th>\n",
       "      <th>181</th>\n",
       "      <th>182</th>\n",
       "      <th>183</th>\n",
       "      <th>184</th>\n",
       "      <th>185</th>\n",
       "      <th>186</th>\n",
       "      <th>187</th>\n",
       "      <th>188</th>\n",
       "      <th>189</th>\n",
       "      <th>190</th>\n",
       "      <th>191</th>\n",
       "      <th>192</th>\n",
       "      <th>193</th>\n",
       "      <th>194</th>\n",
       "      <th>195</th>\n",
       "      <th>196</th>\n",
       "      <th>197</th>\n",
       "      <th>198</th>\n",
       "      <th>199</th>\n",
       "      <th>200</th>\n",
       "      <th>201</th>\n",
       "      <th>202</th>\n",
       "      <th>203</th>\n",
       "      <th>204</th>\n",
       "      <th>205</th>\n",
       "      <th>206</th>\n",
       "      <th>207</th>\n",
       "      <th>208</th>\n",
       "      <th>209</th>\n",
       "      <th>210</th>\n",
       "      <th>211</th>\n",
       "      <th>212</th>\n",
       "      <th>213</th>\n",
       "      <th>214</th>\n",
       "      <th>215</th>\n",
       "      <th>216</th>\n",
       "      <th>217</th>\n",
       "      <th>218</th>\n",
       "      <th>219</th>\n",
       "      <th>220</th>\n",
       "      <th>221</th>\n",
       "      <th>222</th>\n",
       "      <th>223</th>\n",
       "      <th>224</th>\n",
       "      <th>225</th>\n",
       "      <th>226</th>\n",
       "      <th>227</th>\n",
       "      <th>228</th>\n",
       "      <th>229</th>\n",
       "      <th>230</th>\n",
       "      <th>231</th>\n",
       "      <th>232</th>\n",
       "      <th>233</th>\n",
       "      <th>234</th>\n",
       "      <th>235</th>\n",
       "      <th>236</th>\n",
       "      <th>237</th>\n",
       "      <th>238</th>\n",
       "      <th>239</th>\n",
       "      <th>240</th>\n",
       "      <th>241</th>\n",
       "      <th>242</th>\n",
       "      <th>243</th>\n",
       "      <th>244</th>\n",
       "      <th>245</th>\n",
       "      <th>246</th>\n",
       "      <th>247</th>\n",
       "      <th>248</th>\n",
       "      <th>249</th>\n",
       "      <th>250</th>\n",
       "      <th>251</th>\n",
       "      <th>252</th>\n",
       "      <th>253</th>\n",
       "      <th>254</th>\n",
       "      <th>255</th>\n",
       "      <th>256</th>\n",
       "      <th>257</th>\n",
       "      <th>258</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.00000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.00000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.0</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "      <td>1460.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>56.897260</td>\n",
       "      <td>70.176370</td>\n",
       "      <td>10516.828082</td>\n",
       "      <td>6.099315</td>\n",
       "      <td>5.575342</td>\n",
       "      <td>1971.267808</td>\n",
       "      <td>1984.865753</td>\n",
       "      <td>103.117123</td>\n",
       "      <td>443.639726</td>\n",
       "      <td>46.549315</td>\n",
       "      <td>567.240411</td>\n",
       "      <td>1057.429452</td>\n",
       "      <td>1162.626712</td>\n",
       "      <td>346.992466</td>\n",
       "      <td>5.844521</td>\n",
       "      <td>1515.463699</td>\n",
       "      <td>0.425342</td>\n",
       "      <td>0.057534</td>\n",
       "      <td>1.565068</td>\n",
       "      <td>0.382877</td>\n",
       "      <td>2.866438</td>\n",
       "      <td>1.046575</td>\n",
       "      <td>6.517808</td>\n",
       "      <td>0.613014</td>\n",
       "      <td>1976.507534</td>\n",
       "      <td>1.767123</td>\n",
       "      <td>472.980137</td>\n",
       "      <td>94.244521</td>\n",
       "      <td>46.660274</td>\n",
       "      <td>21.954110</td>\n",
       "      <td>3.409589</td>\n",
       "      <td>15.060959</td>\n",
       "      <td>2.758904</td>\n",
       "      <td>43.489041</td>\n",
       "      <td>6.321918</td>\n",
       "      <td>2007.815753</td>\n",
       "      <td>0.044521</td>\n",
       "      <td>0.010959</td>\n",
       "      <td>0.788356</td>\n",
       "      <td>0.149315</td>\n",
       "      <td>0.995890</td>\n",
       "      <td>0.937671</td>\n",
       "      <td>0.028082</td>\n",
       "      <td>0.028082</td>\n",
       "      <td>0.006849</td>\n",
       "      <td>0.633562</td>\n",
       "      <td>0.034247</td>\n",
       "      <td>0.024658</td>\n",
       "      <td>0.897945</td>\n",
       "      <td>0.064384</td>\n",
       "      <td>0.032192</td>\n",
       "      <td>0.002740</td>\n",
       "      <td>0.720548</td>\n",
       "      <td>0.044521</td>\n",
       "      <td>0.008904</td>\n",
       "      <td>0.001370</td>\n",
       "      <td>0.010959</td>\n",
       "      <td>0.039726</td>\n",
       "      <td>0.019178</td>\n",
       "      <td>0.102740</td>\n",
       "      <td>0.034932</td>\n",
       "      <td>0.068493</td>\n",
       "      <td>0.054110</td>\n",
       "      <td>0.025342</td>\n",
       "      <td>0.011644</td>\n",
       "      <td>0.033562</td>\n",
       "      <td>0.154110</td>\n",
       "      <td>0.006164</td>\n",
       "      <td>0.05000</td>\n",
       "      <td>0.028082</td>\n",
       "      <td>0.05274</td>\n",
       "      <td>0.077397</td>\n",
       "      <td>0.017123</td>\n",
       "      <td>0.050685</td>\n",
       "      <td>0.040411</td>\n",
       "      <td>0.058904</td>\n",
       "      <td>0.017123</td>\n",
       "      <td>0.026027</td>\n",
       "      <td>0.007534</td>\n",
       "      <td>0.055479</td>\n",
       "      <td>0.863014</td>\n",
       "      <td>0.005479</td>\n",
       "      <td>0.013014</td>\n",
       "      <td>0.007534</td>\n",
       "      <td>0.017808</td>\n",
       "      <td>0.001370</td>\n",
       "      <td>0.003425</td>\n",
       "      <td>0.004110</td>\n",
       "      <td>0.989726</td>\n",
       "      <td>0.000685</td>\n",
       "      <td>0.001370</td>\n",
       "      <td>0.000685</td>\n",
       "      <td>0.000685</td>\n",
       "      <td>0.001370</td>\n",
       "      <td>0.021233</td>\n",
       "      <td>0.035616</td>\n",
       "      <td>0.029452</td>\n",
       "      <td>0.078082</td>\n",
       "      <td>0.009589</td>\n",
       "      <td>0.497260</td>\n",
       "      <td>0.005479</td>\n",
       "      <td>0.007534</td>\n",
       "      <td>0.304795</td>\n",
       "      <td>0.025342</td>\n",
       "      <td>0.044521</td>\n",
       "      <td>0.781507</td>\n",
       "      <td>0.007534</td>\n",
       "      <td>0.195890</td>\n",
       "      <td>0.004795</td>\n",
       "      <td>0.001370</td>\n",
       "      <td>0.982192</td>\n",
       "      <td>0.000685</td>\n",
       "      <td>0.000685</td>\n",
       "      <td>0.000685</td>\n",
       "      <td>0.007534</td>\n",
       "      <td>0.003425</td>\n",
       "      <td>0.004110</td>\n",
       "      <td>0.000685</td>\n",
       "      <td>0.001370</td>\n",
       "      <td>0.034247</td>\n",
       "      <td>0.000685</td>\n",
       "      <td>0.041781</td>\n",
       "      <td>0.152055</td>\n",
       "      <td>0.000685</td>\n",
       "      <td>0.150685</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.073973</td>\n",
       "      <td>0.001370</td>\n",
       "      <td>0.017123</td>\n",
       "      <td>0.352740</td>\n",
       "      <td>0.141096</td>\n",
       "      <td>0.017808</td>\n",
       "      <td>0.002055</td>\n",
