Predicting House Sale Prices.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from sklearn.neighbors import KNeighborsRegressor\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.linear_model import LinearRegression\n",
    "pd.set_option('display.max_columns',150)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('AmesHousing.tsv',sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Order</th>\n",
       "      <th>PID</th>\n",
       "      <th>MS SubClass</th>\n",
       "      <th>MS Zoning</th>\n",
       "      <th>Lot Frontage</th>\n",
       "      <th>Lot Area</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>Lot Shape</th>\n",
       "      <th>Land Contour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>Lot Config</th>\n",
       "      <th>Land Slope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition 1</th>\n",
       "      <th>Condition 2</th>\n",
       "      <th>Bldg Type</th>\n",
       "      <th>House Style</th>\n",
       "      <th>Overall Qual</th>\n",
       "      <th>Overall Cond</th>\n",
       "      <th>Year Built</th>\n",
       "      <th>Year Remod/Add</th>\n",
       "      <th>Roof Style</th>\n",
       "      <th>Roof Matl</th>\n",
       "      <th>Exterior 1st</th>\n",
       "      <th>Exterior 2nd</th>\n",
       "      <th>Mas Vnr Type</th>\n",
       "      <th>Mas Vnr Area</th>\n",
       "      <th>Exter Qual</th>\n",
       "      <th>Exter Cond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>Bsmt Qual</th>\n",
       "      <th>Bsmt Cond</th>\n",
       "      <th>Bsmt Exposure</th>\n",
       "      <th>BsmtFin Type 1</th>\n",
       "      <th>BsmtFin SF 1</th>\n",
       "      <th>BsmtFin Type 2</th>\n",
       "      <th>BsmtFin SF 2</th>\n",
       "      <th>Bsmt Unf SF</th>\n",
       "      <th>Total Bsmt SF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>Heating QC</th>\n",
       "      <th>Central Air</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1st Flr SF</th>\n",
       "      <th>2nd Flr SF</th>\n",
       "      <th>Low Qual Fin SF</th>\n",
       "      <th>Gr Liv Area</th>\n",
       "      <th>Bsmt Full Bath</th>\n",
       "      <th>Bsmt Half Bath</th>\n",
       "      <th>Full Bath</th>\n",
       "      <th>Half Bath</th>\n",
       "      <th>Bedroom AbvGr</th>\n",
       "      <th>Kitchen AbvGr</th>\n",
       "      <th>Kitchen Qual</th>\n",
       "      <th>TotRms AbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>Fireplace Qu</th>\n",
       "      <th>Garage Type</th>\n",
       "      <th>Garage Yr Blt</th>\n",
       "      <th>Garage Finish</th>\n",
       "      <th>Garage Cars</th>\n",
       "      <th>Garage Area</th>\n",
       "      <th>Garage Qual</th>\n",
       "      <th>Garage Cond</th>\n",
       "      <th>Paved Drive</th>\n",
       "      <th>Wood Deck SF</th>\n",
       "      <th>Open Porch SF</th>\n",
       "      <th>Enclosed Porch</th>\n",
       "      <th>3Ssn Porch</th>\n",
       "      <th>Screen Porch</th>\n",
       "      <th>Pool Area</th>\n",
       "      <th>Pool QC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>Misc Feature</th>\n",
       "      <th>Misc Val</th>\n",
       "      <th>Mo Sold</th>\n",
       "      <th>Yr Sold</th>\n",
       "      <th>Sale Type</th>\n",
       "      <th>Sale Condition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>526301100</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>141.0</td>\n",
       "      <td>31770</td>\n",
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       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
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       "      <td>Gtl</td>\n",
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       "      <td>Norm</td>\n",
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       "      <td>6</td>\n",
       "      <td>5</td>\n",
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       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Stone</td>\n",
       "      <td>112.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Gd</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>639.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>441.0</td>\n",
       "      <td>1080.0</td>\n",
       "      <td>GasA</td>\n",
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       "      <td>Y</td>\n",
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       "      <td>0</td>\n",
       "      <td>3</td>\n",
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       "      <td>TA</td>\n",
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       "      <td>Gd</td>\n",
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       "      <td>5</td>\n",
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       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
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       "      <td>LwQ</td>\n",
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       "      <td>270.0</td>\n",
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       "      <td>730.0</td>\n",
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       "      <td>Y</td>\n",
       "      <td>140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
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       "      <td>Normal</td>\n",
       "      <td>105000</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>526351010</td>\n",
       "      <td>20</td>\n",
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       "      <td>81.0</td>\n",
       "      <td>14267</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
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       "      <td>AllPub</td>\n",
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       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
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       "      <td>1958</td>\n",
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       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
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       "      <td>108.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
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       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
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       "      <td>923.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>406.0</td>\n",
       "      <td>1329.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1329</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
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       "      <td>Attchd</td>\n",
       "      <td>1958.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
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       "      <td>36</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>Corner</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>Normal</td>\n",
       "      <td>244000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>527105010</td>\n",
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       "      <td>RL</td>\n",
       "      <td>74.0</td>\n",
       "      <td>13830</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Gilbert</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
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       "      <td>5</td>\n",
       "      <td>1997</td>\n",
       "      <td>1998</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>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
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       "      <td>791.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>928.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>928</td>\n",
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       "      <td>3</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>189900</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Order        PID  MS SubClass MS Zoning  Lot Frontage  Lot Area Street  \\\n",
       "0      1  526301100           20        RL         141.0     31770   Pave   \n",
       "1      2  526350040           20        RH          80.0     11622   Pave   \n",
       "2      3  526351010           20        RL          81.0     14267   Pave   \n",
       "3      4  526353030           20        RL          93.0     11160   Pave   \n",
       "4      5  527105010           60        RL          74.0     13830   Pave   \n",
       "\n",
       "  Alley Lot Shape Land Contour Utilities Lot Config Land Slope Neighborhood  \\\n",
       "0   NaN       IR1          Lvl    AllPub     Corner        Gtl        NAmes   \n",
       "1   NaN       Reg          Lvl    AllPub     Inside        Gtl        NAmes   \n",
       "2   NaN       IR1          Lvl    AllPub     Corner        Gtl        NAmes   \n",
       "3   NaN       Reg          Lvl    AllPub     Corner        Gtl        NAmes   \n",
       "4   NaN       IR1          Lvl    AllPub     Inside        Gtl      Gilbert   \n",
       "\n",
       "  Condition 1 Condition 2 Bldg Type House Style  Overall Qual  Overall Cond  \\\n",
       "0        Norm        Norm      1Fam      1Story             6             5   \n",
       "1       Feedr        Norm      1Fam      1Story             5             6   \n",
       "2        Norm        Norm      1Fam      1Story             6             6   \n",
       "3        Norm        Norm      1Fam      1Story             7             5   \n",
       "4        Norm        Norm      1Fam      2Story             5             5   \n",
       "\n",
       "   Year Built  Year Remod/Add Roof Style Roof Matl Exterior 1st Exterior 2nd  \\\n",
       "0        1960            1960        Hip   CompShg      BrkFace      Plywood   \n",
       "1        1961            1961      Gable   CompShg      VinylSd      VinylSd   \n",
       "2        1958            1958        Hip   CompShg      Wd Sdng      Wd Sdng   \n",
       "3        1968            1968        Hip   CompShg      BrkFace      BrkFace   \n",
       "4        1997            1998      Gable   CompShg      VinylSd      VinylSd   \n",
       "\n",
       "  Mas Vnr Type  Mas Vnr Area Exter Qual Exter Cond Foundation Bsmt Qual  \\\n",
       "0        Stone         112.0         TA         TA     CBlock        TA   \n",
       "1         None           0.0         TA         TA     CBlock        TA   \n",
       "2      BrkFace         108.0         TA         TA     CBlock        TA   \n",
       "3         None           0.0         Gd         TA     CBlock        TA   \n",
       "4         None           0.0         TA         TA      PConc        Gd   \n",
       "\n",
       "  Bsmt Cond Bsmt Exposure BsmtFin Type 1  BsmtFin SF 1 BsmtFin Type 2  \\\n",
       "0        Gd            Gd            BLQ         639.0            Unf   \n",
       "1        TA            No            Rec         468.0            LwQ   \n",
       "2        TA            No            ALQ         923.0            Unf   \n",
       "3        TA            No            ALQ        1065.0            Unf   \n",
       "4        TA            No            GLQ         791.0            Unf   \n",
       "\n",
       "   BsmtFin SF 2  Bsmt Unf SF  Total Bsmt SF Heating Heating QC Central Air  \\\n",
       "0           0.0        441.0         1080.0    GasA         Fa           Y   \n",
       "1         144.0        270.0          882.0    GasA         TA           Y   \n",
       "2           0.0        406.0         1329.0    GasA         TA           Y   \n",
       "3           0.0       1045.0         2110.0    GasA         Ex           Y   \n",
       "4           0.0        137.0          928.0    GasA         Gd           Y   \n",
       "\n",
       "  Electrical  1st Flr SF  2nd Flr SF  Low Qual Fin SF  Gr Liv Area  \\\n",
       "0      SBrkr        1656           0                0         1656   \n",
       "1      SBrkr         896           0                0          896   \n",
       "2      SBrkr        1329           0                0         1329   \n",
       "3      SBrkr        2110           0                0         2110   \n",
       "4      SBrkr         928         701                0         1629   \n",
       "\n",
       "   Bsmt Full Bath  Bsmt Half Bath  Full Bath  Half Bath  Bedroom AbvGr  \\\n",
       "0             1.0             0.0          1          0              3   \n",
       "1             0.0             0.0          1          0              2   \n",
       "2             0.0             0.0          1          1              3   \n",
       "3             1.0             0.0          2          1              3   \n",
       "4             0.0             0.0          2          1              3   \n",
       "\n",
       "   Kitchen AbvGr Kitchen Qual  TotRms AbvGrd Functional  Fireplaces  \\\n",
       "0              1           TA              7        Typ           2   \n",
       "1              1           TA              5        Typ           0   \n",
       "2              1           Gd              6        Typ           0   \n",
       "3              1           Ex              8        Typ           2   \n",
       "4              1           TA              6        Typ           1   \n",
       "\n",
       "  Fireplace Qu Garage Type  Garage Yr Blt Garage Finish  Garage Cars  \\\n",
       "0           Gd      Attchd         1960.0           Fin          2.0   \n",
       "1          NaN      Attchd         1961.0           Unf          1.0   \n",
       "2          NaN      Attchd         1958.0           Unf          1.0   \n",
       "3           TA      Attchd         1968.0           Fin          2.0   \n",
       "4           TA      Attchd         1997.0           Fin          2.0   \n",
       "\n",
       "   Garage Area Garage Qual Garage Cond Paved Drive  Wood Deck SF  \\\n",
       "0        528.0          TA          TA           P           210   \n",
       "1        730.0          TA          TA           Y           140   \n",
       "2        312.0          TA          TA           Y           393   \n",
       "3        522.0          TA          TA           Y             0   \n",
       "4        482.0          TA          TA           Y           212   \n",
       "\n",
       "   Open Porch SF  Enclosed Porch  3Ssn Porch  Screen Porch  Pool Area Pool QC  \\\n",
       "0             62               0           0             0          0     NaN   \n",
       "1              0               0           0           120          0     NaN   \n",
       "2             36               0           0             0          0     NaN   \n",
       "3              0               0           0             0          0     NaN   \n",
       "4             34               0           0             0          0     NaN   \n",
       "\n",
       "   Fence Misc Feature  Misc Val  Mo Sold  Yr Sold Sale Type Sale Condition  \\\n",
       "0    NaN          NaN         0        5     2010       WD          Normal   \n",
       "1  MnPrv          NaN         0        6     2010       WD          Normal   \n",
       "2    NaN         Gar2     12500        6     2010       WD          Normal   \n",
       "3    NaN          NaN         0        4     2010       WD          Normal   \n",
       "4  MnPrv          NaN         0        3     2010       WD          Normal   \n",
       "\n",
       "   SalePrice  \n",
       "0     215000  \n",
       "1     105000  \n",
       "2     172000  \n",
       "3     244000  \n",
       "4     189900  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2930, 82)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Order              0.000000\n",
       "PID                0.000000\n",
       "MS SubClass        0.000000\n",
       "MS Zoning          0.000000\n",
       "Lot Frontage      16.723549\n",
       "Lot Area           0.000000\n",
       "Street             0.000000\n",
       "Alley             93.242321\n",
       "Lot Shape          0.000000\n",
       "Land Contour       0.000000\n",
       "Utilities          0.000000\n",
       "Lot Config         0.000000\n",
       "Land Slope         0.000000\n",
       "Neighborhood       0.000000\n",
       "Condition 1        0.000000\n",
       "Condition 2        0.000000\n",
       "Bldg Type          0.000000\n",
       "House Style        0.000000\n",
       "Overall Qual       0.000000\n",
       "Overall Cond       0.000000\n",
       "Year Built         0.000000\n",
       "Year Remod/Add     0.000000\n",
       "Roof Style         0.000000\n",
       "Roof Matl          0.000000\n",
       "Exterior 1st       0.000000\n",
       "Exterior 2nd       0.000000\n",
       "Mas Vnr Type       0.784983\n",
       "Mas Vnr Area       0.784983\n",
       "Exter Qual         0.000000\n",
       "Exter Cond         0.000000\n",
       "                    ...    \n",
       "Bedroom AbvGr      0.000000\n",
       "Kitchen AbvGr      0.000000\n",
       "Kitchen Qual       0.000000\n",
       "TotRms AbvGrd      0.000000\n",
       "Functional         0.000000\n",
       "Fireplaces         0.000000\n",
       "Fireplace Qu      48.532423\n",
       "Garage Type        5.358362\n",
       "Garage Yr Blt      5.426621\n",
       "Garage Finish      5.426621\n",
       "Garage Cars        0.034130\n",
       "Garage Area        0.034130\n",
       "Garage Qual        5.426621\n",
       "Garage Cond        5.426621\n",
       "Paved Drive        0.000000\n",
       "Wood Deck SF       0.000000\n",
       "Open Porch SF      0.000000\n",
       "Enclosed Porch     0.000000\n",
       "3Ssn Porch         0.000000\n",
       "Screen Porch       0.000000\n",
       "Pool Area          0.000000\n",
       "Pool QC           99.556314\n",
       "Fence             80.477816\n",
       "Misc Feature      96.382253\n",
       "Misc Val           0.000000\n",
       "Mo Sold            0.000000\n",
       "Yr Sold            0.000000\n",
       "Sale Type          0.000000\n",
       "Sale Condition     0.000000\n",
       "SalePrice          0.000000\n",
       "Length: 82, dtype: float64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "null_percentage = 100*df.isnull().sum() / df.shape[0]\n",
    "null_percentage"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Drop columns with more than a defined percentage of null values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "percentage_of_nulls_threshold = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Alley', 'Fence', 'Fireplace Qu', 'Lot Frontage', 'Misc Feature',\n",
       "       'Order', 'PID', 'Pool QC'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "columns_to_drop = null_percentage[null_percentage > percentage_of_nulls_threshold].index\n",
    "columns_to_drop = columns_to_drop.union(['Order','PID'])\n",
    "columns_to_drop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Mas Vnr Type', 'Mas Vnr Area', 'Bsmt Qual', 'Bsmt Cond',\n",
       "       'Bsmt Exposure', 'BsmtFin Type 1', 'BsmtFin SF 1', 'BsmtFin Type 2',\n",
       "       'BsmtFin SF 2', 'Bsmt Unf SF', 'Total Bsmt SF', 'Electrical',\n",
       "       'Bsmt Full Bath', 'Bsmt Half Bath', 'Garage Type', 'Garage Yr Blt',\n",
       "       'Garage Finish', 'Garage Cars', 'Garage Area', 'Garage Qual',\n",
       "       'Garage Cond'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nulls_to_fill = null_percentage[(null_percentage > 0)&(null_percentage < percentage_of_nulls_threshold)].index\n",
    "nulls_to_fill"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MS SubClass</th>\n",
       "      <th>MS Zoning</th>\n",
       "      <th>Lot Area</th>\n",
       "      <th>Street</th>\n",
       "      <th>Lot Shape</th>\n",
       "      <th>Land Contour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>Lot Config</th>\n",
       "      <th>Land Slope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition 1</th>\n",
       "      <th>Condition 2</th>\n",
       "      <th>Bldg Type</th>\n",
       "      <th>House Style</th>\n",
       "      <th>Overall Qual</th>\n",
       "      <th>Overall Cond</th>\n",
       "      <th>Year Built</th>\n",
       "      <th>Year Remod/Add</th>\n",
       "      <th>Roof Style</th>\n",
       "      <th>Roof Matl</th>\n",
       "      <th>Exterior 1st</th>\n",
       "      <th>Exterior 2nd</th>\n",
       "      <th>Mas Vnr Type</th>\n",
       "      <th>Mas Vnr Area</th>\n",
       "      <th>Exter Qual</th>\n",
       "      <th>Exter Cond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>Bsmt Qual</th>\n",
       "      <th>Bsmt Cond</th>\n",
       "      <th>Bsmt Exposure</th>\n",
       "      <th>BsmtFin Type 1</th>\n",
       "      <th>BsmtFin SF 1</th>\n",
       "      <th>BsmtFin Type 2</th>\n",
       "      <th>BsmtFin SF 2</th>\n",
       "      <th>Bsmt Unf SF</th>\n",
       "      <th>Total Bsmt SF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>Heating QC</th>\n",
       "      <th>Central Air</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1st Flr SF</th>\n",
       "      <th>2nd Flr SF</th>\n",
       "      <th>Low Qual Fin SF</th>\n",
       "      <th>Gr Liv Area</th>\n",
       "      <th>Bsmt Full Bath</th>\n",
       "      <th>Bsmt Half Bath</th>\n",
       "      <th>Full Bath</th>\n",
       "      <th>Half Bath</th>\n",
       "      <th>Bedroom AbvGr</th>\n",
       "      <th>Kitchen AbvGr</th>\n",
       "      <th>Kitchen Qual</th>\n",
       "      <th>TotRms AbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>Garage Type</th>\n",
       "      <th>Garage Yr Blt</th>\n",
       "      <th>Garage Finish</th>\n",
       "      <th>Garage Cars</th>\n",
       "      <th>Garage Area</th>\n",
       "      <th>Garage Qual</th>\n",
       "      <th>Garage Cond</th>\n",
       "      <th>Paved Drive</th>\n",
       "      <th>Wood Deck SF</th>\n",
       "      <th>Open Porch SF</th>\n",
       "      <th>Enclosed Porch</th>\n",
       "      <th>3Ssn Porch</th>\n",
       "      <th>Screen Porch</th>\n",
       "      <th>Pool Area</th>\n",
       "      <th>Misc Val</th>\n",
       "      <th>Mo Sold</th>\n",
       "      <th>Yr Sold</th>\n",
       "      <th>Sale Type</th>\n",
       "      <th>Sale Condition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>31770</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1960</td>\n",
       "      <td>1960</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Stone</td>\n",
       "      <td>112.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Gd</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>639.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>441.0</td>\n",
       "      <td>1080.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Fa</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1656</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1656</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>TA</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>528.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>P</td>\n",
       "      <td>210</td>\n",
       "      <td>62</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>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>215000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20</td>\n",
       "      <td>RH</td>\n",
       "      <td>11622</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1961</td>\n",
       "      <td>1961</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>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
       "      <td>468.0</td>\n",
       "      <td>LwQ</td>\n",
       "      <td>144.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>882.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>896</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>896</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1.0</td>\n",
       "      <td>730.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>105000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>14267</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1958</td>\n",
       "      <td>1958</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>108.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>923.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>406.0</td>\n",
       "      <td>1329.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1329</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1329</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</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>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1958.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1.0</td>\n",
       "      <td>312.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>393</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12500</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>172000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>11160</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1968</td>\n",
       "      <td>1968</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>1065.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1045.0</td>\n",
       "      <td>2110.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>2110</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2110</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>Ex</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>522.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>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>4</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>244000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>13830</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Gilbert</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1997</td>\n",
       "      <td>1998</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>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>791.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>928.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>928</td>\n",