       "      <td>0.004795</td>\n",
       "      <td>0.017123</td>\n",
       "      <td>0.000685</td>\n",
       "      <td>0.041096</td>\n",
       "      <td>0.141781</td>\n",
       "      <td>0.006849</td>\n",
       "      <td>0.146575</td>\n",
       "      <td>0.000685</td>\n",
       "      <td>0.097260</td>\n",
       "      <td>0.003425</td>\n",
       "      <td>0.017808</td>\n",
       "      <td>0.345205</td>\n",
       "      <td>0.134932</td>\n",
       "      <td>0.026027</td>\n",
       "      <td>0.304795</td>\n",
       "      <td>0.597260</td>\n",
       "      <td>0.087671</td>\n",
       "      <td>0.009589</td>\n",
       "      <td>0.334247</td>\n",
       "      <td>0.620548</td>\n",
       "      <td>0.019178</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.000685</td>\n",
       "      <td>0.878082</td>\n",
       "      <td>0.434247</td>\n",
       "      <td>0.443151</td>\n",
       "      <td>0.016438</td>\n",
       "      <td>0.004110</td>\n",
       "      <td>0.002055</td>\n",
       "      <td>0.023973</td>\n",
       "      <td>0.423288</td>\n",
       "      <td>0.025342</td>\n",
       "      <td>0.444521</td>\n",
       "      <td>0.044521</td>\n",
       "      <td>0.025342</td>\n",
       "      <td>0.001370</td>\n",
       "      <td>0.897945</td>\n",
       "      <td>0.091781</td>\n",
       "      <td>0.078082</td>\n",
       "      <td>0.652740</td>\n",
       "      <td>0.026027</td>\n",
       "      <td>0.101370</td>\n",
       "      <td>0.286301</td>\n",
       "      <td>0.050685</td>\n",
       "      <td>0.025342</td>\n",
       "      <td>0.091096</td>\n",
       "      <td>0.294521</td>\n",
       "      <td>0.022603</td>\n",
       "      <td>0.009589</td>\n",
       "      <td>0.031507</td>\n",
       "      <td>0.026027</td>\n",
       "      <td>0.036986</td>\n",
       "      <td>0.860274</td>\n",
       "      <td>0.978082</td>\n",
       "      <td>0.012329</td>\n",
       "      <td>0.004795</td>\n",
       "      <td>0.001370</td>\n",
       "      <td>0.002740</td>\n",
       "      <td>0.033562</td>\n",
       "      <td>0.165068</td>\n",
       "      <td>0.000685</td>\n",
       "      <td>0.293151</td>\n",
       "      <td>0.934932</td>\n",
       "      <td>0.018493</td>\n",
       "      <td>0.002055</td>\n",
       "      <td>0.000685</td>\n",
       "      <td>0.914384</td>\n",
       "      <td>0.026712</td>\n",
       "      <td>0.401370</td>\n",
       "      <td>0.503425</td>\n",
       "      <td>0.003425</td>\n",
       "      <td>0.021233</td>\n",
       "      <td>0.023288</td>\n",
       "      <td>0.010274</td>\n",
       "      <td>0.000685</td>\n",
       "      <td>0.931507</td>\n",
       "      <td>0.022603</td>\n",
       "      <td>0.260274</td>\n",
       "      <td>0.472603</td>\n",
       "      <td>0.013699</td>\n",
       "      <td>0.214384</td>\n",
       "      <td>0.595890</td>\n",
       "      <td>0.013014</td>\n",
       "      <td>0.060274</td>\n",
       "      <td>0.006164</td>\n",
       "      <td>0.265068</td>\n",
       "      <td>0.055479</td>\n",
       "      <td>0.055479</td>\n",
       "      <td>0.289041</td>\n",
       "      <td>0.414384</td>\n",
       "      <td>0.032877</td>\n",
       "      <td>0.009589</td>\n",
       "      <td>0.055479</td>\n",
       "      <td>0.002055</td>\n",
       "      <td>0.897945</td>\n",
       "      <td>0.023973</td>\n",
       "      <td>0.006164</td>\n",
       "      <td>0.055479</td>\n",
       "      <td>0.004795</td>\n",
       "      <td>0.908219</td>\n",
       "      <td>0.020548</td>\n",
       "      <td>0.917808</td>\n",
       "      <td>0.001370</td>\n",
       "      <td>0.002055</td>\n",
       "      <td>0.995205</td>\n",
       "      <td>0.036986</td>\n",
       "      <td>0.107534</td>\n",
       "      <td>0.007534</td>\n",
       "      <td>0.807534</td>\n",
       "      <td>0.963014</td>\n",
       "      <td>0.001370</td>\n",
       "      <td>0.033562</td>\n",
       "      <td>0.000685</td>\n",
       "      <td>0.002740</td>\n",
       "      <td>0.001370</td>\n",
       "      <td>0.006164</td>\n",
       "      <td>0.003425</td>\n",
       "      <td>0.003425</td>\n",
       "      <td>0.083562</td>\n",
       "      <td>0.002055</td>\n",
       "      <td>0.867808</td>\n",
       "      <td>0.002740</td>\n",
       "      <td>0.008219</td>\n",
       "      <td>0.013699</td>\n",
       "      <td>0.820548</td>\n",
       "      <td>0.085616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>42.300571</td>\n",
       "      <td>22.433457</td>\n",
       "      <td>9981.264932</td>\n",
       "      <td>1.382997</td>\n",
       "      <td>1.112799</td>\n",
       "      <td>30.202904</td>\n",
       "      <td>20.645407</td>\n",
       "      <td>180.731373</td>\n",
       "      <td>456.098091</td>\n",
       "      <td>161.319273</td>\n",
       "      <td>441.866955</td>\n",
       "      <td>438.705324</td>\n",
       "      <td>386.587738</td>\n",
       "      <td>436.528436</td>\n",
       "      <td>48.623081</td>\n",
       "      <td>525.480383</td>\n",
       "      <td>0.518911</td>\n",
       "      <td>0.238753</td>\n",
       "      <td>0.550916</td>\n",
       "      <td>0.502885</td>\n",
       "      <td>0.815778</td>\n",
       "      <td>0.220338</td>\n",
       "      <td>1.625393</td>\n",
       "      <td>0.644666</td>\n",
       "      <td>26.306739</td>\n",
       "      <td>0.747315</td>\n",
       "      <td>213.804841</td>\n",
       "      <td>125.338794</td>\n",
       "      <td>66.256028</td>\n",
       "      <td>61.119149</td>\n",
       "      <td>29.317331</td>\n",
       "      <td>55.757415</td>\n",
       "      <td>40.177307</td>\n",
       "      <td>496.123024</td>\n",
       "      <td>2.703626</td>\n",
       "      <td>1.328095</td>\n",
       "      <td>0.206319</td>\n",
       "      <td>0.104145</td>\n",
       "      <td>0.408614</td>\n",
       "      <td>0.356521</td>\n",
       "      <td>0.063996</td>\n",
       "      <td>0.241835</td>\n",
       "      <td>0.165264</td>\n",
       "      <td>0.165264</td>\n",
       "      <td>0.082505</td>\n",
       "      <td>0.481996</td>\n",
       "      <td>0.181924</td>\n",
       "      <td>0.155132</td>\n",
       "      <td>0.302824</td>\n",
       "      <td>0.245519</td>\n",
       "      <td>0.176570</td>\n",
       "      <td>0.052289</td>\n",
       "      <td>0.448884</td>\n",
       "      <td>0.206319</td>\n",
       "      <td>0.093973</td>\n",
       "      <td>0.036999</td>\n",
       "      <td>0.104145</td>\n",
       "      <td>0.195382</td>\n",
       "      <td>0.137198</td>\n",
       "      <td>0.303723</td>\n",
       "      <td>0.183669</td>\n",
       "      <td>0.252677</td>\n",
       "      <td>0.226311</td>\n",
       "      <td>0.157217</td>\n",
       "      <td>0.107313</td>\n",
       "      <td>0.180160</td>\n",
       "      <td>0.361177</td>\n",
       "      <td>0.078298</td>\n",
       "      <td>0.21802</td>\n",
       "      <td>0.165264</td>\n",
       "      <td>0.22359</td>\n",
       "      <td>0.267312</td>\n",
       "      <td>0.129775</td>\n",
       "      <td>0.219429</td>\n",
       "      <td>0.196989</td>\n",
       "      <td>0.235526</td>\n",
       "      <td>0.129775</td>\n",
       "      <td>0.159271</td>\n",
       "      <td>0.086502</td>\n",
       "      <td>0.228992</td>\n",
       "      <td>0.343951</td>\n",
       "      <td>0.073846</td>\n",
       "      <td>0.113372</td>\n",
       "      <td>0.086502</td>\n",
       "      <td>0.132299</td>\n",
       "      <td>0.036999</td>\n",
       "      <td>0.058440</td>\n",
       "      <td>0.063996</td>\n",
       "      <td>0.100873</td>\n",
       "      <td>0.026171</td>\n",
       "      <td>0.036999</td>\n",
       "      <td>0.026171</td>\n",
       "      <td>0.026171</td>\n",
       "      <td>0.036999</td>\n",
       "      <td>0.144209</td>\n",
       "      <td>0.185395</td>\n",
       "      <td>0.169128</td>\n",
       "      <td>0.268393</td>\n",
       "      <td>0.097486</td>\n",
       "      <td>0.500164</td>\n",
       "      <td>0.073846</td>\n",
       "      <td>0.086502</td>\n",
       "      <td>0.460478</td>\n",
       "      <td>0.157217</td>\n",
       "      <td>0.206319</td>\n",
       "      <td>0.413365</td>\n",
       "      <td>0.086502</td>\n",
       "      <td>0.397021</td>\n",
       "      <td>0.069100</td>\n",
       "      <td>0.036999</td>\n",
       "      <td>0.132299</td>\n",
       "      <td>0.026171</td>\n",
       "      <td>0.026171</td>\n",
       "      <td>0.026171</td>\n",
       "      <td>0.086502</td>\n",
       "      <td>0.058440</td>\n",
       "      <td>0.063996</td>\n",
       "      <td>0.026171</td>\n",
       "      <td>0.036999</td>\n",
       "      <td>0.181924</td>\n",
       "      <td>0.026171</td>\n",
       "      <td>0.200157</td>\n",
       "      <td>0.359197</td>\n",
       "      <td>0.026171</td>\n",
       "      <td>0.357864</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.261816</td>\n",
       "      <td>0.036999</td>\n",
       "      <td>0.129775</td>\n",
       "      <td>0.477986</td>\n",
       "      <td>0.348240</td>\n",
       "      <td>0.132299</td>\n",
       "      <td>0.045299</td>\n",
       "      <td>0.069100</td>\n",
       "      <td>0.129775</td>\n",
       "      <td>0.026171</td>\n",
       "      <td>0.198580</td>\n",
       "      <td>0.348945</td>\n",
       "      <td>0.082505</td>\n",
       "      <td>0.353803</td>\n",
       "      <td>0.026171</td>\n",
       "      <td>0.296413</td>\n",
       "      <td>0.058440</td>\n",
       "      <td>0.132299</td>\n",
       "      <td>0.475598</td>\n",
       "      <td>0.341767</td>\n",
       "      <td>0.159271</td>\n",
       "      <td>0.460478</td>\n",
       "      <td>0.490617</td>\n",
       "      <td>0.282913</td>\n",
       "      <td>0.097486</td>\n",
       "      <td>0.471888</td>\n",
       "      <td>0.485417</td>\n",
       "      <td>0.137198</td>\n",
       "      <td>0.300103</td>\n",
       "      <td>0.026171</td>\n",
       "      <td>0.327303</td>\n",
       "      <td>0.495827</td>\n",
       "      <td>0.496928</td>\n",
       "      <td>0.127198</td>\n",
       "      <td>0.063996</td>\n",
       "      <td>0.045299</td>\n",
       "      <td>0.153016</td>\n",
       "      <td>0.494249</td>\n",
       "      <td>0.157217</td>\n",
       "      <td>0.497083</td>\n",
       "      <td>0.206319</td>\n",
       "      <td>0.157217</td>\n",
       "      <td>0.036999</td>\n",
       "      <td>0.302824</td>\n",
       "      <td>0.288815</td>\n",
       "      <td>0.268393</td>\n",
       "      <td>0.476262</td>\n",
       "      <td>0.159271</td>\n",
       "      <td>0.301921</td>\n",
       "      <td>0.452187</td>\n",
       "      <td>0.219429</td>\n",
       "      <td>0.157217</td>\n",
       "      <td>0.287844</td>\n",
       "      <td>0.455983</td>\n",
       "      <td>0.148684</td>\n",
       "      <td>0.097486</td>\n",
       "      <td>0.174743</td>\n",
       "      <td>0.159271</td>\n",
       "      <td>0.188793</td>\n",
       "      <td>0.346821</td>\n",
       "      <td>0.146465</td>\n",
       "      <td>0.110386</td>\n",
       "      <td>0.069100</td>\n",
       "      <td>0.036999</td>\n",
       "      <td>0.052289</td>\n",
       "      <td>0.180160</td>\n",
       "      <td>0.371370</td>\n",
       "      <td>0.026171</td>\n",
       "      <td>0.455363</td>\n",
       "      <td>0.246731</td>\n",
       "      <td>0.134772</td>\n",
       "      <td>0.045299</td>\n",
       "      <td>0.026171</td>\n",
       "      <td>0.279893</td>\n",
       "      <td>0.161297</td>\n",
       "      <td>0.490344</td>\n",
       "      <td>0.500160</td>\n",
       "      <td>0.058440</td>\n",
       "      <td>0.144209</td>\n",
       "      <td>0.150867</td>\n",
       "      <td>0.100873</td>\n",
       "      <td>0.026171</td>\n",
       "      <td>0.252677</td>\n",
       "      <td>0.148684</td>\n",
       "      <td>0.438934</td>\n",
       "      <td>0.499420</td>\n",
       "      <td>0.116277</td>\n",
       "      <td>0.410535</td>\n",
       "      <td>0.490887</td>\n",
       "      <td>0.113372</td>\n",
       "      <td>0.238075</td>\n",
       "      <td>0.078298</td>\n",
       "      <td>0.441521</td>\n",
       "      <td>0.228992</td>\n",
       "      <td>0.228992</td>\n",
       "      <td>0.453472</td>\n",
       "      <td>0.492784</td>\n",
       "      <td>0.178375</td>\n",
       "      <td>0.097486</td>\n",
       "      <td>0.228992</td>\n",
       "      <td>0.045299</td>\n",
       "      <td>0.302824</td>\n",
       "      <td>0.153016</td>\n",
       "      <td>0.078298</td>\n",
       "      <td>0.228992</td>\n",
       "      <td>0.069100</td>\n",
       "      <td>0.288815</td>\n",
       "      <td>0.141914</td>\n",
       "      <td>0.274751</td>\n",
       "      <td>0.036999</td>\n",
       "      <td>0.045299</td>\n",
       "      <td>0.069100</td>\n",
       "      <td>0.188793</td>\n",
       "      <td>0.309897</td>\n",
       "      <td>0.086502</td>\n",
       "      <td>0.394372</td>\n",
       "      <td>0.188793</td>\n",
       "      <td>0.036999</td>\n",
       "      <td>0.180160</td>\n",
       "      <td>0.026171</td>\n",
       "      <td>0.052289</td>\n",
       "      <td>0.036999</td>\n",
       "      <td>0.078298</td>\n",
       "      <td>0.058440</td>\n",
       "      <td>0.058440</td>\n",
       "      <td>0.276824</td>\n",
       "      <td>0.045299</td>\n",
       "      <td>0.338815</td>\n",
       "      <td>0.052289</td>\n",
       "      <td>0.090317</td>\n",
       "      <td>0.116277</td>\n",
       "      <td>0.383862</td>\n",
       "      <td>0.279893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>20.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>1300.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1872.000000</td>\n",
       "      <td>1950.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>334.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>334.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1872.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2006.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>20.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>7553.500000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1954.000000</td>\n",
       "      <td>1967.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>223.000000</td>\n",
       "      <td>795.750000</td>\n",
       "      <td>882.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1129.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1959.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>334.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2007.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>50.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>9478.500000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1973.000000</td>\n",