       "      <td>701</td>\n",
       "      <td>0</td>\n",
       "      <td>1629</td>\n",
       "      <td>0.0</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>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>482.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>212</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>189900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>9978</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Gilbert</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>20.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>602.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>324.0</td>\n",
       "      <td>926.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>926</td>\n",
       "      <td>678</td>\n",
       "      <td>0</td>\n",
       "      <td>1604</td>\n",
       "      <td>0.0</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>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>360</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>195500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>120</td>\n",
       "      <td>RL</td>\n",
       "      <td>4920</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>StoneBr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>1Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</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>616.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>722.0</td>\n",
       "      <td>1338.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1338</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1338</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>582.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>170</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>213500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>120</td>\n",
       "      <td>RL</td>\n",
       "      <td>5005</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>HLS</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>StoneBr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>1Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1992</td>\n",
       "      <td>1992</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</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>ALQ</td>\n",
       "      <td>263.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1017.0</td>\n",
       "      <td>1280.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1280</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1280</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>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2.0</td>\n",
       "      <td>506.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>144</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>191500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>120</td>\n",
       "      <td>RL</td>\n",
       "      <td>5389</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>StoneBr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>1Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1995</td>\n",
       "      <td>1996</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</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>1180.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>415.0</td>\n",
       "      <td>1595.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1616</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1616</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1995.0</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>237</td>\n",
       "      <td>152</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>236500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>7500</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Gilbert</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>1999</td>\n",
       "      <td>1999</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>PConc</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>994.0</td>\n",
       "      <td>994.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1028</td>\n",
       "      <td>776</td>\n",
       "      <td>0</td>\n",
       "      <td>1804</td>\n",
       "      <td>0.0</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>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>442.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>140</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>189000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>10000</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Gilbert</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1993</td>\n",
       "      <td>1994</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</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>763.0</td>\n",
       "      <td>763.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>763</td>\n",
       "      <td>892</td>\n",
       "      <td>0</td>\n",
       "      <td>1655</td>\n",
       "      <td>0.0</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>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>157</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>175900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>7980</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Gilbert</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>1992</td>\n",
       "      <td>2007</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>935.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>1168.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1187</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1187</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>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>420.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>483</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>500</td>\n",
       "      <td>3</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>185000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>8402</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Gilbert</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</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>PConc</td>\n",
       "      <td>Gd</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>789.0</td>\n",
       "      <td>789.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>789</td>\n",
       "      <td>676</td>\n",
       "      <td>0</td>\n",
       "      <td>1465</td>\n",
       "      <td>0.0</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>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>75</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>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>180400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>10176</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Gilbert</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1990</td>\n",
       "      <td>1990</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>637.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>663.0</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1341</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1341</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2.0</td>\n",
       "      <td>506.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>192</td>\n",
       "      <td>0</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>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>171500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>120</td>\n",
       "      <td>RL</td>\n",
       "      <td>6820</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>StoneBr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>1Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1985</td>\n",
       "      <td>1985</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</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>368.0</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>1120.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1488.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1502</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1502</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>Gd</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2.0</td>\n",
       "      <td>528.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>212000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>53504</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR2</td>\n",
       "      <td>HLS</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>CulDSac</td>\n",
       "      <td>Mod</td>\n",
       "      <td>StoneBr</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>2003</td>\n",
       "      <td>2003</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>603.0</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>1416.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>234.0</td>\n",
       "      <td>1650.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1690</td>\n",
       "      <td>1589</td>\n",
       "      <td>0</td>\n",
       "      <td>3279</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Ex</td>\n",
       "      <td>12</td>\n",
       "      <td>Mod</td>\n",
       "      <td>1</td>\n",
       "      <td>BuiltIn</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>3.0</td>\n",
       "      <td>841.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>503</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>210</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>538000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>50</td>\n",
       "      <td>RL</td>\n",
       "      <td>12134</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Bnk</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Mod</td>\n",
       "      <td>Gilbert</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1.5Fin</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>1988</td>\n",
       "      <td>2005</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Wood</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>427.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>559.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1080</td>\n",
       "      <td>672</td>\n",
       "      <td>0</td>\n",
       "      <td>1752</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Basment</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2.0</td>\n",
       "      <td>492.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>325</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>164000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>11394</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>StoneBr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>2010</td>\n",
       "      <td>2010</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>350.0</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>1445.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>411.0</td>\n",
       "      <td>1856.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1856</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1856</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>Ex</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>3.0</td>\n",
       "      <td>834.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>113</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>New</td>\n",
       "      <td>Partial</td>\n",
       "      <td>394432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>19138</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Gilbert</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1951</td>\n",
       "      <td>1951</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>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>LwQ</td>\n",
       "      <td>120.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>744.0</td>\n",
       "      <td>864.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>864</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>864</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1951.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2.0</td>\n",
       "      <td>400.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>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>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>141000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>13175</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NWAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1978</td>\n",
       "      <td>1988</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Stone</td>\n",
       "      <td>119.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>790.0</td>\n",
       "      <td>Rec</td>\n",
       "      <td>163.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>1542.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>2073</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2073</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>TA</td>\n",
       "      <td>7</td>\n",
       "      <td>Min1</td>\n",
       "      <td>2</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1978.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>349</td>\n",
       "      <td>0</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>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>210000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>11751</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NWAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1977</td>\n",
       "      <td>1977</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>480.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>705.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1139.0</td>\n",
       "      <td>1844.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1844</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1844</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2.0</td>\n",
       "      <td>546.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>122</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>2010</td>\n",
       "      <td>COD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>190000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>85</td>\n",
       "      <td>RL</td>\n",
       "      <td>10625</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NWAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>SFoyer</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>1974</td>\n",
       "      <td>1974</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>81.0</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>GLQ</td>\n",
       "      <td>885.0</td>\n",
       "      <td>LwQ</td>\n",
       "      <td>168.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1053.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1173</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1173</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>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1974.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2.0</td>\n",
       "      <td>528.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>120</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>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Family</td>\n",
       "      <td>170000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>60</td>\n",
       "      <td>FV</td>\n",
       "      <td>7500</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</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>2Story</td>\n",
       "      <td>7</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>None</td>\n",
       "      <td>0.0</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>533.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>814.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>814</td>\n",
       "      <td>860</td>\n",
       "      <td>0</td>\n",
       "      <td>1674</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>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2.0</td>\n",
       "      <td>663.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>96</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>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>216000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>11241</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>CulDSac</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>180.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>578.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>426.0</td>\n",
       "      <td>1004.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1004</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1004</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>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>Fin</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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>700</td>\n",
       "      <td>3</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>149000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>12537</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>CulDSac</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1971</td>\n",
       "      <td>2008</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>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>734.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>344.0</td>\n",
       "      <td>1078.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1078</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1078</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</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>Attchd</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>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>4</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>149900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1968</td>\n",
       "      <td>1968</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>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>775.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>1056.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1056</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1056</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>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1.0</td>\n",
       "      <td>304.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>184</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>142000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>8400</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>804.0</td>\n",
       "      <td>Rec</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>882.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>882</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>882</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>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>525.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>240</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>126000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>10500</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1971</td>\n",
       "      <td>1971</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>432.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>432.0</td>\n",
       "      <td>864.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>864</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>864</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Y</td>\n",
       "      <td>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>4</td>\n",
       "      <td>2010</td>\n",
       "      <td>ConLI</td>\n",
       "      <td>Normal</td>\n",
       "      <td>115000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>120</td>\n",
       "      <td>RH</td>\n",
       "      <td>5858</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>1Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1999</td>\n",
       "      <td>1999</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>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>1051.0</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>0.0</td>\n",
       "      <td>354.0</td>\n",
       "      <td>1405.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1337</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1337</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>511.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>203</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>184000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>160</td>\n",
       "      <td>RM</td>\n",
       "      <td>1680</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>BrDale</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Twnhs</td>\n",
       "      <td>2Story</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1971</td>\n",
       "      <td>1971</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>504.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
       "      <td>156.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>483.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>483</td>\n",
       "      <td>504</td>\n",
       "      <td>0</td>\n",
       "      <td>987</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>275</td>\n",
       "      <td>0</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>2010</td>\n",
       "      <td>COD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>96000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2900</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>13618</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Timber</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>2005</td>\n",
       "      <td>2006</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>198.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>1350.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>378.0</td>\n",
       "      <td>1728.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1960</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1960</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>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>3.0</td>\n",
       "      <td>714.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>172</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2006</td>\n",
       "      <td>New</td>\n",
       "      <td>Partial</td>\n",
       "      <td>320000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2901</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>11443</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Timber</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>2005</td>\n",
       "      <td>2006</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>208.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>1460.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>408.0</td>\n",
       "      <td>1868.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>2028</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2028</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3.0</td>\n",
       "      <td>880.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>326</td>\n",
       "      <td>66</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2006</td>\n",
       "      <td>New</td>\n",
       "      <td>Partial</td>\n",
       "      <td>369900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2902</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>11577</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Timber</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>2005</td>\n",
       "      <td>2006</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>382.0</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>1455.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>383.0</td>\n",
       "      <td>1838.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1838</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1838</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>Ex</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>3.0</td>\n",
       "      <td>682.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>161</td>\n",
       "      <td>225</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>2006</td>\n",
       "      <td>New</td>\n",
       "      <td>Partial</td>\n",
       "      <td>359900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2903</th>\n",
       "      <td>20</td>\n",
       "      <td>A (agr)</td>\n",
       "      <td>31250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>Artery</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1951</td>\n",
       "      <td>1951</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Fa</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>FuseA</td>\n",
       "      <td>1600</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1600</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Mod</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1951.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>Fa</td>\n",
       "      <td>TA</td>\n",
       "      <td>N</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>135</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>81500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2904</th>\n",
       "      <td>90</td>\n",
       "      <td>RM</td>\n",
       "      <td>7020</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>SFoyer</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1997</td>\n",
       "      <td>1997</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>200.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>1243.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1288.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1368</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1368</td>\n",
       "      <td>2.0</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>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>4.0</td>\n",
       "      <td>784.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>215000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2905</th>\n",
       "      <td>120</td>\n",