       "      <td>1994.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>383.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>477.500000</td>\n",
       "      <td>991.500000</td>\n",
       "      <td>1087.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1464.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1978.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>480.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2008.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>70.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>11601.500000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2000.000000</td>\n",
       "      <td>2004.000000</td>\n",
       "      <td>164.250000</td>\n",
       "      <td>712.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>808.000000</td>\n",
       "      <td>1298.250000</td>\n",
       "      <td>1391.250000</td>\n",
       "      <td>728.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1776.750000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2001.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>576.000000</td>\n",
       "      <td>168.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>2009.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>190.000000</td>\n",
       "      <td>313.000000</td>\n",
       "      <td>215245.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>1600.000000</td>\n",
       "      <td>5644.000000</td>\n",
       "      <td>1474.000000</td>\n",
       "      <td>2336.000000</td>\n",
       "      <td>6110.000000</td>\n",
       "      <td>4692.000000</td>\n",
       "      <td>2065.000000</td>\n",
       "      <td>572.000000</td>\n",
       "      <td>5642.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1418.000000</td>\n",
       "      <td>857.000000</td>\n",
       "      <td>547.000000</td>\n",
       "      <td>552.000000</td>\n",
       "      <td>508.000000</td>\n",
       "      <td>480.000000</td>\n",
       "      <td>738.000000</td>\n",
       "      <td>15500.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
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       "      <td>1.000000</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               0            1              2            3            4    \\\n",
       "count  1460.000000  1460.000000    1460.000000  1460.000000  1460.000000   \n",
       "mean     56.897260    70.176370   10516.828082     6.099315     5.575342   \n",
       "std      42.300571    22.433457    9981.264932     1.382997     1.112799   \n",
       "min      20.000000    21.000000    1300.000000     1.000000     1.000000   \n",
       "25%      20.000000    60.000000    7553.500000     5.000000     5.000000   \n",
       "50%      50.000000    70.000000    9478.500000     6.000000     5.000000   \n",
       "75%      70.000000    80.000000   11601.500000     7.000000     6.000000   \n",
       "max     190.000000   313.000000  215245.000000    10.000000     9.000000   \n",
       "\n",
       "               5            6            7            8            9    \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean   1971.267808  1984.865753   103.117123   443.639726    46.549315   \n",
       "std      30.202904    20.645407   180.731373   456.098091   161.319273   \n",
       "min    1872.000000  1950.000000     0.000000     0.000000     0.000000   \n",
       "25%    1954.000000  1967.000000     0.000000     0.000000     0.000000   \n",
       "50%    1973.000000  1994.000000     0.000000   383.500000     0.000000   \n",
       "75%    2000.000000  2004.000000   164.250000   712.250000     0.000000   \n",
       "max    2010.000000  2010.000000  1600.000000  5644.000000  1474.000000   \n",
       "\n",
       "               10           11           12           13           14   \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean    567.240411  1057.429452  1162.626712   346.992466     5.844521   \n",
       "std     441.866955   438.705324   386.587738   436.528436    48.623081   \n",
       "min       0.000000     0.000000   334.000000     0.000000     0.000000   \n",
       "25%     223.000000   795.750000   882.000000     0.000000     0.000000   \n",
       "50%     477.500000   991.500000  1087.000000     0.000000     0.000000   \n",
       "75%     808.000000  1298.250000  1391.250000   728.000000     0.000000   \n",
       "max    2336.000000  6110.000000  4692.000000  2065.000000   572.000000   \n",
       "\n",
       "               15           16           17           18           19   \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean   1515.463699     0.425342     0.057534     1.565068     0.382877   \n",
       "std     525.480383     0.518911     0.238753     0.550916     0.502885   \n",
       "min     334.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%    1129.500000     0.000000     0.000000     1.000000     0.000000   \n",
       "50%    1464.000000     0.000000     0.000000     2.000000     0.000000   \n",
       "75%    1776.750000     1.000000     0.000000     2.000000     1.000000   \n",
       "max    5642.000000     3.000000     2.000000     3.000000     2.000000   \n",
       "\n",
       "               20           21           22           23           24   \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      2.866438     1.046575     6.517808     0.613014  1976.507534   \n",
       "std       0.815778     0.220338     1.625393     0.644666    26.306739   \n",
       "min       0.000000     0.000000     2.000000     0.000000  1872.000000   \n",
       "25%       2.000000     1.000000     5.000000     0.000000  1959.000000   \n",
       "50%       3.000000     1.000000     6.000000     1.000000  1978.000000   \n",
       "75%       3.000000     1.000000     7.000000     1.000000  2001.000000   \n",
       "max       8.000000     3.000000    14.000000     3.000000  2010.000000   \n",
       "\n",
       "               25           26           27           28           29   \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      1.767123   472.980137    94.244521    46.660274    21.954110   \n",
       "std       0.747315   213.804841   125.338794    66.256028    61.119149   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       1.000000   334.500000     0.000000     0.000000     0.000000   \n",
       "50%       2.000000   480.000000     0.000000    25.000000     0.000000   \n",
       "75%       2.000000   576.000000   168.000000    68.000000     0.000000   \n",
       "max       4.000000  1418.000000   857.000000   547.000000   552.000000   \n",
       "\n",
       "               30           31           32            33           34   \\\n",
       "count  1460.000000  1460.000000  1460.000000   1460.000000  1460.000000   \n",
       "mean      3.409589    15.060959     2.758904     43.489041     6.321918   \n",
       "std      29.317331    55.757415    40.177307    496.123024     2.703626   \n",
       "min       0.000000     0.000000     0.000000      0.000000     1.000000   \n",
       "25%       0.000000     0.000000     0.000000      0.000000     5.000000   \n",
       "50%       0.000000     0.000000     0.000000      0.000000     6.000000   \n",
       "75%       0.000000     0.000000     0.000000      0.000000     8.000000   \n",
       "max     508.000000   480.000000   738.000000  15500.000000    12.000000   \n",
       "\n",
       "               35           36           37           38           39   \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean   2007.815753     0.044521     0.010959     0.788356     0.149315   \n",
       "std       1.328095     0.206319     0.104145     0.408614     0.356521   \n",
       "min    2006.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%    2007.000000     0.000000     0.000000     1.000000     0.000000   \n",
       "50%    2008.000000     0.000000     0.000000     1.000000     0.000000   \n",
       "75%    2009.000000     0.000000     0.000000     1.000000     0.000000   \n",
       "max    2010.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               40           41           42           43           44   \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.995890     0.937671     0.028082     0.028082     0.006849   \n",
       "std       0.063996     0.241835     0.165264     0.165264     0.082505   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       1.000000     1.000000     0.000000     0.000000     0.000000   \n",
       "50%       1.000000     1.000000     0.000000     0.000000     0.000000   \n",
       "75%       1.000000     1.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               45           46           47           48           49   \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.633562     0.034247     0.024658     0.897945     0.064384   \n",
       "std       0.481996     0.181924     0.155132     0.302824     0.245519   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     1.000000     0.000000   \n",
       "50%       1.000000     0.000000     0.000000     1.000000     0.000000   \n",
       "75%       1.000000     0.000000     0.000000     1.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               50           51           52           53           54   \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.032192     0.002740     0.720548     0.044521     0.008904   \n",
       "std       0.176570     0.052289     0.448884     0.206319     0.093973   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     1.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     1.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               55           56           57           58           59   \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.001370     0.010959     0.039726     0.019178     0.102740   \n",
       "std       0.036999     0.104145     0.195382     0.137198     0.303723   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               60           61           62           63           64   \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.034932     0.068493     0.054110     0.025342     0.011644   \n",
       "std       0.183669     0.252677     0.226311     0.157217     0.107313   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               65           66           67          68           69   \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.00000  1460.000000   \n",
       "mean      0.033562     0.154110     0.006164     0.05000     0.028082   \n",
       "std       0.180160     0.361177     0.078298     0.21802     0.165264   \n",
       "min       0.000000     0.000000     0.000000     0.00000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.00000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.00000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.00000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.00000     1.000000   \n",
       "\n",
       "              70           71           72           73           74   \\\n",
       "count  1460.00000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.05274     0.077397     0.017123     0.050685     0.040411   \n",
       "std       0.22359     0.267312     0.129775     0.219429     0.196989   \n",
       "min       0.00000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.00000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.00000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.00000     0.000000     0.000000     0.000000     0.000000   \n",
       "max       1.00000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               75           76           77           78           79   \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.058904     0.017123     0.026027     0.007534     0.055479   \n",
       "std       0.235526     0.129775     0.159271     0.086502     0.228992   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               80           81           82           83           84   \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.863014     0.005479     0.013014     0.007534     0.017808   \n",
       "std       0.343951     0.073846     0.113372     0.086502     0.132299   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       1.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       1.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       1.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               85           86           87           88           89   \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.001370     0.003425     0.004110     0.989726     0.000685   \n",
       "std       0.036999     0.058440     0.063996     0.100873     0.026171   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     1.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     1.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     1.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               90           91           92           93           94   \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.001370     0.000685     0.000685     0.001370     0.021233   \n",
       "std       0.036999     0.026171     0.026171     0.036999     0.144209   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               95           96           97           98           99   \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.035616     0.029452     0.078082     0.009589     0.497260   \n",
       "std       0.185395     0.169128     0.268393     0.097486     0.500164   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000     1.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               100          101          102          103          104  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.005479     0.007534     0.304795     0.025342     0.044521   \n",
       "std       0.073846     0.086502     0.460478     0.157217     0.206319   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     1.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               105          106          107          108          109  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.781507     0.007534     0.195890     0.004795     0.001370   \n",
       "std       0.413365     0.086502     0.397021     0.069100     0.036999   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       1.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       1.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       1.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               110          111          112          113          114  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.982192     0.000685     0.000685     0.000685     0.007534   \n",