       "      <td>RM</td>\n",
       "      <td>4500</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Twnhs</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>116.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>897.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>1216.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1216</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2.0</td>\n",
       "      <td>402.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>125</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>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>164000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2906</th>\n",
       "      <td>120</td>\n",
       "      <td>RM</td>\n",
       "      <td>4500</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1998</td>\n",
       "      <td>1998</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>443.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Gd</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>1201.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1237.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1337</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1337</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>153500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2907</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>17217</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</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>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006</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>PConc</td>\n",
       "      <td>Gd</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>1140.0</td>\n",
       "      <td>1140.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1140</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Y</td>\n",
       "      <td>36</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>84500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2908</th>\n",
       "      <td>160</td>\n",
       "      <td>RM</td>\n",
       "      <td>2665</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>MeadowV</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>2Story</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1977</td>\n",
       "      <td>1977</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>616</td>\n",
       "      <td>688</td>\n",
       "      <td>0</td>\n",
       "      <td>1304</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>BuiltIn</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>1.0</td>\n",
       "      <td>336.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>141</td>\n",
       "      <td>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>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>104500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2909</th>\n",
       "      <td>160</td>\n",
       "      <td>RM</td>\n",
       "      <td>2665</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>MeadowV</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>2Story</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1977</td>\n",
       "      <td>1977</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>548.0</td>\n",
       "      <td>Rec</td>\n",
       "      <td>173.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>757.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>925</td>\n",
       "      <td>550</td>\n",
       "      <td>0</td>\n",
       "      <td>1475</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>1.0</td>\n",
       "      <td>336.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>104</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>127000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2910</th>\n",
       "      <td>160</td>\n",
       "      <td>RM</td>\n",
       "      <td>3964</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>MeadowV</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>2Story</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1973</td>\n",
       "      <td>1973</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</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>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>837.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1291</td>\n",
       "      <td>1230</td>\n",
       "      <td>0</td>\n",
       "      <td>2521</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>10</td>\n",
       "      <td>Maj1</td>\n",
       "      <td>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>728</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>151400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2911</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>10172</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</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>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>1968</td>\n",
       "      <td>2003</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>441.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>423.0</td>\n",
       "      <td>864.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>874</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>874</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>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>1.0</td>\n",
       "      <td>288.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>126500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2912</th>\n",
       "      <td>90</td>\n",
       "      <td>RL</td>\n",
       "      <td>11836</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>149.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1503.0</td>\n",
       "      <td>1652.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1652</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1652</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>2Types</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>3.0</td>\n",
       "      <td>928.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>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>3</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>146500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2913</th>\n",
       "      <td>180</td>\n",
       "      <td>RM</td>\n",
       "      <td>1470</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>MeadowV</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Twnhs</td>\n",
       "      <td>SFoyer</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</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>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>522.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>630.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>630</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>630</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>3</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Y</td>\n",
       "      <td>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>4</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>73000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2914</th>\n",
       "      <td>160</td>\n",
       "      <td>RM</td>\n",
       "      <td>1484</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>MeadowV</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>2Story</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1972</td>\n",
       "      <td>1972</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
       "      <td>252.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>546.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>0</td>\n",
       "      <td>1092</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1972.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1.0</td>\n",
       "      <td>253.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Fa</td>\n",
       "      <td>Y</td>\n",
       "      <td>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>5</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>79400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2915</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>13384</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Mod</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1969</td>\n",
       "      <td>1979</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>194.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>Rec</td>\n",
       "      <td>119.0</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>344.0</td>\n",
       "      <td>641.0</td>\n",
       "      <td>1104.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Fa</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1360</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1360</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>TA</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1969.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>1.0</td>\n",
       "      <td>336.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>160</td>\n",
       "      <td>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>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2916</th>\n",
       "      <td>180</td>\n",
       "      <td>RM</td>\n",
       "      <td>1533</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>MeadowV</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Twnhs</td>\n",
       "      <td>SFoyer</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</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>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>553.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>630.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>630</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>630</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Ex</td>\n",
       "      <td>3</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Y</td>\n",
       "      <td>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>8</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>92000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2917</th>\n",
       "      <td>160</td>\n",
       "      <td>RM</td>\n",
       "      <td>1533</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>MeadowV</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Twnhs</td>\n",
       "      <td>2Story</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
       "      <td>408.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>138.0</td>\n",
       "      <td>546.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>0</td>\n",
       "      <td>1092</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>CarPort</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1.0</td>\n",
       "      <td>286.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>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>12</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>87550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2918</th>\n",
       "      <td>160</td>\n",
       "      <td>RM</td>\n",
       "      <td>1526</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>MeadowV</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Twnhs</td>\n",
       "      <td>2Story</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</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>546.0</td>\n",
       "      <td>546.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>0</td>\n",
       "      <td>1092</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>79500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2919</th>\n",
       "      <td>160</td>\n",
       "      <td>RM</td>\n",
       "      <td>1936</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>MeadowV</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Twnhs</td>\n",
       "      <td>2Story</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</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>546.0</td>\n",
       "      <td>546.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>0</td>\n",
       "      <td>1092</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Y</td>\n",
       "      <td>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>6</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>90500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2920</th>\n",
       "      <td>160</td>\n",
       "      <td>RM</td>\n",
       "      <td>1894</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>MeadowV</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>2Story</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
       "      <td>252.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>546.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>0</td>\n",
       "      <td>1092</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>CarPort</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1.0</td>\n",
       "      <td>286.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>71000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2921</th>\n",
       "      <td>90</td>\n",
       "      <td>RL</td>\n",
       "      <td>12640</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1976</td>\n",
       "      <td>1976</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Rec</td>\n",
       "      <td>936.0</td>\n",
       "      <td>LwQ</td>\n",
       "      <td>396.0</td>\n",
       "      <td>396.0</td>\n",
       "      <td>1728.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1728</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1728</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2.0</td>\n",
       "      <td>574.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>150900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2922</th>\n",
       "      <td>90</td>\n",
       "      <td>RL</td>\n",
       "      <td>9297</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1976</td>\n",
       "      <td>1976</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>1606.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>1728.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1728</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1728</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2.0</td>\n",
       "      <td>560.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>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>7</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Family</td>\n",
       "      <td>188000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2923</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>17400</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Low</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Mod</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1977</td>\n",
       "      <td>1977</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>936.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>1126.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Fa</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1126</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1126</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>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1977.0</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>P</td>\n",
       "      <td>295</td>\n",
       "      <td>41</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>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>160000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2924</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>20000</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</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>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>1960</td>\n",
       "      <td>1996</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>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>1224.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1224.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1224</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1224</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2.0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>474</td>\n",
       "      <td>0</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>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>131000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2925</th>\n",
       "      <td>80</td>\n",
       "      <td>RL</td>\n",
       "      <td>7937</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>CulDSac</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>SLvl</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1984</td>\n",
       "      <td>1984</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>819.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>184.0</td>\n",
       "      <td>1003.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1003</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1003</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>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2.0</td>\n",
       "      <td>588.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>120</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>142500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2926</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>8885</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Low</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Mod</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1983</td>\n",
       "      <td>1983</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</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>Av</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>301.0</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>324.0</td>\n",
       "      <td>239.0</td>\n",
       "      <td>864.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>902</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>902</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>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1983.0</td>\n",
       "      <td>Unf</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>164</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>131000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2927</th>\n",
       "      <td>85</td>\n",
       "      <td>RL</td>\n",
       "      <td>10441</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</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>SFoyer</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1992</td>\n",
       "      <td>1992</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</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>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>337.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>575.0</td>\n",
       "      <td>912.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>970</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>970</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</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>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Y</td>\n",
       "      <td>80</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>700</td>\n",
       "      <td>7</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>132000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2928</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>10010</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Mod</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1974</td>\n",
       "      <td>1975</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</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>Av</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>1071.0</td>\n",
       "      <td>LwQ</td>\n",
       "      <td>123.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>1389.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1389</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1389</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>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>240</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>170000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2929</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>9627</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Mod</td>\n",
       "      <td>Mitchel</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>1993</td>\n",
       "      <td>1994</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>94.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>LwQ</td>\n",
       "      <td>758.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>996.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>996</td>\n",
       "      <td>1004</td>\n",
       "      <td>0</td>\n",
       "      <td>2000</td>\n",
       "      <td>0.0</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>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>3.0</td>\n",
       "      <td>650.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>190</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>188000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2930 rows × 74 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      MS SubClass MS Zoning  Lot Area Street Lot Shape Land Contour Utilities  \\\n",
       "0              20        RL     31770   Pave       IR1          Lvl    AllPub   \n",
       "1              20        RH     11622   Pave       Reg          Lvl    AllPub   \n",
       "2              20        RL     14267   Pave       IR1          Lvl    AllPub   \n",
       "3              20        RL     11160   Pave       Reg          Lvl    AllPub   \n",
       "4              60        RL     13830   Pave       IR1          Lvl    AllPub   \n",
       "5              60        RL      9978   Pave       IR1          Lvl    AllPub   \n",
       "6             120        RL      4920   Pave       Reg          Lvl    AllPub   \n",
       "7             120        RL      5005   Pave       IR1          HLS    AllPub   \n",
       "8             120        RL      5389   Pave       IR1          Lvl    AllPub   \n",
       "9              60        RL      7500   Pave       Reg          Lvl    AllPub   \n",
       "10             60        RL     10000   Pave       IR1          Lvl    AllPub   \n",
       "11             20        RL      7980   Pave       IR1          Lvl    AllPub   \n",
       "12             60        RL      8402   Pave       IR1          Lvl    AllPub   \n",
       "13             20        RL     10176   Pave       Reg          Lvl    AllPub   \n",
       "14            120        RL      6820   Pave       IR1          Lvl    AllPub   \n",
       "15             60        RL     53504   Pave       IR2          HLS    AllPub   \n",
       "16             50        RL     12134   Pave       IR1          Bnk    AllPub   \n",
       "17             20        RL     11394   Pave       Reg          Lvl    AllPub   \n",
       "18             20        RL     19138   Pave       Reg          Lvl    AllPub   \n",
       "19             20        RL     13175   Pave       Reg          Lvl    AllPub   \n",
       "20             20        RL     11751   Pave       IR1          Lvl    AllPub   \n",
       "21             85        RL     10625   Pave       Reg          Lvl    AllPub   \n",
       "22             60        FV      7500   Pave       Reg          Lvl    AllPub   \n",
       "23             20        RL     11241   Pave       IR1          Lvl    AllPub   \n",
       "24             20        RL     12537   Pave       IR1          Lvl    AllPub   \n",
       "25             20        RL      8450   Pave       Reg          Lvl    AllPub   \n",
       "26             20        RL      8400   Pave       Reg          Lvl    AllPub   \n",
       "27             20        RL     10500   Pave       Reg          Lvl    AllPub   \n",
       "28            120        RH      5858   Pave       IR1          Lvl    AllPub   \n",
       "29            160        RM      1680   Pave       Reg          Lvl    AllPub   \n",
       "...           ...       ...       ...    ...       ...          ...       ...   \n",
       "2900           20        RL     13618   Pave       Reg          Lvl    AllPub   \n",
       "2901           20        RL     11443   Pave       Reg          Lvl    AllPub   \n",
       "2902           20        RL     11577   Pave       Reg          Lvl    AllPub   \n",
       "2903           20   A (agr)     31250   Pave       Reg          Lvl    AllPub   \n",
       "2904           90        RM      7020   Pave       Reg          Lvl    AllPub   \n",
       "2905          120        RM      4500   Pave       Reg          Lvl    AllPub   \n",
       "2906          120        RM      4500   Pave       Reg          Lvl    AllPub   \n",
       "2907           20        RL     17217   Pave       Reg          Lvl    AllPub   \n",
       "2908          160        RM      2665   Pave       Reg          Lvl    AllPub   \n",
       "2909          160        RM      2665   Pave       Reg          Lvl    AllPub   \n",
       "2910          160        RM      3964   Pave       Reg          Lvl    AllPub   \n",
       "2911           20        RL     10172   Pave       IR1          Lvl    AllPub   \n",
       "2912           90        RL     11836   Pave       IR1          Lvl    AllPub   \n",
       "2913          180        RM      1470   Pave       Reg          Lvl    AllPub   \n",
       "2914          160        RM      1484   Pave       Reg          Lvl    AllPub   \n",
       "2915           20        RL     13384   Pave       Reg          Lvl    AllPub   \n",
       "2916          180        RM      1533   Pave       Reg          Lvl    AllPub   \n",
       "2917          160        RM      1533   Pave       Reg          Lvl    AllPub   \n",
       "2918          160        RM      1526   Pave       Reg          Lvl    AllPub   \n",
       "2919          160        RM      1936   Pave       Reg          Lvl    AllPub   \n",
       "2920          160        RM      1894   Pave       Reg          Lvl    AllPub   \n",