       "std       0.132299     0.026171     0.026171     0.026171     0.086502   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       1.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       1.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       1.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               115          116          117          118          119  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.003425     0.004110     0.000685     0.001370     0.034247   \n",
       "std       0.058440     0.063996     0.026171     0.036999     0.181924   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               120          121          122          123          124  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.000685     0.041781     0.152055     0.000685     0.150685   \n",
       "std       0.026171     0.200157     0.359197     0.026171     0.357864   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "          125          126          127          128          129  \\\n",
       "count  1460.0  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.0     0.073973     0.001370     0.017123     0.352740   \n",
       "std       0.0     0.261816     0.036999     0.129775     0.477986   \n",
       "min       0.0     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.0     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.0     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.0     0.000000     0.000000     0.000000     1.000000   \n",
       "max       0.0     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               130          131          132          133          134  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.141096     0.017808     0.002055     0.004795     0.017123   \n",
       "std       0.348240     0.132299     0.045299     0.069100     0.129775   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               135          136          137          138          139  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.000685     0.041096     0.141781     0.006849     0.146575   \n",
       "std       0.026171     0.198580     0.348945     0.082505     0.353803   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               140          141          142          143          144  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.000685     0.097260     0.003425     0.017808     0.345205   \n",
       "std       0.026171     0.296413     0.058440     0.132299     0.475598   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000     1.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               145          146          147          148          149  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.134932     0.026027     0.304795     0.597260     0.087671   \n",
       "std       0.341767     0.159271     0.460478     0.490617     0.282913   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     1.000000     0.000000   \n",
       "75%       0.000000     0.000000     1.000000     1.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               150          151          152          153          154  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.009589     0.334247     0.620548     0.019178     0.100000   \n",
       "std       0.097486     0.471888     0.485417     0.137198     0.300103   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     1.000000     0.000000     0.000000   \n",
       "75%       0.000000     1.000000     1.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               155          156          157          158          159  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.000685     0.878082     0.434247     0.443151     0.016438   \n",
       "std       0.026171     0.327303     0.495827     0.496928     0.127198   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     1.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     1.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     1.000000     1.000000     1.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               160          161          162          163          164  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.004110     0.002055     0.023973     0.423288     0.025342   \n",
       "std       0.063996     0.045299     0.153016     0.494249     0.157217   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     1.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               165          166          167          168          169  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.444521     0.044521     0.025342     0.001370     0.897945   \n",
       "std       0.497083     0.206319     0.157217     0.036999     0.302824   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     1.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     1.000000   \n",
       "75%       1.000000     0.000000     0.000000     0.000000     1.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               170          171          172          173          174  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.091781     0.078082     0.652740     0.026027     0.101370   \n",
       "std       0.288815     0.268393     0.476262     0.159271     0.301921   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     1.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     1.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               175          176          177          178          179  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.286301     0.050685     0.025342     0.091096     0.294521   \n",
       "std       0.452187     0.219429     0.157217     0.287844     0.455983   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       1.000000     0.000000     0.000000     0.000000     1.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               180          181          182          183          184  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.022603     0.009589     0.031507     0.026027     0.036986   \n",
       "std       0.148684     0.097486     0.174743     0.159271     0.188793   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               185          186          187          188          189  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.860274     0.978082     0.012329     0.004795     0.001370   \n",
       "std       0.346821     0.146465     0.110386     0.069100     0.036999   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       1.000000     1.000000     0.000000     0.000000     0.000000   \n",
       "50%       1.000000     1.000000     0.000000     0.000000     0.000000   \n",
       "75%       1.000000     1.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               190          191          192          193          194  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.002740     0.033562     0.165068     0.000685     0.293151   \n",
       "std       0.052289     0.180160     0.371370     0.026171     0.455363   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000     1.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               195          196          197          198          199  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.934932     0.018493     0.002055     0.000685     0.914384   \n",
       "std       0.246731     0.134772     0.045299     0.026171     0.279893   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       1.000000     0.000000     0.000000     0.000000     1.000000   \n",
       "50%       1.000000     0.000000     0.000000     0.000000     1.000000   \n",