       "2921           90        RL     12640   Pave       IR1          Lvl    AllPub   \n",
       "2922           90        RL      9297   Pave       Reg          Lvl    AllPub   \n",
       "2923           20        RL     17400   Pave       Reg          Low    AllPub   \n",
       "2924           20        RL     20000   Pave       Reg          Lvl    AllPub   \n",
       "2925           80        RL      7937   Pave       IR1          Lvl    AllPub   \n",
       "2926           20        RL      8885   Pave       IR1          Low    AllPub   \n",
       "2927           85        RL     10441   Pave       Reg          Lvl    AllPub   \n",
       "2928           20        RL     10010   Pave       Reg          Lvl    AllPub   \n",
       "2929           60        RL      9627   Pave       Reg          Lvl    AllPub   \n",
       "\n",
       "     Lot Config Land Slope Neighborhood Condition 1 Condition 2 Bldg Type  \\\n",
       "0        Corner        Gtl        NAmes        Norm        Norm      1Fam   \n",
       "1        Inside        Gtl        NAmes       Feedr        Norm      1Fam   \n",
       "2        Corner        Gtl        NAmes        Norm        Norm      1Fam   \n",
       "3        Corner        Gtl        NAmes        Norm        Norm      1Fam   \n",
       "4        Inside        Gtl      Gilbert        Norm        Norm      1Fam   \n",
       "5        Inside        Gtl      Gilbert        Norm        Norm      1Fam   \n",
       "6        Inside        Gtl      StoneBr        Norm        Norm    TwnhsE   \n",
       "7        Inside        Gtl      StoneBr        Norm        Norm    TwnhsE   \n",
       "8        Inside        Gtl      StoneBr        Norm        Norm    TwnhsE   \n",
       "9        Inside        Gtl      Gilbert        Norm        Norm      1Fam   \n",
       "10       Corner        Gtl      Gilbert        Norm        Norm      1Fam   \n",
       "11       Inside        Gtl      Gilbert        Norm        Norm      1Fam   \n",
       "12       Inside        Gtl      Gilbert        Norm        Norm      1Fam   \n",
       "13       Inside        Gtl      Gilbert        Norm        Norm      1Fam   \n",
       "14       Corner        Gtl      StoneBr        Norm        Norm    TwnhsE   \n",
       "15      CulDSac        Mod      StoneBr        Norm        Norm      1Fam   \n",
       "16       Inside        Mod      Gilbert        Norm        Norm      1Fam   \n",
       "17       Corner        Gtl      StoneBr        Norm        Norm      1Fam   \n",
       "18       Corner        Gtl      Gilbert        Norm        Norm      1Fam   \n",
       "19       Inside        Gtl       NWAmes        Norm        Norm      1Fam   \n",
       "20       Inside        Gtl       NWAmes        Norm        Norm      1Fam   \n",
       "21       Inside        Gtl       NWAmes        Norm        Norm      1Fam   \n",
       "22       Inside        Gtl      Somerst        Norm        Norm      1Fam   \n",
       "23      CulDSac        Gtl        NAmes        Norm        Norm      1Fam   \n",
       "24      CulDSac        Gtl        NAmes        Norm        Norm      1Fam   \n",
       "25       Inside        Gtl        NAmes        Norm        Norm      1Fam   \n",
       "26       Corner        Gtl        NAmes        Norm        Norm      1Fam   \n",
       "27          FR2        Gtl        NAmes        Norm        Norm      1Fam   \n",
       "28          FR2        Gtl        NAmes        Norm        Norm    TwnhsE   \n",
       "29       Inside        Gtl       BrDale        Norm        Norm     Twnhs   \n",
       "...         ...        ...          ...         ...         ...       ...   \n",
       "2900     Corner        Gtl       Timber        Norm        Norm      1Fam   \n",
       "2901     Inside        Gtl       Timber        Norm        Norm      1Fam   \n",
       "2902     Inside        Gtl       Timber        Norm        Norm      1Fam   \n",
       "2903     Inside        Gtl      Mitchel      Artery        Norm      1Fam   \n",
       "2904     Inside        Gtl      Mitchel        Norm        Norm    Duplex   \n",
       "2905        FR2        Gtl      Mitchel        Norm        Norm     Twnhs   \n",
       "2906        FR2        Gtl      Mitchel        Norm        Norm    TwnhsE   \n",
       "2907     Inside        Gtl      Mitchel        Norm        Norm      1Fam   \n",
       "2908     Inside        Gtl      MeadowV        Norm        Norm    TwnhsE   \n",
       "2909     Inside        Gtl      MeadowV        Norm        Norm    TwnhsE   \n",
       "2910     Inside        Gtl      MeadowV        Norm        Norm    TwnhsE   \n",
       "2911     Inside        Gtl      Mitchel        Norm        Norm      1Fam   \n",
       "2912     Corner        Gtl      Mitchel        Norm        Norm    Duplex   \n",
       "2913     Inside        Gtl      MeadowV        Norm        Norm     Twnhs   \n",
       "2914     Inside        Gtl      MeadowV        Norm        Norm    TwnhsE   \n",
       "2915     Inside        Mod      Mitchel        Norm        Norm      1Fam   \n",
       "2916     Inside        Gtl      MeadowV        Norm        Norm     Twnhs   \n",
       "2917     Inside        Gtl      MeadowV        Norm        Norm     Twnhs   \n",
       "2918     Inside        Gtl      MeadowV        Norm        Norm     Twnhs   \n",
       "2919     Inside        Gtl      MeadowV        Norm        Norm     Twnhs   \n",
       "2920     Inside        Gtl      MeadowV        Norm        Norm    TwnhsE   \n",
       "2921     Inside        Gtl      Mitchel        Norm        Norm    Duplex   \n",
       "2922     Inside        Gtl      Mitchel        Norm        Norm    Duplex   \n",
       "2923     Inside        Mod      Mitchel        Norm        Norm      1Fam   \n",
       "2924     Inside        Gtl      Mitchel        Norm        Norm      1Fam   \n",
       "2925    CulDSac        Gtl      Mitchel        Norm        Norm      1Fam   \n",
       "2926     Inside        Mod      Mitchel        Norm        Norm      1Fam   \n",
       "2927     Inside        Gtl      Mitchel        Norm        Norm      1Fam   \n",
       "2928     Inside        Mod      Mitchel        Norm        Norm      1Fam   \n",
       "2929     Inside        Mod      Mitchel        Norm        Norm      1Fam   \n",
       "\n",
       "     House Style  Overall Qual  Overall Cond  Year Built  Year Remod/Add  \\\n",
       "0         1Story             6             5        1960            1960   \n",
       "1         1Story             5             6        1961            1961   \n",
       "2         1Story             6             6        1958            1958   \n",
       "3         1Story             7             5        1968            1968   \n",
       "4         2Story             5             5        1997            1998   \n",
       "5         2Story             6             6        1998            1998   \n",
       "6         1Story             8             5        2001            2001   \n",
       "7         1Story             8             5        1992            1992   \n",
       "8         1Story             8             5        1995            1996   \n",
       "9         2Story             7             5        1999            1999   \n",
       "10        2Story             6             5        1993            1994   \n",
       "11        1Story             6             7        1992            2007   \n",
       "12        2Story             6             5        1998            1998   \n",
       "13        1Story             7             5        1990            1990   \n",
       "14        1Story             8             5        1985            1985   \n",
       "15        2Story             8             5        2003            2003   \n",
       "16        1.5Fin             8             7        1988            2005   \n",
       "17        1Story             9             2        2010            2010   \n",
       "18        1Story             4             5        1951            1951   \n",
       "19        1Story             6             6        1978            1988   \n",
       "20        1Story             6             6        1977            1977   \n",
       "21        SFoyer             7             6        1974            1974   \n",
       "22        2Story             7             5        2000            2000   \n",
       "23        1Story             6             7        1970            1970   \n",
       "24        1Story             5             6        1971            2008   \n",
       "25        1Story             5             6        1968            1968   \n",
       "26        1Story             4             5        1970            1970   \n",
       "27        1Story             4             5        1971            1971   \n",
       "28        1Story             7             5        1999            1999   \n",
       "29        2Story             6             5        1971            1971   \n",
       "...          ...           ...           ...         ...             ...   \n",
       "2900      1Story             8             5        2005            2006   \n",
       "2901      1Story             8             5        2005            2006   \n",
       "2902      1Story             9             5        2005            2006   \n",
       "2903      1Story             1             3        1951            1951   \n",
       "2904      SFoyer             7             5        1997            1997   \n",
       "2905      1Story             6             5        1998            1998   \n",
       "2906      1Story             6             5        1998            1998   \n",
       "2907      1Story             5             5        2006            2006   \n",
       "2908      2Story             5             6        1977            1977   \n",
       "2909      2Story             5             6        1977            1977   \n",
       "2910      2Story             6             4        1973            1973   \n",
       "2911      1Story             5             7        1968            2003   \n",
       "2912      1Story             5             5        1970            1970   \n",
       "2913      SFoyer             4             6        1970            1970   \n",
       "2914      2Story             4             4        1972            1972   \n",
       "2915      1Story             5             5        1969            1979   \n",
       "2916      SFoyer             5             7        1970            1970   \n",
       "2917      2Story             4             5        1970            1970   \n",
       "2918      2Story             4             5        1970            1970   \n",
       "2919      2Story             4             7        1970            1970   \n",
       "2920      2Story             4             5        1970            1970   \n",
       "2921      1Story             6             5        1976            1976   \n",
       "2922      1Story             5             5        1976            1976   \n",
       "2923      1Story             5             5        1977            1977   \n",
       "2924      1Story             5             7        1960            1996   \n",
       "2925        SLvl             6             6        1984            1984   \n",
       "2926      1Story             5             5        1983            1983   \n",
       "2927      SFoyer             5             5        1992            1992   \n",
       "2928      1Story             5             5        1974            1975   \n",
       "2929      2Story             7             5        1993            1994   \n",
       "\n",
       "     Roof Style Roof Matl Exterior 1st Exterior 2nd Mas Vnr Type  \\\n",
       "0           Hip   CompShg      BrkFace      Plywood        Stone   \n",
       "1         Gable   CompShg      VinylSd      VinylSd         None   \n",
       "2           Hip   CompShg      Wd Sdng      Wd Sdng      BrkFace   \n",
       "3           Hip   CompShg      BrkFace      BrkFace         None   \n",
       "4         Gable   CompShg      VinylSd      VinylSd         None   \n",
       "5         Gable   CompShg      VinylSd      VinylSd      BrkFace   \n",
       "6         Gable   CompShg      CemntBd      CmentBd         None   \n",
       "7         Gable   CompShg      HdBoard      HdBoard         None   \n",
       "8         Gable   CompShg      CemntBd      CmentBd         None   \n",
       "9         Gable   CompShg      VinylSd      VinylSd         None   \n",
       "10        Gable   CompShg      HdBoard      HdBoard         None   \n",
       "11        Gable   CompShg      HdBoard      HdBoard         None   \n",
       "12        Gable   CompShg      VinylSd      VinylSd         None   \n",
       "13        Gable   CompShg      HdBoard      HdBoard         None   \n",
       "14        Gable   CompShg      HdBoard      HdBoard         None   \n",
       "15          Hip   CompShg      CemntBd      Wd Shng      BrkFace   \n",
       "16        Gable   CompShg      Wd Sdng      Wd Sdng         None   \n",
       "17          Hip   CompShg      VinylSd      VinylSd        Stone   \n",
       "18        Gable   CompShg      VinylSd      VinylSd         None   \n",
       "19        Gable   CompShg      Plywood      Plywood        Stone   \n",
       "20          Hip   CompShg      Plywood      Plywood      BrkFace   \n",
       "21        Gable   CompShg      Plywood      Plywood      BrkFace   \n",
       "22        Gable   CompShg      VinylSd      VinylSd         None   \n",
       "23        Gable   CompShg      Wd Sdng      Wd Sdng      BrkFace   \n",
       "24        Gable   CompShg      VinylSd      VinylSd         None   \n",
       "25        Gable   CompShg      VinylSd      VinylSd         None   \n",
       "26        Gable   CompShg      Plywood      Plywood         None   \n",
       "27        Gable   CompShg      HdBoard      HdBoard         None   \n",
       "28        Gable   CompShg      MetalSd      MetalSd         None   \n",
       "29        Gable   CompShg      HdBoard      HdBoard      BrkFace   \n",
       "...         ...       ...          ...          ...          ...   \n",
       "2900      Gable   CompShg      VinylSd      VinylSd        Stone   \n",
       "2901        Hip   CompShg      VinylSd      VinylSd      BrkFace   \n",
       "2902        Hip   CompShg      VinylSd      VinylSd      BrkFace   \n",
       "2903      Gable   CompShg       CBlock      VinylSd         None   \n",
       "2904      Gable   CompShg      MetalSd      MetalSd      BrkFace   \n",
       "2905        Hip   CompShg      VinylSd      VinylSd      BrkFace   \n",
       "2906        Hip   CompShg      VinylSd      VinylSd      BrkFace   \n",
       "2907      Gable   CompShg      VinylSd      VinylSd         None   \n",
       "2908      Gable   CompShg      CemntBd      CmentBd         None   \n",
       "2909      Gable   CompShg      CemntBd      CmentBd         None   \n",
       "2910      Gable   CompShg      CemntBd      CmentBd         None   \n",
       "2911      Gable   CompShg      Plywood      Plywood         None   \n",
       "2912      Gable   CompShg      Plywood      Plywood         None   \n",
       "2913      Gable   CompShg      CemntBd      CmentBd         None   \n",
       "2914      Gable   CompShg      CemntBd      CmentBd         None   \n",
       "2915      Gable   CompShg      Plywood      Plywood      BrkFace   \n",
       "2916      Gable   CompShg      CemntBd      CmentBd         None   \n",
       "2917      Gable   CompShg      CemntBd      CmentBd         None   \n",
       "2918      Gable   CompShg      CemntBd      CmentBd         None   \n",
       "2919      Gable   CompShg      CemntBd      CmentBd         None   \n",
       "2920      Gable   CompShg      CemntBd      CmentBd         None   \n",
       "2921      Gable   CompShg      Plywood      Plywood         None   \n",
       "2922      Gable   CompShg      Plywood      Plywood         None   \n",
       "2923      Gable   CompShg      BrkFace      BrkFace         None   \n",
       "2924      Gable   CompShg      VinylSd      VinylSd         None   \n",
       "2925      Gable   CompShg      HdBoard      HdBoard         None   \n",
       "2926      Gable   CompShg      HdBoard      HdBoard         None   \n",
       "2927      Gable   CompShg      HdBoard      Wd Shng         None   \n",
       "2928      Gable   CompShg      HdBoard      HdBoard         None   \n",
       "2929      Gable   CompShg      HdBoard      HdBoard      BrkFace   \n",
       "\n",
       "      Mas Vnr Area Exter Qual Exter Cond Foundation Bsmt Qual Bsmt Cond  \\\n",
       "0            112.0         TA         TA     CBlock        TA        Gd   \n",
       "1              0.0         TA         TA     CBlock        TA        TA   \n",
       "2            108.0         TA         TA     CBlock        TA        TA   \n",
       "3              0.0         Gd         TA     CBlock        TA        TA   \n",
       "4              0.0         TA         TA      PConc        Gd        TA   \n",
       "5             20.0         TA         TA      PConc        TA        TA   \n",
       "6              0.0         Gd         TA      PConc        Gd        TA   \n",
       "7              0.0         Gd         TA      PConc        Gd        TA   \n",
       "8              0.0         Gd         TA      PConc        Gd        TA   \n",
       "9              0.0         TA         TA      PConc        TA        TA   \n",
       "10             0.0         TA         TA      PConc        Gd        TA   \n",
       "11             0.0         TA         Gd      PConc        Gd        TA   \n",
       "12             0.0         TA         TA      PConc        Gd        TA   \n",
       "13             0.0         TA         TA      PConc        Gd        TA   \n",
       "14             0.0         Gd         TA      PConc        Gd        TA   \n",
       "15           603.0         Ex         TA      PConc        Gd        TA   \n",
       "16             0.0         Gd         TA       Wood        Gd        TA   \n",
       "17           350.0         Gd         TA      PConc        Ex        TA   \n",
       "18             0.0         TA         TA     CBlock        TA        TA   \n",
       "19           119.0         TA         TA     CBlock        Gd        TA   \n",
       "20           480.0         TA         TA     CBlock        Gd        TA   \n",
       "21            81.0         TA         TA     CBlock        Gd        TA   \n",
       "22             0.0         Gd         TA      PConc        Gd        TA   \n",
       "23           180.0         TA         TA     CBlock        TA        TA   \n",
       "24             0.0         TA         TA     CBlock        TA        TA   \n",
       "25             0.0         TA         TA     CBlock        TA        TA   \n",
       "26             0.0         TA         TA     CBlock        TA        TA   \n",
       "27             0.0         TA         TA     CBlock        TA        TA   \n",
       "28             0.0         Gd         TA      PConc        Gd        TA   \n",
       "29           504.0         TA         TA     CBlock        TA        TA   \n",
       "...            ...        ...        ...        ...       ...       ...   \n",
       "2900         198.0         Gd         TA      PConc        Ex        Gd   \n",
       "2901         208.0         Gd         TA      PConc        Ex        TA   \n",
       "2902         382.0         Ex         TA      PConc        Gd        TA   \n",
       "2903           0.0         TA         Fa     CBlock       NaN       NaN   \n",
       "2904         200.0         TA         Gd      PConc        Gd        TA   \n",
       "2905         116.0         TA         TA      PConc        Ex        TA   \n",
       "2906         443.0         TA         Gd      PConc        Ex        Gd   \n",
       "2907           0.0         TA         TA      PConc        Gd        TA   \n",
       "2908           0.0         TA         TA      PConc        Gd        TA   \n",
       "2909           0.0         TA         TA      PConc        TA        TA   \n",
       "2910           0.0         TA         TA     CBlock        Gd        TA   \n",
       "2911           0.0         TA         TA     CBlock        TA        TA   \n",
       "2912           0.0         TA         TA     CBlock        TA        TA   \n",
       "2913           0.0         TA         TA     CBlock        Gd        TA   \n",
       "2914           0.0         TA         TA     CBlock        TA        TA   \n",
       "2915         194.0         TA         TA      PConc        TA        TA   \n",
       "2916           0.0         TA         TA     CBlock        Gd        TA   \n",
       "2917           0.0         TA         TA     CBlock        TA        TA   \n",
       "2918           0.0         TA         TA     CBlock        TA        TA   \n",
       "2919           0.0         TA         TA     CBlock        TA        TA   \n",
       "2920           0.0         TA         TA     CBlock        TA        TA   \n",
       "2921           0.0         TA         TA     CBlock        TA        TA   \n",
       "2922           0.0         TA         TA     CBlock        TA        TA   \n",
       "2923           0.0         TA         TA     CBlock        TA        TA   \n",
       "2924           0.0         TA         TA     CBlock        TA        TA   \n",
       "2925           0.0         TA         TA     CBlock        TA        TA   \n",
       "2926           0.0         TA         TA     CBlock        Gd        TA   \n",
       "2927           0.0         TA         TA      PConc        Gd        TA   \n",
       "2928           0.0         TA         TA     CBlock        Gd        TA   \n",
       "2929          94.0         TA         TA      PConc        Gd        TA   \n",
       "\n",
       "     Bsmt Exposure BsmtFin Type 1  BsmtFin SF 1 BsmtFin Type 2  BsmtFin SF 2  \\\n",
       "0               Gd            BLQ         639.0            Unf           0.0   \n",
       "1               No            Rec         468.0            LwQ         144.0   \n",
       "2               No            ALQ         923.0            Unf           0.0   \n",
       "3               No            ALQ        1065.0            Unf           0.0   \n",
       "4               No            GLQ         791.0            Unf           0.0   \n",
       "5               No            GLQ         602.0            Unf           0.0   \n",
       "6               Mn            GLQ         616.0            Unf           0.0   \n",
       "7               No            ALQ         263.0            Unf           0.0   \n",
       "8               No            GLQ        1180.0            Unf           0.0   \n",
       "9               No            Unf           0.0            Unf           0.0   \n",
       "10              No            Unf           0.0            Unf           0.0   \n",
       "11              No            ALQ         935.0            Unf           0.0   \n",
       "12              No            Unf           0.0            Unf           0.0   \n",
       "13              Gd            GLQ         637.0            Unf           0.0   \n",
       "14              Av            GLQ         368.0            BLQ        1120.0   \n",
       "15              Gd            ALQ        1416.0            Unf           0.0   \n",
       "16              Av            GLQ         427.0            Unf           0.0   \n",
       "17              Av            GLQ        1445.0            Unf           0.0   \n",
       "18              No            LwQ         120.0            Unf           0.0   \n",
       "19              No            ALQ         790.0            Rec         163.0   \n",
       "20              No            BLQ         705.0            Unf           0.0   \n",
       "21              Gd            GLQ         885.0            LwQ         168.0   \n",
       "22              No            GLQ         533.0            Unf           0.0   \n",
       "23              No            ALQ         578.0            Unf           0.0   \n",
       "24              No            GLQ         734.0            Unf           0.0   \n",
       "25              No            BLQ         775.0            Unf           0.0   \n",
       "26              No            ALQ         804.0            Rec          78.0   \n",
       "27              No            ALQ         432.0            Unf           0.0   \n",
       "28              No            GLQ        1051.0            BLQ           0.0   \n",
       "29              No            Rec         156.0            Unf           0.0   \n",
       "...            ...            ...           ...            ...           ...   \n",
       "2900            Av            GLQ        1350.0            Unf           0.0   \n",
       "2901            Gd            GLQ        1460.0            Unf           0.0   \n",
       "2902            Gd            GLQ        1455.0            Unf           0.0   \n",
       "2903           NaN            NaN           0.0            NaN           0.0   \n",
       "2904            Gd            GLQ        1243.0            Unf           0.0   \n",
       "2905            No            GLQ         897.0            Unf           0.0   \n",
       "2906            No            GLQ        1201.0            Unf           0.0   \n",
       "2907            No            Unf           0.0            Unf           0.0   \n",
       "2908            Mn            Unf           0.0            Unf           0.0   \n",
       "2909            No            ALQ         548.0            Rec         173.0   \n",
       "2910            No            ALQ         837.0            Unf           0.0   \n",
       "2911            No            ALQ         441.0            Unf           0.0   \n",
       "2912            No            BLQ         149.0            Unf           0.0   \n",
       "2913            Av            GLQ         522.0            Unf           0.0   \n",
       "2914            No            Rec         252.0            Unf           0.0   \n",
       "2915            Av            Rec         119.0            BLQ         344.0   \n",
       "2916            Av            GLQ         553.0            Unf           0.0   \n",
       "2917            No            Rec         408.0            Unf           0.0   \n",
       "2918            No            Unf           0.0            Unf           0.0   \n",
       "2919            No            Unf           0.0            Unf           0.0   \n",
       "2920            No            Rec         252.0            Unf           0.0   \n",
       "2921            Gd            Rec         936.0            LwQ         396.0   \n",
       "2922            No            ALQ        1606.0            Unf           0.0   \n",
       "2923            No            ALQ         936.0            Unf           0.0   \n",
       "2924            No            ALQ        1224.0            Unf           0.0   \n",
       "2925            Av            GLQ         819.0            Unf           0.0   \n",
       "2926            Av            BLQ         301.0            ALQ         324.0   \n",
       "2927            Av            GLQ         337.0            Unf           0.0   \n",
       "2928            Av            ALQ        1071.0            LwQ         123.0   \n",
       "2929            Av            LwQ         758.0            Unf           0.0   \n",
       "\n",
       "      Bsmt Unf SF  Total Bsmt SF Heating Heating QC Central Air Electrical  \\\n",
       "0           441.0         1080.0    GasA         Fa           Y      SBrkr   \n",
       "1           270.0          882.0    GasA         TA           Y      SBrkr   \n",
       "2           406.0         1329.0    GasA         TA           Y      SBrkr   \n",
       "3          1045.0         2110.0    GasA         Ex           Y      SBrkr   \n",
       "4           137.0          928.0    GasA         Gd           Y      SBrkr   \n",
       "5           324.0          926.0    GasA         Ex           Y      SBrkr   \n",
       "6           722.0         1338.0    GasA         Ex           Y      SBrkr   \n",
       "7          1017.0         1280.0    GasA         Ex           Y      SBrkr   \n",
       "8           415.0         1595.0    GasA         Ex           Y      SBrkr   \n",
       "9           994.0          994.0    GasA         Gd           Y      SBrkr   \n",
       "10          763.0          763.0    GasA         Gd           Y      SBrkr   \n",
       "11          233.0         1168.0    GasA         Ex           Y      SBrkr   \n",
       "12          789.0          789.0    GasA         Gd           Y      SBrkr   \n",
       "13          663.0         1300.0    GasA         Gd           Y      SBrkr   \n",
       "14            0.0         1488.0    GasA         TA           Y      SBrkr   \n",
       "15          234.0         1650.0    GasA         Ex           Y      SBrkr   \n",
       "16          132.0          559.0    GasA         Gd           Y      SBrkr   \n",
       "17          411.0         1856.0    GasA         Ex           Y      SBrkr   \n",
       "18          744.0          864.0    GasA         Ex           Y      SBrkr   \n",
       "19          589.0         1542.0    GasA         TA           Y      SBrkr   \n",
       "20         1139.0         1844.0    GasA         Ex           Y      SBrkr   \n",
       "21            0.0         1053.0    GasA         TA           Y      SBrkr   \n",
       "22          281.0          814.0    GasA         Ex           Y      SBrkr   \n",
       "23          426.0         1004.0    GasA         Ex           Y      SBrkr   \n",
       "24          344.0         1078.0    GasA         Ex           Y      SBrkr   \n",
       "25          281.0         1056.0    GasA         Ex           Y      SBrkr   \n",
       "26            0.0          882.0    GasA         TA           Y      SBrkr   \n",
       "27          432.0          864.0    GasA         TA           Y      SBrkr   \n",
       "28          354.0         1405.0    GasA         Ex           Y      SBrkr   \n",
       "29          327.0          483.0    GasA         TA           Y      SBrkr   \n",
       "...           ...            ...     ...        ...         ...        ...   \n",
       "2900        378.0         1728.0    GasA         Ex           Y      SBrkr   \n",
       "2901        408.0         1868.0    GasA         Ex           Y      SBrkr   \n",
       "2902        383.0         1838.0    GasA         Ex           Y      SBrkr   \n",
       "2903          0.0            0.0    GasA         TA           Y      FuseA   \n",
       "2904         45.0         1288.0    GasA         Gd           Y      SBrkr   \n",
       "2905        319.0         1216.0    GasA         Ex           Y      SBrkr   \n",
       "2906         36.0         1237.0    GasA         Ex           Y      SBrkr   \n",
       "2907       1140.0         1140.0    GasA         Ex           Y      SBrkr   \n",
       "2908        264.0          264.0    GasA         TA           Y      SBrkr   \n",
       "2909         36.0          757.0    GasA         Ex           Y      SBrkr   \n",
       "2910        105.0          942.0    GasA         Gd           Y      SBrkr   \n",
       "2911        423.0          864.0    GasA         Ex           Y      SBrkr   \n",
       "2912       1503.0         1652.0    GasA         TA           Y      SBrkr   \n",
       "2913        108.0          630.0    GasA         TA           Y      SBrkr   \n",
       "2914        294.0          546.0    GasA         TA           Y      SBrkr   \n",
       "2915        641.0         1104.0    GasA         Fa           Y      SBrkr   \n",
       "2916         77.0          630.0    GasA         Ex           Y      SBrkr   \n",
       "2917        138.0          546.0    GasA         TA           Y      SBrkr   \n",
       "2918        546.0          546.0    GasA         TA           Y      SBrkr   \n",
       "2919        546.0          546.0    GasA         Gd           Y      SBrkr   \n",
       "2920        294.0          546.0    GasA         TA           Y      SBrkr   \n",
       "2921        396.0         1728.0    GasA         TA           Y      SBrkr   \n",
       "2922        122.0         1728.0    GasA         TA           Y      SBrkr   \n",
       "2923        190.0         1126.0    GasA         Fa           Y      SBrkr   \n",
       "2924          0.0         1224.0    GasA         Ex           Y      SBrkr   \n",
       "2925        184.0         1003.0    GasA         TA           Y      SBrkr   \n",
       "2926        239.0          864.0    GasA         TA           Y      SBrkr   \n",
       "2927        575.0          912.0    GasA         TA           Y      SBrkr   \n",
       "2928        195.0         1389.0    GasA         Gd           Y      SBrkr   \n",
       "2929        238.0          996.0    GasA         Ex           Y      SBrkr   \n",
       "\n",
       "      1st Flr SF  2nd Flr SF  Low Qual Fin SF  Gr Liv Area  Bsmt Full Bath  \\\n",
       "0           1656           0                0         1656             1.0   \n",
       "1            896           0                0          896             0.0   \n",
       "2           1329           0                0         1329             0.0   \n",
       "3           2110           0                0         2110             1.0   \n",
       "4            928         701                0         1629             0.0   \n",
       "5            926         678                0         1604             0.0   \n",
       "6           1338           0                0         1338             1.0   \n",
       "7           1280           0                0         1280             0.0   \n",
       "8           1616           0                0         1616             1.0   \n",
       "9           1028         776                0         1804             0.0   \n",
       "10           763         892                0         1655             0.0   \n",
       "11          1187           0                0         1187             1.0   \n",
       "12           789         676                0         1465             0.0   \n",
       "13          1341           0                0         1341             1.0   \n",
       "14          1502           0                0         1502             1.0   \n",
       "15          1690        1589                0         3279             1.0   \n",
       "16          1080         672                0         1752             0.0   \n",
       "17          1856           0                0         1856             1.0   \n",
       "18           864           0                0          864             0.0   \n",
       "19          2073           0                0         2073             1.0   \n",
       "20          1844           0                0         1844             0.0   \n",
       "21          1173           0                0         1173             1.0   \n",
       "22           814         860                0         1674             1.0   \n",
       "23          1004           0                0         1004             1.0   \n",
       "24          1078           0                0         1078             1.0   \n",
       "25          1056           0                0         1056             1.0   \n",
       "26           882           0                0          882             1.0   \n",
       "27           864           0                0          864             0.0   \n",
       "28          1337           0                0         1337             1.0   \n",
       "29           483         504                0          987             0.0   \n",
       "...          ...         ...              ...          ...             ...   \n",
       "2900        1960           0                0         1960             1.0   \n",
       "2901        2028           0                0         2028             1.0   \n",
       "2902        1838           0                0         1838             1.0   \n",
       "2903        1600           0                0         1600             0.0   \n",
       "2904        1368           0                0         1368             2.0   \n",
       "2905        1216           0                0         1216             1.0   \n",
       "2906        1337           0                0         1337             1.0   \n",
       "2907        1140           0                0         1140             0.0   \n",
       "2908         616         688                0         1304             0.0   \n",
       "2909         925         550                0         1475             0.0   \n",
       "2910        1291        1230                0         2521             1.0   \n",
       "2911         874           0                0          874             1.0   \n",
       "2912        1652           0                0         1652             0.0   \n",
       "2913         630           0                0          630             1.0   \n",
       "2914         546         546                0         1092             0.0   \n",
       "2915        1360           0                0         1360             1.0   \n",
       "2916         630           0                0          630             1.0   \n",
       "2917         546         546                0         1092             0.0   \n",
       "2918         546         546                0         1092             0.0   \n",
       "2919         546         546                0         1092             0.0   \n",
       "2920         546         546                0         1092             0.0   \n",
       "2921        1728           0                0         1728             0.0   \n",
       "2922        1728           0                0         1728             2.0   \n",
       "2923        1126           0                0         1126             1.0   \n",
       "2924        1224           0                0         1224             1.0   \n",
       "2925        1003           0                0         1003             1.0   \n",
       "2926         902           0                0          902             1.0   \n",
       "2927         970           0                0          970             0.0   \n",
       "2928        1389           0                0         1389             1.0   \n",
       "2929         996        1004                0         2000             0.0   \n",
       "\n",
       "      Bsmt Half Bath  Full Bath  Half Bath  Bedroom AbvGr  Kitchen AbvGr  \\\n",
       "0                0.0          1          0              3              1   \n",
       "1                0.0          1          0              2              1   \n",
       "2                0.0          1          1              3              1   \n",
       "3                0.0          2          1              3              1   \n",
       "4                0.0          2          1              3              1   \n",
       "5                0.0          2          1              3              1   \n",
       "6                0.0          2          0              2              1   \n",
       "7                0.0          2          0              2              1   \n",
       "8                0.0          2          0              2              1   \n",
       "9                0.0          2          1              3              1   \n",
       "10               0.0          2          1              3              1   \n",
       "11               0.0          2          0              3              1   \n",
       "12               0.0          2          1              3              1   \n",
       "13               0.0          1          1              2              1   \n",
       "14               0.0          1          1              1              1   \n",
       "15               0.0          3          1              4              1   \n",
       "16               0.0          2          0              4              1   \n",
       "17               0.0          1          1              1              1   \n",
       "18               0.0          1          0              2              1   \n",
       "19               0.0          2          0              3              1   \n",
       "20               0.0          2          0              3              1   \n",
       "21               0.0          2          0              3              1   \n",
       "22               0.0          2          1              3              1   \n",
       "23               0.0          1          0              2              1   \n",
       "24               0.0          1          1              3              1   \n",
       "25               0.0          1          0              3              1   \n",
       "26               0.0          1          0              2              1   \n",
       "27               0.0          1          0              3              1   \n",
       "28               0.0          2          0              2              1   \n",
       "29               0.0          1          1              2              1   \n",
       "...              ...        ...        ...            ...            ...   \n",
       "2900             0.0          2          0              3              1   \n",
       "2901             0.0          2          0              2              1   \n",
       "2902             0.0          2          0              3              1   \n",
       "2903             0.0          1          1              3              1   \n",
       "2904             0.0          2          0              2              2   \n",
       "2905             0.0          2          0              2              1   \n",
       "2906             0.0          2          0              2              1   \n",
       "2907             0.0          1          0              3              1   \n",
       "2908             0.0          1          1              3              1   \n",
       "2909             0.0          2          0              4              1   \n",
       "2910             0.0          2          1              5              1   \n",
       "2911             0.0          1          0              3              1   \n",
       "2912             0.0          2          0              4              2   \n",
       "2913             0.0          1          0              1              1   \n",
       "2914             0.0          1          1              3              1   \n",
       "2915             0.0          1          0              3              1   \n",
       "2916             0.0          1          0              1              1   \n",
       "2917             0.0          1          1              3              1   \n",
       "2918             0.0          1          1              3              1   \n",
       "2919             0.0          1          1              3              1   \n",
       "2920             0.0          1          1              3              1   \n",
       "2921             0.0          2          0              4              2   \n",
       "2922             0.0          2          0              4              2   \n",
       "2923             0.0          2          0              3              1   \n",
       "2924             0.0          1          0              4              1   \n",
       "2925             0.0          1          0              3              1   \n",
       "2926             0.0          1          0              2              1   \n",
       "2927             1.0          1          0              3              1   \n",
       "2928             0.0          1          0              2              1   \n",
       "2929             0.0          2          1              3              1   \n",
       "\n",
       "     Kitchen Qual  TotRms AbvGrd Functional  Fireplaces Garage Type  \\\n",
       "0              TA              7        Typ           2      Attchd   \n",
       "1              TA              5        Typ           0      Attchd   \n",
       "2              Gd              6        Typ           0      Attchd   \n",
       "3              Ex              8        Typ           2      Attchd   \n",
       "4              TA              6        Typ           1      Attchd   \n",
       "5              Gd              7        Typ           1      Attchd   \n",
       "6              Gd              6        Typ           0      Attchd   \n",
       "7              Gd              5        Typ           0      Attchd   \n",
       "8              Gd              5        Typ           1      Attchd   \n",
       "9              Gd              7        Typ           1      Attchd   \n",
       "10             TA              7        Typ           1      Attchd   \n",
       "11             TA              6        Typ           0      Attchd   \n",
       "12             TA              7        Typ           1      Attchd   \n",
       "13             Gd              5        Typ           1      Attchd   \n",
       "14             Gd              4        Typ           0      Attchd   \n",
       "15             Ex             12        Mod           1     BuiltIn   \n",
       "16             TA              8        Typ           0     Basment   \n",
       "17             Ex              8        Typ           1      Attchd   \n",
       "18             TA              4        Typ           0      Detchd   \n",
       "19             TA              7       Min1           2      Attchd   \n",
       "20             TA              7        Typ           1      Attchd   \n",
       "21             Gd              6        Typ           2      Attchd   \n",
       "22             Gd              7        Typ           0      Attchd   \n",
       "23             TA              5        Typ           1      Attchd   \n",
       "24             TA              6        Typ           1      Attchd   \n",
       "25             TA              6        Typ           1      Attchd   \n",
       "26             TA              4        Typ           0      Attchd   \n",
       "27             TA              5        Typ           1         NaN   \n",
       "28             Gd              5        Typ           1      Attchd   \n",
       "29             TA              5        Typ           0      Detchd   \n",
       "...           ...            ...        ...         ...         ...   \n",
       "2900           Gd              8        Typ           2      Attchd   \n",
       "2901           Gd              7        Typ           2      Attchd   \n",
       "2902           Ex              9        Typ           1      Attchd   \n",
       "2903           TA              6        Mod           0      Attchd   \n",
       "2904           TA              8        Typ           0      Attchd   \n",
       "2905           TA              5        Typ           0      Attchd   \n",
       "2906           TA              5        Typ           0      Attchd   \n",
       "2907           TA              6        Typ           0         NaN   \n",
       "2908           TA              5        Typ           1     BuiltIn   \n",
       "2909           TA              6        Typ           1      Attchd   \n",
       "2910           TA             10       Maj1           1      Attchd   \n",
       "2911           TA              5        Typ           0      Attchd   \n",
       "2912           TA              8        Typ           0      2Types   \n",
       "2913           TA              3        Typ           0         NaN   \n",
       "2914           TA              5        Typ           0      Attchd   \n",
       "2915           TA              8        Typ           1      Attchd   \n",
       "2916           Ex              3        Typ           0         NaN   \n",
       "2917           TA              5        Typ           0     CarPort   \n",
       "2918           TA              5        Typ           0         NaN   \n",
       "2919           TA              5        Typ           0         NaN   \n",
       "2920           TA              6        Typ           0     CarPort   \n",
       "2921           TA              8        Typ           0      Attchd   \n",
       "2922           TA              8        Typ           0      Detchd   \n",
       "2923           TA              5        Typ           1      Attchd   \n",
       "2924           TA              7        Typ           1      Detchd   \n",
       "2925           TA              6        Typ           0      Detchd   \n",
       "2926           TA              5        Typ           0      Attchd   \n",
       "2927           TA              6        Typ           0         NaN   \n",
       "2928           TA              6        Typ           1      Attchd   \n",
       "2929           TA              9        Typ           1      Attchd   \n",
       "\n",
       "      Garage Yr Blt Garage Finish  Garage Cars  Garage Area Garage Qual  \\\n",
       "0            1960.0           Fin          2.0        528.0          TA   \n",
       "1            1961.0           Unf          1.0        730.0          TA   \n",
       "2            1958.0           Unf          1.0        312.0          TA   \n",
       "3            1968.0           Fin          2.0        522.0          TA   \n",
       "4            1997.0           Fin          2.0        482.0          TA   \n",
       "5            1998.0           Fin          2.0        470.0          TA   \n",
       "6            2001.0           Fin          2.0        582.0          TA   \n",
       "7            1992.0           RFn          2.0        506.0          TA   \n",
       "8            1995.0           RFn          2.0        608.0          TA   \n",
       "9            1999.0           Fin          2.0        442.0          TA   \n",
       "10           1993.0           Fin          2.0        440.0          TA   \n",
       "11           1992.0           Fin          2.0        420.0          TA   \n",
       "12           1998.0           Fin          2.0        393.0          TA   \n",
       "13           1990.0           Unf          2.0        506.0          TA   \n",
       "14           1985.0           RFn          2.0        528.0          TA   \n",
       "15           2003.0           Fin          3.0        841.0          TA   \n",
       "16           1988.0           RFn          2.0        492.0          TA   \n",
       "17           2010.0           Fin          3.0        834.0          TA   \n",
       "18           1951.0           Unf          2.0        400.0          TA   \n",
       "19           1978.0           Unf          2.0        500.0          TA   \n",
       "20           1977.0           RFn          2.0        546.0          TA   \n",
       "21           1974.0           RFn          2.0        528.0          TA   \n",
       "22           2000.0           RFn          2.0        663.0          TA   \n",
       "23           1970.0           Fin          2.0        480.0          TA   \n",
       "24           1971.0           Fin          2.0        500.0          TA   \n",
       "25           1968.0           Unf          1.0        304.0          TA   \n",