       "75%       1.000000     0.000000     0.000000     0.000000     1.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               200          201          202          203          204  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.026712     0.401370     0.503425     0.003425     0.021233   \n",
       "std       0.161297     0.490344     0.500160     0.058440     0.144209   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     1.000000     0.000000     0.000000   \n",
       "75%       0.000000     1.000000     1.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               205          206          207          208          209  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.023288     0.010274     0.000685     0.931507     0.022603   \n",
       "std       0.150867     0.100873     0.026171     0.252677     0.148684   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     1.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     1.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     1.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               210          211          212          213          214  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.260274     0.472603     0.013699     0.214384     0.595890   \n",
       "std       0.438934     0.499420     0.116277     0.410535     0.490887   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     1.000000   \n",
       "75%       1.000000     1.000000     0.000000     0.000000     1.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               215          216          217          218          219  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.013014     0.060274     0.006164     0.265068     0.055479   \n",
       "std       0.113372     0.238075     0.078298     0.441521     0.228992   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     1.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               220          221          222          223          224  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.055479     0.289041     0.414384     0.032877     0.009589   \n",
       "std       0.228992     0.453472     0.492784     0.178375     0.097486   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     1.000000     1.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               225          226          227          228          229  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.055479     0.002055     0.897945     0.023973     0.006164   \n",
       "std       0.228992     0.045299     0.302824     0.153016     0.078298   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     1.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     1.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     1.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               230          231          232          233          234  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.055479     0.004795     0.908219     0.020548     0.917808   \n",
       "std       0.228992     0.069100     0.288815     0.141914     0.274751   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     1.000000     0.000000     1.000000   \n",
       "50%       0.000000     0.000000     1.000000     0.000000     1.000000   \n",
       "75%       0.000000     0.000000     1.000000     0.000000     1.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               235          236          237          238          239  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.001370     0.002055     0.995205     0.036986     0.107534   \n",
       "std       0.036999     0.045299     0.069100     0.188793     0.309897   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     1.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     1.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     1.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               240          241          242          243          244  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.007534     0.807534     0.963014     0.001370     0.033562   \n",
       "std       0.086502     0.394372     0.188793     0.036999     0.180160   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     1.000000     1.000000     0.000000     0.000000   \n",
       "50%       0.000000     1.000000     1.000000     0.000000     0.000000   \n",
       "75%       0.000000     1.000000     1.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               245          246          247          248          249  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.000685     0.002740     0.001370     0.006164     0.003425   \n",
       "std       0.026171     0.052289     0.036999     0.078298     0.058440   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               250          251          252          253          254  \\\n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  1460.000000   \n",
       "mean      0.003425     0.083562     0.002055     0.867808     0.002740   \n",
       "std       0.058440     0.276824     0.045299     0.338815     0.052289   \n",
       "min       0.000000     0.000000     0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000     0.000000     1.000000     0.000000   \n",
       "50%       0.000000     0.000000     0.000000     1.000000     0.000000   \n",
       "75%       0.000000     0.000000     0.000000     1.000000     0.000000   \n",
       "max       1.000000     1.000000     1.000000     1.000000     1.000000   \n",
       "\n",
       "               255          256          257          258  \n",
       "count  1460.000000  1460.000000  1460.000000  1460.000000  \n",
       "mean      0.008219     0.013699     0.820548     0.085616  \n",
       "std       0.090317     0.116277     0.383862     0.279893  \n",
       "min       0.000000     0.000000     0.000000     0.000000  \n",
       "25%       0.000000     0.000000     1.000000     0.000000  \n",
       "50%       0.000000     0.000000     1.000000     0.000000  \n",
       "75%       0.000000     0.000000     1.000000     0.000000  \n",
       "max       1.000000     1.000000     1.000000     1.000000  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(X).describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.3, random_state = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "scaler = StandardScaler()\n",
    "X_train_std = scaler.fit_transform(X_train)\n",
    "X_test_std = scaler.fit_transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def rmse(y_true, y_pred):\n",
    "    return np.sqrt(mean_squared_error(y_true, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6450791737.1554108"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lr = LinearRegression()\n",
    "lr.fit(X_train_std, y_train)\n",
    "rmse(y_test, lr.predict(X_test_std))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Seems that Linear regression model performed very poorly. Most likely it is because model finds a lot of collinearity in the data due to the categorical columns.\n",
    "\n",
    "Test lasso, which is more robust against multi collinearity. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.43567069666007524"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lasso = Lasso(random_state=1, max_iter=10000)\n",
    "lasso.fit(X_train_std, y_train)\n",