       "26           1970.0           Fin          2.0        525.0          TA   \n",
       "27              NaN           NaN          0.0          0.0         NaN   \n",
       "28           1999.0           Fin          2.0        511.0          TA   \n",
       "29           1971.0           Unf          1.0        264.0          TA   \n",
       "...             ...           ...          ...          ...         ...   \n",
       "2900         2005.0           Fin          3.0        714.0          TA   \n",
       "2901         2005.0           RFn          3.0        880.0          TA   \n",
       "2902         2005.0           Fin          3.0        682.0          TA   \n",
       "2903         1951.0           Unf          1.0        270.0          Fa   \n",
       "2904         1997.0           Fin          4.0        784.0          TA   \n",
       "2905         1998.0           Unf          2.0        402.0          TA   \n",
       "2906         1998.0           Fin          2.0        405.0          TA   \n",
       "2907            NaN           NaN          0.0          0.0         NaN   \n",
       "2908         1977.0           RFn          1.0        336.0          TA   \n",
       "2909         1977.0           RFn          1.0        336.0          TA   \n",
       "2910         1973.0           Fin          2.0        576.0          TA   \n",
       "2911         1968.0           RFn          1.0        288.0          TA   \n",
       "2912         1970.0           Unf          3.0        928.0          TA   \n",
       "2913            NaN           NaN          0.0          0.0         NaN   \n",
       "2914         1972.0           Unf          1.0        253.0          TA   \n",
       "2915         1969.0           RFn          1.0        336.0          TA   \n",
       "2916            NaN           NaN          0.0          0.0         NaN   \n",
       "2917         1970.0           Unf          1.0        286.0          TA   \n",
       "2918            NaN           NaN          0.0          0.0         NaN   \n",
       "2919            NaN           NaN          0.0          0.0         NaN   \n",
       "2920         1970.0           Unf          1.0        286.0          TA   \n",
       "2921         1976.0           Unf          2.0        574.0          TA   \n",
       "2922         1976.0           Unf          2.0        560.0          TA   \n",
       "2923         1977.0           RFn          2.0        484.0          TA   \n",
       "2924         1960.0           Unf          2.0        576.0          TA   \n",
       "2925         1984.0           Unf          2.0        588.0          TA   \n",
       "2926         1983.0           Unf          2.0        484.0          TA   \n",
       "2927            NaN           NaN          0.0          0.0         NaN   \n",
       "2928         1975.0           RFn          2.0        418.0          TA   \n",
       "2929         1993.0           Fin          3.0        650.0          TA   \n",
       "\n",
       "     Garage Cond Paved Drive  Wood Deck SF  Open Porch SF  Enclosed Porch  \\\n",
       "0             TA           P           210             62               0   \n",
       "1             TA           Y           140              0               0   \n",
       "2             TA           Y           393             36               0   \n",
       "3             TA           Y             0              0               0   \n",
       "4             TA           Y           212             34               0   \n",
       "5             TA           Y           360             36               0   \n",
       "6             TA           Y             0              0             170   \n",
       "7             TA           Y             0             82               0   \n",
       "8             TA           Y           237            152               0   \n",
       "9             TA           Y           140             60               0   \n",
       "10            TA           Y           157             84               0   \n",
       "11            TA           Y           483             21               0   \n",
       "12            TA           Y             0             75               0   \n",
       "13            TA           Y           192              0               0   \n",
       "14            TA           Y             0             54               0   \n",
       "15            TA           Y           503             36               0   \n",
       "16            TA           Y           325             12               0   \n",
       "17            TA           Y           113              0               0   \n",
       "18            TA           Y             0              0               0   \n",
       "19            TA           Y           349              0               0   \n",
       "20            TA           Y             0            122               0   \n",
       "21            TA           Y             0            120               0   \n",
       "22            TA           Y             0             96               0   \n",
       "23            TA           Y             0              0               0   \n",
       "24            TA           Y             0              0               0   \n",
       "25            TA           Y             0             85             184   \n",
       "26            TA           Y           240              0               0   \n",
       "27           NaN           Y             0              0               0   \n",
       "28            TA           Y           203             68               0   \n",
       "29            TA           Y           275              0               0   \n",
       "...          ...         ...           ...            ...             ...   \n",
       "2900          TA           Y           172             38               0   \n",
       "2901          TA           Y           326             66               0   \n",
       "2902          TA           Y           161            225               0   \n",
       "2903          TA           N             0              0             135   \n",
       "2904          TA           Y             0             48               0   \n",
       "2905          TA           Y             0            125               0   \n",
       "2906          TA           Y             0            199               0   \n",
       "2907         NaN           Y            36             56               0   \n",
       "2908          TA           Y           141              0               0   \n",
       "2909          TA           Y           104             26               0   \n",
       "2910          TA           Y           728             20               0   \n",
       "2911          TA           Y             0            120               0   \n",
       "2912          TA           Y             0              0               0   \n",
       "2913         NaN           Y             0              0               0   \n",
       "2914          Fa           Y             0              0               0   \n",
       "2915          TA           Y           160              0               0   \n",
       "2916         NaN           Y             0              0               0   \n",
       "2917          TA           Y             0              0               0   \n",
       "2918         NaN           Y             0             34               0   \n",
       "2919         NaN           Y             0              0               0   \n",
       "2920          TA           Y             0             24               0   \n",
       "2921          TA           Y            40              0               0   \n",
       "2922          TA           Y             0              0               0   \n",
       "2923          TA           P           295             41               0   \n",
       "2924          TA           Y           474              0               0   \n",
       "2925          TA           Y           120              0               0   \n",
       "2926          TA           Y           164              0               0   \n",
       "2927         NaN           Y            80             32               0   \n",
       "2928          TA           Y           240             38               0   \n",
       "2929          TA           Y           190             48               0   \n",
       "\n",
       "      3Ssn Porch  Screen Porch  Pool Area  Misc Val  Mo Sold  Yr Sold  \\\n",
       "0              0             0          0         0        5     2010   \n",
       "1              0           120          0         0        6     2010   \n",
       "2              0             0          0     12500        6     2010   \n",
       "3              0             0          0         0        4     2010   \n",
       "4              0             0          0         0        3     2010   \n",
       "5              0             0          0         0        6     2010   \n",
       "6              0             0          0         0        4     2010   \n",
       "7              0           144          0         0        1     2010   \n",
       "8              0             0          0         0        3     2010   \n",
       "9              0             0          0         0        6     2010   \n",
       "10             0             0          0         0        4     2010   \n",
       "11             0             0          0       500        3     2010   \n",
       "12             0             0          0         0        5     2010   \n",
       "13             0             0          0         0        2     2010   \n",
       "14             0           140          0         0        6     2010   \n",
       "15             0           210          0         0        6     2010   \n",
       "16             0             0          0         0        6     2010   \n",
       "17             0             0          0         0        6     2010   \n",
       "18             0             0          0         0        6     2010   \n",
       "19             0             0          0         0        2     2010   \n",
       "20             0             0          0         0        1     2010   \n",
       "21             0             0          0         0        1     2010   \n",
       "22             0             0          0         0        1     2010   \n",
       "23             0             0          0       700        3     2010   \n",
       "24             0             0          0         0        4     2010   \n",
       "25             0             0          0         0        7     2010   \n",
       "26             0             0          0         0        4     2010   \n",
       "27             0             0          0         0        4     2010   \n",
       "28             0             0          0         0        6     2010   \n",
       "29             0             0          0         0        2     2010   \n",
       "...          ...           ...        ...       ...      ...      ...   \n",
       "2900           0             0          0         0       11     2006   \n",
       "2901           0             0          0         0        3     2006   \n",
       "2902           0             0          0         0        9     2006   \n",
       "2903           0             0          0         0        5     2006   \n",
       "2904           0             0          0         0       11     2006   \n",
       "2905           0             0          0         0        5     2006   \n",
       "2906           0             0          0         0        3     2006   \n",
       "2907           0             0          0         0        7     2006   \n",
       "2908           0             0          0         0        5     2006   \n",
       "2909           0             0          0         0        7     2006   \n",
       "2910           0             0          0         0        6     2006   \n",
       "2911           0             0          0         0       10     2006   \n",
       "2912           0             0          0         0        3     2006   \n",
       "2913           0             0          0         0        4     2006   \n",
       "2914           0             0          0         0        5     2006   \n",
       "2915           0             0          0         0        5     2006   \n",
       "2916           0             0          0         0        8     2006   \n",
       "2917           0             0          0         0       12     2006   \n",
       "2918           0             0          0         0        6     2006   \n",
       "2919           0             0          0         0        6     2006   \n",
       "2920           0             0          0         0        4     2006   \n",
       "2921           0             0          0         0        7     2006   \n",
       "2922           0             0          0         0        7     2006   \n",
       "2923           0             0          0         0        5     2006   \n",
       "2924           0             0          0         0        9     2006   \n",
       "2925           0             0          0         0        3     2006   \n",
       "2926           0             0          0         0        6     2006   \n",
       "2927           0             0          0       700        7     2006   \n",
       "2928           0             0          0         0        4     2006   \n",
       "2929           0             0          0         0       11     2006   \n",
       "\n",
       "     Sale Type Sale Condition  SalePrice  \n",
       "0          WD          Normal     215000  \n",
       "1          WD          Normal     105000  \n",
       "2          WD          Normal     172000  \n",
       "3          WD          Normal     244000  \n",
       "4          WD          Normal     189900  \n",
       "5          WD          Normal     195500  \n",
       "6          WD          Normal     213500  \n",
       "7          WD          Normal     191500  \n",
       "8          WD          Normal     236500  \n",
       "9          WD          Normal     189000  \n",
       "10         WD          Normal     175900  \n",
       "11         WD          Normal     185000  \n",
       "12         WD          Normal     180400  \n",
       "13         WD          Normal     171500  \n",
       "14         WD          Normal     212000  \n",
       "15         WD          Normal     538000  \n",
       "16         WD          Normal     164000  \n",
       "17         New        Partial     394432  \n",
       "18         WD          Normal     141000  \n",
       "19         WD          Normal     210000  \n",
       "20         COD         Normal     190000  \n",
       "21         WD          Family     170000  \n",
       "22         WD          Normal     216000  \n",
       "23         WD          Normal     149000  \n",
       "24         WD          Normal     149900  \n",
       "25         WD          Normal     142000  \n",
       "26         WD          Normal     126000  \n",
       "27       ConLI         Normal     115000  \n",
       "28         WD          Normal     184000  \n",
       "29         COD         Normal      96000  \n",
       "...        ...            ...        ...  \n",
       "2900       New        Partial     320000  \n",
       "2901       New        Partial     369900  \n",
       "2902       New        Partial     359900  \n",
       "2903       WD          Normal      81500  \n",
       "2904       WD          Normal     215000  \n",
       "2905       WD          Normal     164000  \n",
       "2906       WD          Normal     153500  \n",
       "2907       WD         Abnorml      84500  \n",
       "2908       WD          Normal     104500  \n",
       "2909       WD          Normal     127000  \n",
       "2910       WD          Normal     151400  \n",
       "2911       WD          Normal     126500  \n",
       "2912       WD          Normal     146500  \n",
       "2913       WD          Normal      73000  \n",
       "2914       WD          Normal      79400  \n",
       "2915       WD          Normal     140000  \n",
       "2916       WD         Abnorml      92000  \n",
       "2917       WD         Abnorml      87550  \n",
       "2918       WD          Normal      79500  \n",
       "2919       WD          Normal      90500  \n",
       "2920       WD         Abnorml      71000  \n",
       "2921       WD          Normal     150900  \n",
       "2922       WD          Family     188000  \n",
       "2923       WD          Normal     160000  \n",
       "2924       WD         Abnorml     131000  \n",
       "2925       WD          Normal     142500  \n",
       "2926       WD          Normal     131000  \n",
       "2927       WD          Normal     132000  \n",
       "2928       WD          Normal     170000  \n",
       "2929       WD          Normal     188000  \n",
       "\n",
       "[2930 rows x 74 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.drop(columns_to_drop,axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Mas Vnr Type        None\n",
       "Bsmt Qual             TA\n",
       "Bsmt Cond             TA\n",
       "Bsmt Exposure         No\n",
       "BsmtFin Type 1       GLQ\n",
       "BsmtFin Type 2       Unf\n",
       "Electrical         SBrkr\n",
       "Garage Type       Attchd\n",
       "Garage Finish        Unf\n",
       "Garage Qual           TA\n",
       "Garage Cond           TA\n",
       "Name: 0, dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "modes = df[nulls_to_fill].select_dtypes(include=['object']).mode().iloc[0]\n",
    "modes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df = df.fillna(modes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Mas Vnr Area         0.0\n",
       "BsmtFin SF 1       370.0\n",
       "BsmtFin SF 2         0.0\n",
       "Bsmt Unf SF        466.0\n",
       "Total Bsmt SF      990.0\n",
       "Bsmt Full Bath       0.0\n",
       "Bsmt Half Bath       0.0\n",
       "Garage Yr Blt     1979.0\n",
       "Garage Cars          2.0\n",
       "Garage Area        480.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "medians = df[nulls_to_fill].select_dtypes(exclude=['object']).median(axis=0)\n",
    "medians"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.fillna(medians)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create dummies for categorical columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a62c9b9f60>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = pd.get_dummies(df)\n",
    "corrs = data.corr()['SalePrice']\n",
    "corr_threshold = 0.4\n",
    "high_corr = corrs[abs(corrs) > corr_threshold]\n",
    "sns.heatmap(data[high_corr.index].corr(),vmin=-1,vmax=1,cmap='RdBu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted_corrs = abs(high_corr).sort_values(ascending=False).index.drop('SalePrice')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def train_and_test(df):\n",
    "#     train = df[:1460]\n",
    "#     test = df[1460:]\n",
    "#     lr = LinearRegression()\n",
    "#     lr.fit(train[features],train['SalePrice'])\n",
    "#     predictions = lr.predict(test[features])\n",
    "#     rmse = np.sqrt(mean_squared_error(test['SalePrice'],predictions))\n",
    "#     return rmse\n",
    "\n",
    "# train_and_test(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "features_df = data.drop('SalePrice',axis=1)\n",
    "features_df = (features_df - features_df.min()) / (features_df.max() - features_df.min())\n",
    "features_df['SalePrice'] = data['SalePrice']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MS SubClass</th>\n",
       "      <th>Lot Area</th>\n",
       "      <th>Overall Qual</th>\n",
       "      <th>Overall Cond</th>\n",
       "      <th>Year Built</th>\n",
       "      <th>Year Remod/Add</th>\n",
       "      <th>Mas Vnr Area</th>\n",
       "      <th>BsmtFin SF 1</th>\n",
       "      <th>BsmtFin SF 2</th>\n",
       "      <th>Bsmt Unf SF</th>\n",
       "      <th>Total Bsmt SF</th>\n",
       "      <th>1st Flr SF</th>\n",
       "      <th>2nd Flr SF</th>\n",
       "      <th>Low Qual Fin SF</th>\n",
       "      <th>Gr Liv Area</th>\n",
       "      <th>Bsmt Full Bath</th>\n",
       "      <th>Bsmt Half Bath</th>\n",
       "      <th>Full Bath</th>\n",
       "      <th>Half Bath</th>\n",
       "      <th>Bedroom AbvGr</th>\n",
       "      <th>Kitchen AbvGr</th>\n",
       "      <th>TotRms AbvGrd</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>Garage Yr Blt</th>\n",
       "      <th>Garage Cars</th>\n",
       "      <th>Garage Area</th>\n",
       "      <th>Wood Deck SF</th>\n",
       "      <th>Open Porch SF</th>\n",
       "      <th>Enclosed Porch</th>\n",
       "      <th>3Ssn Porch</th>\n",
       "      <th>Screen Porch</th>\n",
       "      <th>Pool Area</th>\n",
       "      <th>Misc Val</th>\n",
       "      <th>Mo Sold</th>\n",
       "      <th>Yr Sold</th>\n",
       "      <th>MS Zoning_A (agr)</th>\n",
       "      <th>MS Zoning_C (all)</th>\n",
       "      <th>MS Zoning_FV</th>\n",
       "      <th>MS Zoning_I (all)</th>\n",
       "      <th>MS Zoning_RH</th>\n",
       "      <th>MS Zoning_RL</th>\n",
       "      <th>MS Zoning_RM</th>\n",
       "      <th>Street_Grvl</th>\n",
       "      <th>Street_Pave</th>\n",
       "      <th>Lot Shape_IR1</th>\n",
       "      <th>Lot Shape_IR2</th>\n",
       "      <th>Lot Shape_IR3</th>\n",
       "      <th>Lot Shape_Reg</th>\n",
       "      <th>Land Contour_Bnk</th>\n",
       "      <th>Land Contour_HLS</th>\n",
       "      <th>Land Contour_Low</th>\n",
       "      <th>Land Contour_Lvl</th>\n",
       "      <th>Utilities_AllPub</th>\n",
       "      <th>Utilities_NoSeWa</th>\n",
       "      <th>Utilities_NoSewr</th>\n",
       "      <th>Lot Config_Corner</th>\n",
       "      <th>Lot Config_CulDSac</th>\n",
       "      <th>Lot Config_FR2</th>\n",
       "      <th>Lot Config_FR3</th>\n",
       "      <th>Lot Config_Inside</th>\n",
       "      <th>Land Slope_Gtl</th>\n",
       "      <th>Land Slope_Mod</th>\n",
       "      <th>Land Slope_Sev</th>\n",
       "      <th>Neighborhood_Blmngtn</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_Greens</th>\n",
       "      <th>Neighborhood_GrnHill</th>\n",
       "      <th>Neighborhood_IDOTRR</th>\n",
       "      <th>...</th>\n",
       "      <th>BsmtFin Type 2_BLQ</th>\n",
       "      <th>BsmtFin Type 2_GLQ</th>\n",
       "      <th>BsmtFin Type 2_LwQ</th>\n",
       "      <th>BsmtFin Type 2_Rec</th>\n",
       "      <th>BsmtFin Type 2_Unf</th>\n",
       "      <th>Heating_Floor</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>Heating QC_Ex</th>\n",
       "      <th>Heating QC_Fa</th>\n",
       "      <th>Heating QC_Gd</th>\n",
       "      <th>Heating QC_Po</th>\n",
       "      <th>Heating QC_TA</th>\n",
       "      <th>Central Air_N</th>\n",
       "      <th>Central Air_Y</th>\n",
       "      <th>Electrical_FuseA</th>\n",
       "      <th>Electrical_FuseF</th>\n",
       "      <th>Electrical_FuseP</th>\n",
       "      <th>Electrical_Mix</th>\n",
       "      <th>Electrical_SBrkr</th>\n",
       "      <th>Kitchen Qual_Ex</th>\n",
       "      <th>Kitchen Qual_Fa</th>\n",
       "      <th>Kitchen Qual_Gd</th>\n",
       "      <th>Kitchen Qual_Po</th>\n",
       "      <th>Kitchen Qual_TA</th>\n",
       "      <th>Functional_Maj1</th>\n",
       "      <th>Functional_Maj2</th>\n",
       "      <th>Functional_Min1</th>\n",
       "      <th>Functional_Min2</th>\n",
       "      <th>Functional_Mod</th>\n",
       "      <th>Functional_Sal</th>\n",
       "      <th>Functional_Sev</th>\n",
       "      <th>Functional_Typ</th>\n",
       "      <th>Garage Type_2Types</th>\n",
       "      <th>Garage Type_Attchd</th>\n",
       "      <th>Garage Type_Basment</th>\n",
       "      <th>Garage Type_BuiltIn</th>\n",
       "      <th>Garage Type_CarPort</th>\n",
       "      <th>Garage Type_Detchd</th>\n",
       "      <th>Garage Finish_Fin</th>\n",
       "      <th>Garage Finish_RFn</th>\n",
       "      <th>Garage Finish_Unf</th>\n",
       "      <th>Garage Qual_Ex</th>\n",
       "      <th>Garage Qual_Fa</th>\n",
       "      <th>Garage Qual_Gd</th>\n",
       "      <th>Garage Qual_Po</th>\n",
       "      <th>Garage Qual_TA</th>\n",
       "      <th>Garage Cond_Ex</th>\n",
       "      <th>Garage Cond_Fa</th>\n",
       "      <th>Garage Cond_Gd</th>\n",
       "      <th>Garage Cond_Po</th>\n",
       "      <th>Garage Cond_TA</th>\n",
       "      <th>Paved Drive_N</th>\n",
       "      <th>Paved Drive_P</th>\n",
       "      <th>Paved Drive_Y</th>\n",
       "      <th>Sale Type_COD</th>\n",
       "      <th>Sale Type_CWD</th>\n",
       "      <th>Sale Type_Con</th>\n",
       "      <th>Sale Type_ConLD</th>\n",
       "      <th>Sale Type_ConLI</th>\n",
       "      <th>Sale Type_ConLw</th>\n",
       "      <th>Sale Type_New</th>\n",
       "      <th>Sale Type_Oth</th>\n",
       "      <th>Sale Type_VWD</th>\n",
       "      <th>Sale Type_WD</th>\n",
       "      <th>Sale Condition_Abnorml</th>\n",
       "      <th>Sale Condition_AdjLand</th>\n",
       "      <th>Sale Condition_Alloca</th>\n",
       "      <th>Sale Condition_Family</th>\n",
       "      <th>Sale Condition_Normal</th>\n",
       "      <th>Sale Condition_Partial</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.142420</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.637681</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.070000</td>\n",
       "      <td>0.113218</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.188784</td>\n",
       "      <td>0.176759</td>\n",
       "      <td>0.277673</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.249058</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.208333</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.354839</td>\n",
       "      <td>0.147472</td>\n",
       "      <td>0.083558</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>215000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.048246</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.644928</td>\n",
       "      <td>0.183333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.082920</td>\n",
       "      <td>0.094364</td>\n",
       "      <td>0.115582</td>\n",
       "      <td>0.144354</td>\n",
       "      <td>0.118042</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.105878</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.211538</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.490591</td>\n",
       "      <td>0.098315</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.208333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>105000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.060609</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.623188</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>0.067500</td>\n",
       "      <td>0.163536</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.173801</td>\n",
       "      <td>0.217512</td>\n",
       "      <td>0.208990</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.187453</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.201923</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.209677</td>\n",
       "      <td>0.275983</td>\n",
       "      <td>0.048518</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.735294</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>172000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.046087</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.695652</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.188696</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.447346</td>\n",
       "      <td>0.345336</td>\n",
       "      <td>0.373031</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.334589</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.233974</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.350806</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>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>244000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.235294</td>\n",
       "      <td>0.058566</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.905797</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.140149</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058647</td>\n",
       "      <td>0.151882</td>\n",
       "      <td>0.124764</td>\n",
       "      <td>0.339467</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.243971</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.326923</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.323925</td>\n",
       "      <td>0.148876</td>\n",
       "      <td>0.045822</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>189900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.235294</td>\n",
       "      <td>0.040562</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.913043</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.012500</td>\n",
       "      <td>0.106662</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.138699</td>\n",
       "      <td>0.151555</td>\n",
       "      <td>0.124344</td>\n",
       "      <td>0.328329</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.239261</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.330128</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.315860</td>\n",
       "      <td>0.252809</td>\n",
       "      <td>0.048518</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>195500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.588235</td>\n",
       "      <td>0.016920</td>\n",
       "      <td>0.777778</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.934783</td>\n",
       "      <td>0.850000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.109142</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.309075</td>\n",
       "      <td>0.218985</td>\n",
       "      <td>0.210880</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.189148</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.339744</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.391129</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.167984</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>213500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.588235</td>\n",
       "      <td>0.017318</td>\n",
       "      <td>0.777778</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.869565</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.046598</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.435360</td>\n",
       "      <td>0.209493</td>\n",
       "      <td>0.198698</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.178222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.310897</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.340054</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.110512</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>191500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.588235</td>\n",
       "      <td>0.019112</td>\n",
       "      <td>0.777778</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.891304</td>\n",
       "      <td>0.766667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.209072</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.177654</td>\n",
       "      <td>0.261047</td>\n",
       "      <td>0.269271</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.241522</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.320513</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.408602</td>\n",
       "      <td>0.166433</td>\n",
       "      <td>0.204852</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>236500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.235294</td>\n",
       "      <td>0.028979</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.920290</td>\n",
       "      <td>0.816667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.425514</td>\n",
       "      <td>0.162684</td>\n",
       "      <td>0.145768</td>\n",
       "      <td>0.375787</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.276940</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.297043</td>\n",
       "      <td>0.098315</td>\n",
       "      <td>0.080863</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>189000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.235294</td>\n",
       "      <td>0.040665</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.876812</td>\n",
       "      <td>0.733333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.326627</td>\n",
       "      <td>0.124877</td>\n",
       "      <td>0.090107</td>\n",
       "      <td>0.431961</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.248870</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.314103</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.295699</td>\n",
       "      <td>0.110253</td>\n",
       "      <td>0.113208</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>175900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.031223</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.869565</td>\n",
       "      <td>0.950000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.165663</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.099743</td>\n",
       "      <td>0.191162</td>\n",
       "      <td>0.179164</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.160701</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.310897</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.282258</td>\n",
       "      <td>0.339185</td>\n",
       "      <td>0.028302</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.029412</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>185000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.235294</td>\n",
       "      <td>0.033195</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.913043</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.337757</td>\n",
       "      <td>0.129133</td>\n",
       "      <td>0.095568</td>\n",
       "      <td>0.327361</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.213075</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.330128</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.264113</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.101078</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>180400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041487</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.855072</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.112863</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.283818</td>\n",
       "      <td>0.212766</td>\n",
       "      <td>0.211510</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.189714</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.304487</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.340054</td>\n",
       "      <td>0.134831</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>171500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.588235</td>\n",
       "      <td>0.025801</td>\n",
       "      <td>0.777778</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.818841</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.065202</td>\n",
       "      <td>0.733945</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.243535</td>\n",
       "      <td>0.245327</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.220045</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.288462</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.354839</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.072776</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.243056</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>212000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.235294</td>\n",
       "      <td>0.244007</td>\n",
       "      <td>0.777778</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.949275</td>\n",
       "      <td>0.883333</td>\n",
       "      <td>0.376875</td>\n",
       "      <td>0.250886</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100171</td>\n",
       "      <td>0.270049</td>\n",
       "      <td>0.284814</td>\n",
       "      <td>0.769492</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.554823</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.769231</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.346154</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.565188</td>\n",
       "      <td>0.353230</td>\n",
       "      <td>0.048518</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.364583</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>538000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.176471</td>\n",
       "      <td>0.050639</td>\n",
       "      <td>0.777778</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.840580</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.075656</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.056507</td>\n",
       "      <td>0.091489</td>\n",
       "      <td>0.156690</td>\n",
       "      <td>0.325424</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.267144</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.298077</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.330645</td>\n",
       "      <td>0.228230</td>\n",
       "      <td>0.016173</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>164000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.047180</td>\n",
       "      <td>0.888889</td>\n",
       "      <td>0.125</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.218750</td>\n",
       "      <td>0.256024</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.175942</td>\n",
       "      <td>0.303764</td>\n",
       "      <td>0.319681</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.286737</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.368590</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.560484</td>\n",
       "      <td>0.079354</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>394432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083377</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.572464</td>\n",
       "      <td>0.016667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021262</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.318493</td>\n",
       "      <td>0.141408</td>\n",
       "      <td>0.111321</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.099849</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.179487</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.268817</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>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>141000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.055505</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.768116</td>\n",
       "      <td>0.633333</td>\n",
       "      <td>0.074375</td>\n",
       "      <td>0.139972</td>\n",
       "      <td>0.106815</td>\n",
       "      <td>0.252140</td>\n",
       "      <td>0.252373</td>\n",
       "      <td>0.365259</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.327619</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.266026</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.336022</td>\n",
       "      <td>0.245084</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>210000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.048849</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.760870</td>\n",
       "      <td>0.450000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.124911</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.487586</td>\n",
       "      <td>0.301800</td>\n",
       "      <td>0.317160</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.284476</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.262821</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.366935</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.164420</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>190000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.382353</td>\n",
       "      <td>0.043586</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.739130</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.050625</td>\n",
       "      <td>0.156804</td>\n",
       "      <td>0.110092</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.172340</td>\n",
       "      <td>0.176223</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.158063</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.253205</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.354839</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.161725</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>170000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.235294</td>\n",
       "      <td>0.028979</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.927536</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.094437</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.120291</td>\n",
       "      <td>0.133224</td>\n",
       "      <td>0.100819</td>\n",
       "      <td>0.416465</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.252449</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.336538</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.445565</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.129380</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>216000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.046465</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.710145</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.112500</td>\n",
       "      <td>0.102410</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.182363</td>\n",
       "      <td>0.164321</td>\n",
       "      <td>0.140727</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.126225</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.240385</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.322581</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>0.0</td>\n",
       "      <td>0.041176</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>149000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052523</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.717391</td>\n",
       "      <td>0.966667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.130050</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.147260</td>\n",
       "      <td>0.176432</td>\n",
       "      <td>0.156270</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.140166</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.243590</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.336022</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>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>149900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033420</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.695652</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.137314</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.120291</td>\n",
       "      <td>0.172831</td>\n",
       "      <td>0.151649</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.136021</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.233974</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.204301</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.114555</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>142000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.033186</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.710145</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.142452</td>\n",
       "      <td>0.051114</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.144354</td>\n",
       "      <td>0.115102</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.103240</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.240385</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.352823</td>\n",
       "      <td>0.168539</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>126000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.043002</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.717391</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076541</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.184932</td>\n",
       "      <td>0.141408</td>\n",
       "      <td>0.111321</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.099849</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.269231</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>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>115000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.588235</td>\n",
       "      <td>0.021305</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.920290</td>\n",
       "      <td>0.816667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.186215</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.151541</td>\n",
       "      <td>0.229951</td>\n",
       "      <td>0.210670</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.188960</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.343414</td>\n",
       "      <td>0.142556</td>\n",
       "      <td>0.091644</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>184000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.823529</td>\n",
       "      <td>0.001776</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.717391</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>0.315000</td>\n",
       "      <td>0.027640</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.139983</td>\n",
       "      <td>0.079051</td>\n",
       "      <td>0.031296</td>\n",
       "      <td>0.244068</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.123022</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.243590</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.177419</td>\n",
       "      <td>0.193118</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>96000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2900</th>\n",
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       "      <td>0.777778</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.963768</td>\n",
       "      <td>0.933333</td>\n",
       "      <td>0.123750</td>\n",
       "      <td>0.239192</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.161815</td>\n",
       "      <td>0.282815</td>\n",
       "      <td>0.341525</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.50</td>\n",
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       "      <td>0.6</td>\n",
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       "    <tr>\n",
       "      <th>2901</th>\n",
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       "      <td>0.500</td>\n",
       "      <td>0.963768</td>\n",
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       "      <td>369900</td>\n",
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       "    <tr>\n",
       "      <th>2902</th>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.163955</td>\n",
       "      <td>0.300818</td>\n",
       "      <td>0.315900</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.283346</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.538462</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.352564</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.458333</td>\n",
       "      <td>0.113062</td>\n",
       "      <td>0.303235</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>359900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2903</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.139989</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.572464</td>\n",
       "      <td>0.016667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.265911</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.238508</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.179487</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.181452</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.133399</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>81500</td>\n",
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       "    <tr>\n",
       "      <th>2904</th>\n",
       "      <td>0.411765</td>\n",
       "      <td>0.026736</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.905797</td>\n",
       "      <td>0.783333</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.220234</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019264</td>\n",
       "      <td>0.210802</td>\n",
       "      <td>0.217181</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.194800</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.326923</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.526882</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.064690</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.909091</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>215000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2905</th>\n",
       "      <td>0.588235</td>\n",
       "      <td>0.014957</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.913043</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.072500</td>\n",
       "      <td>0.158930</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.136558</td>\n",
       "      <td>0.199018</td>\n",
       "      <td>0.185255</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.166164</td>\n",
       "      <td>0.333333</td>\n",
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       "      <td>0.250</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.330128</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.270161</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.168464</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>164000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2906</th>\n",
       "      <td>0.588235</td>\n",
       "      <td>0.014957</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.913043</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>0.276875</td>\n",
       "      <td>0.212792</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015411</td>\n",
       "      <td>0.202455</td>\n",
       "      <td>0.210670</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.188960</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
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       "      <td>0.250</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.330128</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.272177</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.268194</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.181818</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>153500</td>\n",
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       "    <tr>\n",
       "      <th>2907</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.074398</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.971014</td>\n",
       "      <td>0.933333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.488014</td>\n",
       "      <td>0.186579</td>\n",
       "      <td>0.169292</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.151846</td>\n",
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       "      <td>0.307692</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.545455</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>84500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2908</th>\n",
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       "      <td>0.006380</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.760870</td>\n",
       "      <td>0.450000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.113014</td>\n",
       "      <td>0.043208</td>\n",
       "      <td>0.059231</td>\n",