    "rmse(y_test, lasso.predict(X_test_std))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This rmse score seems reasonable. Find cross validation scores. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.35949238,  0.3949339 ,  0.36642408,  0.39862593,  0.4117694 ,\n",
       "        0.40598546,  0.33920185,  0.36091773,  0.34487839,  0.43522637])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scores = cross_val_score(cv=10, estimator = lasso, scoring=\"neg_mean_squared_error\", X=X_train_std, y = y_train)\n",
    "scores = np.sqrt(-scores)\n",
    "scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x123facef0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kP5nZljDl38zMvjyQlc37Ipth49/Zqzz251qfzVjHsxnrKly+qrqZy7OYuTzr\nQMJzzrlDlifx2tFE0kK++YrZM8D/hrq/Ek1nL1A0B70ZGGlm/5Y0gGhquhB4BfhlTJ/NgRckJRGN\njH9WwXqvBB6X1JQoyf+wNjYmHDj0AeaGafMdwH+Z2WJJvwXeDBe0FQHXAQeUxJ1zzu0f+XdmXV1K\nTOtlaVeOr+8wnPMboLi4IinDzAZX186vTnfOOefilCdx55xzLk55EnfOOefilF/Y5urUcR1bMt/P\nRTrnXJ3wkbhzzjkXpzyJO+ecc3HKk7hzzjkXp/ycuKtTi9fn7PHLa84dTP7dcHe485G4c845F6c8\niTvnnHNxyqfTXb0b1LU140am0z21GSs35XL7tEUs/errPdoM7NKKX13Ql17tkgF4b9UWfvX8ErLz\nCgF4dNRATu2ZQssmjXj6/TX85sWlu5e9fmgPLj+5Ky2bNGLmsizGPLeY3ILig7eBzjlXR3wk7upV\nYsMEHh89kOTEhtw9YxkpyYk8NmoQCdqz3dEpzcjOK+S+V5cza0UWw9PT+MXwPrvrC4tLeW3pxr36\nH5Z+FD8f1odF63J4ZNYqLvxWB249v3ddb5Zzzh0UnsQPQ5JKJC2UtETSS5JahfIOkp6tZJnZkqr9\nsf3aNrR3KqnNk3hm7lomzV3L1PmZdGnblCHd2+7R7sVPvuInf5/PlHlf8svnFgPQq33z3fW3TF3I\ncwv2vh3pSUe3AWDCnNU8Mutzsr7exfcGdqzDLXLOuYPHk/jhaaeZDTCzdCAbuAHAzL4ys0vqN7Q9\ndWrdFICNObvC404AurRpuke7opJv7rZ3xjGpQHQf8uqUTbcP6d6W/p1a0rpZY5onNaJV00YHHrxz\nztUzT+KHvw+AjgCSuklaEp43kfRPScskPQ80KVtA0tWSPpM0T9JfJP05lKdKmibpo/Dv1NoOVqjK\n+kFdW/P7S/qzaN12xr/5WbX9TZq7ls+zcrnt/N68eONpFBSXAlBQVFor8TrnXH3yC9sOY5IaAOcA\nT1ZQ/d9AvpkdK6k/sCAs0wG4AxgI7ABmAp+EZf4E/NHM3pXUBXgNOPZAYly3LR+AtJZJALQPj19m\n55PYMIFSs92j8BOPbsNTV53A2q15XPHUPPILS6rtf1t+EcP/NIc+R7Vgx64inrzqBLY3TGBnUfXL\nOufcoc6T+OGpiaSFRCPwZcAbFbQ5A3gIwMwWSVoUyk8E3jazbABJ/wKOCXXnAn2l3aPlFpKSzSw3\ntmNJ1wBuAn1oAAAgAElEQVTXADRokVploLNXbGbzjgJGD+lKXkExlw7uTGZ2PnNXb2X1vRewYuMO\nzh8/h34dWjDxhycgxD/mZXJ6zxTyi0p4a1kWABf2T+O4ji0B6NU+mUtP6MzM5VkIuOqUbqzekseZ\nx6TSIzV5jyvXnXMunnkSPzztNLMBkpoSjZZvICTsA5QADDGzXVU1MrMJwASAxLReVlXbguJSbpiy\ngLEj+nHnRf1YmbWDMdMWU1puqWPTWtC0cfRxHTcyHYhG8WVJfMzwPrvPr5/SI4VTeqTwgwkfsCor\nj/P6HUXnNk3Ynl/E+Dc/4+n31+zzhjvn3KFIZlX+jXVxSFKumSWH58cD04EeQCdghpmlS/oZ0NfM\nfiwpHVgIDAE2AO8BxxNNp78FLDazGyVNAT42swdC3wPMbGFVsSSm9bK0K8fXzYY6Vw3/2VUXryRl\nmFm13xjyC9sOc2b2MbAIuKxc1WNAsqRlwFggI7RfD/wOmEeUzNcAOWGZnwKDJS2S9ClwXZ1vgHPO\nuUr5dPphqGwUHvP6opiX6aFsJ/CDSrqYYmYTJDUEnicayWNmW4BLaz9i55xz+8NH4q4id4UL45YA\nXxCSuHPOuUOLj8TdXszs1vqOwTnnXPV8JO6cc87FKR+Juzp1XMeWzPcrhJ1zrk74SNw555yLU57E\nnXPOuTjlSdw555yLU35O3NWpxetz6Dbm5foOwx0E/utozh18PhJ3zjnn4pQnceeccy5OeRJ3zjnn\n4pSfE3f1blDX1owbmU731Gas3JTL7dMWsfSrr/dq9+iogZzaM4WWTRrx9Ptr9rgveFrLJMaO6Mep\nPVMoLjVmLsvilqnRDdauH9qDy0/uSssmjZi5LIsxzy0mt6D4oG2fc87VFR+JH2EkdZL0gqSVklZJ\n+pOkxpKGSjJJP45pOyCU3RpeT5T0haSFkhZIOvlA40lsmMDjoweSnNiQu2csIyU5kcdGDSJBe7ct\nLC7ltaUbK+znicsHcVrPVCbMWc19rywnO68QgGHpR/HzYX1YtC6HR2at4sJvdeDW83sfaNjOOXdI\n8CR+BJEk4Dlgupn1Ao4BkoF7QpMlwH/GLHIZ8Em5bm4zswHAGOCJA41paO9UUpsn8czctUyau5ap\n8zPp0rYpQ7q33avtLVMX8tyCdXuVn9yjLf07teKv767msdmrmDLvS8bO+BSAk45uA8CEOat5ZNbn\nZH29i+8N7HigYTvn3CHBk/iR5Wxgl5n9DcDMSoD/AX4ENAXWAkmS2oeEPwx4tZK+5gA9DzSgTq2b\nArAxZ1d43AlAlzZNa9xHr3bRnVeHp6exbOwwlvz2fK46pRvA7hH5kO5t6d+pJa2bNaZ5UiNaNW10\noKE751y98yR+ZOkHZMQWmNnXwJd8k5CfBb4PnAIsAAoq6esiYHFtBygqmEevRuOG0ce4qKSUaydl\nkJmdz50X9uXolGZMmruWz7Nyue383rx442kUFJcCUFBUWqtxO+dcffAL21x5/wdMBfoA/yBK5rEe\nkPRrYDNwdUUdSLoGuAagQYvUKle2bls+EF2YBtA+PH6ZnU9iwwRKzSgqsSr7yMyORu+zlmfxxqeb\nOL5zK45Na0Hn1k34Yksew/80hz5HtWDHriKevOoEtjdMYGdRSZV9OudcPPAkfmT5FLgktkBSC6AL\n8DlwnpltlFQE/AdwM3sn8dvM7NmqVmJmE4AJAIlpvarMwLNXbGbzjgJGD+lKXkExlw7uTGZ2PnNX\nb2X1vRewYuMOzh8/B4AL+6dxXMeWAPRqn8ylJ3Rm5vIsZq/IYvOOAoalH8WarfkMSz+K3IJiln71\nNe2aJ3LVKd1YvSWPM49JpUdq8h5XtTvnXDzz6fQjy1tAU0lXAEhqAPwBmAjkx7S7E7g9nDOvUwXF\npdwwZQF5hcXceVE/tuYVcP3kBZRWkPrHDO/DtWf2AOCUHinc/73+9EhtRkFxKddPzqCwpJS7R/Rj\nV1EJ1z2Twda8QszgvH5Hcc/F6Zx4dBvGv/kZT7+/pq43yznnDgqZVT1V6Q4vkjoDjxJNlycArwC3\nAicDt5rZheXa3wXkmtmDkiYCM6obicdKTOtlaVeOr6Xo3aHMfzvdudojKcPMBlfXzqfTjzBmlkl0\nUVp5s8O/8u3vinl+VR2F5Zxzbj/4dLpzzjkXpzyJO+ecc3HKk7hzzjkXp/ycuKtTx3VsyXy/4Mk5\n5+qEj8Sdc865OOVJ3DnnnItTnsSdc865OOXnxF2dWrw+h25jXq7vMFwd8R94ca5++UjcOeeci1Oe\nxJ1zzrk45UncOeeci1N+TtzVu0FdWzNuZDrdU5uxclMut09bxNKvvt6r3aOjBnJqzxRaNmnE0++v\n2eOWomktkxg7oh+n9kyhuNSYuSyLW6YuBPY+b/v60o1c80xG3W6Uc84dBJ7EXb1KbJjA46MHsquo\nlLtnLOPGs3ry2KhBDH1w1l63Iy0sLuW1pRv5z8Gd9+rnicsH0atdc56Ys4qsrwvo2S55j/pXFm/g\n1cUbANiQs6vOtsc55w4mT+I1IKkEWEy0v74ALjez7bXQbzeiW3um10JfE4EzgZxQ9JSZPXSg/Vay\nrqFAoZm9f6B9De2dSmrzJH73yjImzV1LavNEbj6nF0O6t+X9VVv3aHvL1IUM6d5mryR+co+29O/U\niodnruSx2asoKC7daz0rs3J5c1kWO4vq/Bbpzjl30Pg58ZrZaWYDQrLNBm6o74AqcVuIc8C+JHBJ\nDfZxPUOBU/ZxmQp1at0UgI1hdLwxZycAXdo0rXEfvcKoe3h6GsvGDmPJb8/nqlO67dHmprN6suzu\nYbx7+1mc3addLUTunHP1z5P4vvsA6AggKVnSW5IWSFosaUQo7yZpmaS/SFoq6XVJTULdIEmfSPqE\nmIMBSUmS/hb6+VjSWaH8KknTJb0haY2kGyX9LLSZK6lNVcFKuiz0uUTS/THluZL+EOI4OcT1tqQM\nSa9JSgvtfirpU0mLJP0zzB5cB/yPpIWSTq/FfYvQPi/TuGH0MS4qKeXaSRlkZudz54V9OTqlGQCP\nzf6c6yZlcPu0RbRIasRDlx1PUiP/6Dvn4p//JdsHYcR6DvBiKNoFXGxmA4GzgD9IKstCvYBHzKwf\nsB34Xij/G3CTmX2rXPc3AGZmxwGXAU9LSgp16cB3gROAe4B8Mzue6IDiipg+HgiJdaGk4yR1AO4H\nzgYGACdIGhnaNgM+DHF8CDwMXGJmg4CnwnoAxgDHm1l/4DozWwM8DvwxjPjfqWA/XSNpvqT5Jfk5\n5av3sG5bPhBdmAbQPjx+mZ1PYsMEGjWoPqlnZkej91nLs3jj003MWp5FQoLo3LoJAPf/ewWvf7qJ\nqR9l8t6qLSQnNqRDyybV9uucc4c6PydeM00kLSQagS8D3gjlAn4n6QygNNS3D3VfmNnC8DwD6Cap\nFdDKzOaE8meA4eH5aUSJFDNbLmktcEyom2VmO4AdknKAl0L5YqB/TJy3mdmzZS/CzMBsM9scXk8G\nzgCmAyXAtNC0N9GBwhvhGKQBsCHULQImS5oelquWmU0AJgAkpvWyqtrOXrGZzTsKGD2kK3kFxVw6\nuDOZ2fnMXb2V1fdewIqNOzh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      "text/plain": [
       "<matplotlib.figure.Figure at 0x122301fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import linear_model\n",
    "from sklearn import metrics\n",
    "from sklearn import tree\n",
    "from sklearn import ensemble\n",
    "from sklearn import neighbors\n",
    "import xgboost as xgb \n",
    "\n",
    "rs = 1\n",
    "estimatores = { \n",
    "    #'Linear': linear_model.LinearRegression(), \n",
    "    'Ridge': linear_model.Ridge(random_state=rs, max_iter=10000),    \n",
    "    'Lasso': linear_model.Lasso(random_state=rs, max_iter=10000), \n",
    "    'ElasticNet': linear_model.ElasticNet(random_state=rs, max_iter=10000),\n",
    "    'BayesRidge': linear_model.BayesianRidge(),\n",
    "    'OMP': linear_model.OrthogonalMatchingPursuit(),\n",
    "    'DecisionTree': tree.DecisionTreeRegressor(max_depth=10, random_state=rs),\n",
    "    'RandomForest': ensemble.RandomForestRegressor(random_state=rs),\n",
    "    'KNN': neighbors.KNeighborsRegressor(n_neighbors=5),\n",
    "    'GradientBoostingRegressor': ensemble.GradientBoostingRegressor(n_estimators=300, max_depth=4, learning_rate=0.01, loss=\"ls\", random_state=rs),\n",
    "    'xgboost': xgb.XGBRegressor(max_depth=10)\n",
    "}\n",
    "\n",
    "\n",
    "\n",
    "errvals = {}\n",
    "\n",
    "for k in estimatores:\n",
    "    e = estimatores[k]\n",
    "    e.fit(X_train_std, y_train)\n",
    "    err = np.sqrt(metrics.mean_squared_error(y_test, e.predict(X_test_std)))\n",
    "    errvals[k] = err\n",
    "\n",
    "result = pd.Series.from_array(errvals).sort_values()\n",
    "result.plot.barh(width = 0.8)\n",
    "for y, error in enumerate(result):\n",
    "    plt.text(x = 0.01, y = y - 0.1,  s = \"%.3f\" % error, fontweight='bold', color = \"white\")\n",
    "plt.title(\"Performance comparison of algorithms\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}