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       "      <td>0.262821</td>\n",
       "      <td>0.2</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>104500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2909</th>\n",
       "      <td>0.823529</td>\n",
       "      <td>0.006380</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.760870</td>\n",
       "      <td>0.450000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.097094</td>\n",
       "      <td>0.113368</td>\n",
       "      <td>0.015411</td>\n",
       "      <td>0.123895</td>\n",
       "      <td>0.124134</td>\n",
       "      <td>0.266344</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.214959</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.262821</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.225806</td>\n",
       "      <td>0.073034</td>\n",
       "      <td>0.035040</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>127000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2910</th>\n",
       "      <td>0.823529</td>\n",
       "      <td>0.012452</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.731884</td>\n",
       "      <td>0.383333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.148299</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.044949</td>\n",
       "      <td>0.154173</td>\n",
       "      <td>0.201008</td>\n",
       "      <td>0.595642</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.412020</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.615385</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.387097</td>\n",
       "      <td>0.511236</td>\n",
       "      <td>0.026954</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>151400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2911</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.041469</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.695652</td>\n",
       "      <td>0.883333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.078136</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.181079</td>\n",
       "      <td>0.141408</td>\n",
       "      <td>0.113422</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.101733</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.233974</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.193548</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.161725</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>126500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2912</th>\n",
       "      <td>0.411765</td>\n",
       "      <td>0.049246</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.710145</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.026400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.643408</td>\n",
       "      <td>0.270376</td>\n",
       "      <td>0.276833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.248304</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.240385</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.623656</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>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>146500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2913</th>\n",
       "      <td>0.941176</td>\n",
       "      <td>0.000795</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.710145</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.092488</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.046233</td>\n",
       "      <td>0.103110</td>\n",
       "      <td>0.062172</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.055765</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.269231</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>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>73000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2914</th>\n",
       "      <td>0.823529</td>\n",
       "      <td>0.000860</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.724638</td>\n",
       "      <td>0.366667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.044649</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.125856</td>\n",
       "      <td>0.089362</td>\n",
       "      <td>0.044528</td>\n",
       "      <td>0.264407</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.142803</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.246795</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.170027</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>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>79400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2915</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.056482</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.702899</td>\n",
       "      <td>0.483333</td>\n",
       "      <td>0.121250</td>\n",
       "      <td>0.021084</td>\n",
       "      <td>0.225426</td>\n",
       "      <td>0.274401</td>\n",
       "      <td>0.180687</td>\n",
       "      <td>0.215501</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.193293</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.237179</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.225806</td>\n",
       "      <td>0.112360</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2916</th>\n",
       "      <td>0.941176</td>\n",
       "      <td>0.001089</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.710145</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.097980</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.032962</td>\n",
       "      <td>0.103110</td>\n",
       "      <td>0.062172</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.055765</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.269231</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>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>92000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2917</th>\n",
       "      <td>0.823529</td>\n",
       "      <td>0.001089</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.710145</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.072289</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.059075</td>\n",
       "      <td>0.089362</td>\n",
       "      <td>0.044528</td>\n",
       "      <td>0.264407</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.142803</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.240385</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.192204</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>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2918</th>\n",
       "      <td>0.823529</td>\n",
       "      <td>0.001056</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.710145</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.233733</td>\n",
       "      <td>0.089362</td>\n",
       "      <td>0.044528</td>\n",
       "      <td>0.264407</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.142803</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.269231</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.045822</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>79500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2919</th>\n",
       "      <td>0.823529</td>\n",
       "      <td>0.002973</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.710145</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.233733</td>\n",
       "      <td>0.089362</td>\n",
       "      <td>0.044528</td>\n",
       "      <td>0.264407</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.142803</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.269231</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>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2920</th>\n",
       "      <td>0.823529</td>\n",
       "      <td>0.002776</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.710145</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.044649</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.125856</td>\n",
       "      <td>0.089362</td>\n",
       "      <td>0.044528</td>\n",
       "      <td>0.264407</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.142803</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.240385</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.192204</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.032345</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>71000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2921</th>\n",
       "      <td>0.411765</td>\n",
       "      <td>0.053004</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.753623</td>\n",
       "      <td>0.433333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.165840</td>\n",
       "      <td>0.259502</td>\n",
       "      <td>0.169521</td>\n",
       "      <td>0.282815</td>\n",
       "      <td>0.292796</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.262622</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.259615</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.385753</td>\n",
       "      <td>0.028090</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2922</th>\n",
       "      <td>0.411765</td>\n",
       "      <td>0.037379</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.753623</td>\n",
       "      <td>0.433333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.284550</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.052226</td>\n",
       "      <td>0.282815</td>\n",
       "      <td>0.292796</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.262622</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.259615</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.376344</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>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>188000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2923</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.075253</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.760870</td>\n",
       "      <td>0.450000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.165840</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.081336</td>\n",
       "      <td>0.184288</td>\n",
       "      <td>0.166352</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.149209</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.262821</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.325269</td>\n",
       "      <td>0.207163</td>\n",
       "      <td>0.055256</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>160000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2924</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.087406</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.750</td>\n",
       "      <td>0.637681</td>\n",
       "      <td>0.766667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.216867</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200327</td>\n",
       "      <td>0.186936</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.167671</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.208333</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.387097</td>\n",
       "      <td>0.332865</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>131000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2925</th>\n",
       "      <td>0.352941</td>\n",
       "      <td>0.031022</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.811594</td>\n",
       "      <td>0.566667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.145110</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.078767</td>\n",
       "      <td>0.164157</td>\n",
       "      <td>0.140517</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.126036</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.285256</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.395161</td>\n",
       "      <td>0.084270</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>142500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2926</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.035453</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.804348</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.053331</td>\n",
       "      <td>0.212320</td>\n",
       "      <td>0.102312</td>\n",
       "      <td>0.141408</td>\n",
       "      <td>0.119303</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.107008</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.250</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.282051</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.325269</td>\n",
       "      <td>0.115169</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.454545</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>131000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2927</th>\n",
       "      <td>0.382353</td>\n",
       "      <td>0.042726</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.869565</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.059709</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.246147</td>\n",
       "      <td>0.149264</td>\n",
       "      <td>0.133585</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.119819</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.269231</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.056180</td>\n",
       "      <td>0.043127</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.041176</td>\n",
       "      <td>0.545455</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>132000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2928</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.040711</td>\n",
       "      <td>0.444444</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.739130</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.189759</td>\n",
       "      <td>0.080603</td>\n",
       "      <td>0.083476</td>\n",
       "      <td>0.227332</td>\n",
       "      <td>0.221592</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.198757</td>\n",
       "      <td>0.333333</td>\n",
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       "      <td>0.25</td>\n",
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       "      <td>0.250</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.256410</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.280914</td>\n",
       "      <td>0.168539</td>\n",
       "      <td>0.051213</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>0.000000</td>\n",
       "      <td>0.272727</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>170000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2929</th>\n",
       "      <td>0.235294</td>\n",
       "      <td>0.038921</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.876812</td>\n",
       "      <td>0.733333</td>\n",
       "      <td>0.058750</td>\n",
       "      <td>0.134302</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.101884</td>\n",
       "      <td>0.163011</td>\n",
       "      <td>0.139046</td>\n",
       "      <td>0.486199</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.313866</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.538462</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.314103</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.436828</td>\n",
       "      <td>0.133427</td>\n",
       "      <td>0.064690</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.909091</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>188000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2930 rows × 284 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      MS SubClass  Lot Area  Overall Qual  Overall Cond  Year Built  \\\n",
       "0        0.000000  0.142420      0.555556         0.500    0.637681   \n",
       "1        0.000000  0.048246      0.444444         0.625    0.644928   \n",
       "2        0.000000  0.060609      0.555556         0.625    0.623188   \n",
       "3        0.000000  0.046087      0.666667         0.500    0.695652   \n",
       "4        0.235294  0.058566      0.444444         0.500    0.905797   \n",
       "5        0.235294  0.040562      0.555556         0.625    0.913043   \n",
       "6        0.588235  0.016920      0.777778         0.500    0.934783   \n",
       "7        0.588235  0.017318      0.777778         0.500    0.869565   \n",
       "8        0.588235  0.019112      0.777778         0.500    0.891304   \n",
       "9        0.235294  0.028979      0.666667         0.500    0.920290   \n",
       "10       0.235294  0.040665      0.555556         0.500    0.876812   \n",
       "11       0.000000  0.031223      0.555556         0.750    0.869565   \n",
       "12       0.235294  0.033195      0.555556         0.500    0.913043   \n",
       "13       0.000000  0.041487      0.666667         0.500    0.855072   \n",
       "14       0.588235  0.025801      0.777778         0.500    0.818841   \n",
       "15       0.235294  0.244007      0.777778         0.500    0.949275   \n",
       "16       0.176471  0.050639      0.777778         0.750    0.840580   \n",
       "17       0.000000  0.047180      0.888889         0.125    1.000000   \n",
       "18       0.000000  0.083377      0.333333         0.500    0.572464   \n",
       "19       0.000000  0.055505      0.555556         0.625    0.768116   \n",
       "20       0.000000  0.048849      0.555556         0.625    0.760870   \n",
       "21       0.382353  0.043586      0.666667         0.625    0.739130   \n",
       "22       0.235294  0.028979      0.666667         0.500    0.927536   \n",
       "23       0.000000  0.046465      0.555556         0.750    0.710145   \n",
       "24       0.000000  0.052523      0.444444         0.625    0.717391   \n",
       "25       0.000000  0.033420      0.444444         0.625    0.695652   \n",
       "26       0.000000  0.033186      0.333333         0.500    0.710145   \n",
       "27       0.000000  0.043002      0.333333         0.500    0.717391   \n",
       "28       0.588235  0.021305      0.666667         0.500    0.920290   \n",
       "29       0.823529  0.001776      0.555556         0.500    0.717391   \n",
       "...           ...       ...           ...           ...         ...   \n",
       "2900     0.000000  0.057576      0.777778         0.500    0.963768   \n",
       "2901     0.000000  0.047409      0.777778         0.500    0.963768   \n",
       "2902     0.000000  0.048036      0.888889         0.500    0.963768   \n",
       "2903     0.000000  0.139989      0.000000         0.250    0.572464   \n",
       "2904     0.411765  0.026736      0.666667         0.500    0.905797   \n",
       "2905     0.588235  0.014957      0.555556         0.500    0.913043   \n",
       "2906     0.588235  0.014957      0.555556         0.500    0.913043   \n",
       "2907     0.000000  0.074398      0.444444         0.500    0.971014   \n",
       "2908     0.823529  0.006380      0.444444         0.625    0.760870   \n",
       "2909     0.823529  0.006380      0.444444         0.625    0.760870   \n",
       "2910     0.823529  0.012452      0.555556         0.375    0.731884   \n",
       "2911     0.000000  0.041469      0.444444         0.750    0.695652   \n",
       "2912     0.411765  0.049246      0.444444         0.500    0.710145   \n",
       "2913     0.941176  0.000795      0.333333         0.625    0.710145   \n",
       "2914     0.823529  0.000860      0.333333         0.375    0.724638   \n",
       "2915     0.000000  0.056482      0.444444         0.500    0.702899   \n",
       "2916     0.941176  0.001089      0.444444         0.750    0.710145   \n",
       "2917     0.823529  0.001089      0.333333         0.500    0.710145   \n",
       "2918     0.823529  0.001056      0.333333         0.500    0.710145   \n",
       "2919     0.823529  0.002973      0.333333         0.750    0.710145   \n",
       "2920     0.823529  0.002776      0.333333         0.500    0.710145   \n",
       "2921     0.411765  0.053004      0.555556         0.500    0.753623   \n",
       "2922     0.411765  0.037379      0.444444         0.500    0.753623   \n",
       "2923     0.000000  0.075253      0.444444         0.500    0.760870   \n",
       "2924     0.000000  0.087406      0.444444         0.750    0.637681   \n",
       "2925     0.352941  0.031022      0.555556         0.625    0.811594   \n",
       "2926     0.000000  0.035453      0.444444         0.500    0.804348   \n",
       "2927     0.382353  0.042726      0.444444         0.500    0.869565   \n",
       "2928     0.000000  0.040711      0.444444         0.500    0.739130   \n",
       "2929     0.235294  0.038921      0.666667         0.500    0.876812   \n",
       "\n",
       "      Year Remod/Add  Mas Vnr Area  BsmtFin SF 1  BsmtFin SF 2  Bsmt Unf SF  \\\n",
       "0           0.166667      0.070000      0.113218      0.000000     0.188784   \n",
       "1           0.183333      0.000000      0.082920      0.094364     0.115582   \n",
       "2           0.133333      0.067500      0.163536      0.000000     0.173801   \n",
       "3           0.300000      0.000000      0.188696      0.000000     0.447346   \n",
       "4           0.800000      0.000000      0.140149      0.000000     0.058647   \n",
       "5           0.800000      0.012500      0.106662      0.000000     0.138699   \n",
       "6           0.850000      0.000000      0.109142      0.000000     0.309075   \n",
       "7           0.700000      0.000000      0.046598      0.000000     0.435360   \n",
       "8           0.766667      0.000000      0.209072      0.000000     0.177654   \n",
       "9           0.816667      0.000000      0.000000      0.000000     0.425514   \n",
       "10          0.733333      0.000000      0.000000      0.000000     0.326627   \n",
       "11          0.950000      0.000000      0.165663      0.000000     0.099743   \n",
       "12          0.800000      0.000000      0.000000      0.000000     0.337757   \n",
       "13          0.666667      0.000000      0.112863      0.000000     0.283818   \n",
       "14          0.583333      0.000000      0.065202      0.733945     0.000000   \n",
       "15          0.883333      0.376875      0.250886      0.000000     0.100171   \n",
       "16          0.916667      0.000000      0.075656      0.000000     0.056507   \n",
       "17          1.000000      0.218750      0.256024      0.000000     0.175942   \n",
       "18          0.016667      0.000000      0.021262      0.000000     0.318493   \n",
       "19          0.633333      0.074375      0.139972      0.106815     0.252140   \n",
       "20          0.450000      0.300000      0.124911      0.000000     0.487586   \n",
       "21          0.400000      0.050625      0.156804      0.110092     0.000000   \n",
       "22          0.833333      0.000000      0.094437      0.000000     0.120291   \n",
       "23          0.333333      0.112500      0.102410      0.000000     0.182363   \n",
       "24          0.966667      0.000000      0.130050      0.000000     0.147260   \n",
       "25          0.300000      0.000000      0.137314      0.000000     0.120291   \n",
       "26          0.333333      0.000000      0.142452      0.051114     0.000000   \n",
       "27          0.350000      0.000000      0.076541      0.000000     0.184932   \n",
       "28          0.816667      0.000000      0.186215      0.000000     0.151541   \n",
       "29          0.350000      0.315000      0.027640      0.000000     0.139983   \n",
       "...              ...           ...           ...           ...          ...   \n",
       "2900        0.933333      0.123750      0.239192      0.000000     0.161815   \n",
       "2901        0.933333      0.130000      0.258682      0.000000     0.174658   \n",
       "2902        0.933333      0.238750      0.257796      0.000000     0.163955   \n",
       "2903        0.016667      0.000000      0.000000      0.000000     0.000000   \n",
       "2904        0.783333      0.125000      0.220234      0.000000     0.019264   \n",
       "2905        0.800000      0.072500      0.158930      0.000000     0.136558   \n",
       "2906        0.800000      0.276875      0.212792      0.000000     0.015411   \n",
       "2907        0.933333      0.000000      0.000000      0.000000     0.488014   \n",
       "2908        0.450000      0.000000      0.000000      0.000000     0.113014   \n",
       "2909        0.450000      0.000000      0.097094      0.113368     0.015411   \n",
       "2910        0.383333      0.000000      0.148299      0.000000     0.044949   \n",
       "2911        0.883333      0.000000      0.078136      0.000000     0.181079   \n",
       "2912        0.333333      0.000000      0.026400      0.000000     0.643408   \n",
       "2913        0.333333      0.000000      0.092488      0.000000     0.046233   \n",
       "2914        0.366667      0.000000      0.044649      0.000000     0.125856   \n",
       "2915        0.483333      0.121250      0.021084      0.225426     0.274401   \n",
       "2916        0.333333      0.000000      0.097980      0.000000     0.032962   \n",
       "2917        0.333333      0.000000      0.072289      0.000000     0.059075   \n",
       "2918        0.333333      0.000000      0.000000      0.000000     0.233733   \n",
       "2919        0.333333      0.000000      0.000000      0.000000     0.233733   \n",
       "2920        0.333333      0.000000      0.044649      0.000000     0.125856   \n",
       "2921        0.433333      0.000000      0.165840      0.259502     0.169521   \n",
       "2922        0.433333      0.000000      0.284550      0.000000     0.052226   \n",
       "2923        0.450000      0.000000      0.165840      0.000000     0.081336   \n",
       "2924        0.766667      0.000000      0.216867      0.000000     0.000000   \n",
       "2925        0.566667      0.000000      0.145110      0.000000     0.078767   \n",
       "2926        0.550000      0.000000      0.053331      0.212320     0.102312   \n",
       "2927        0.700000      0.000000      0.059709      0.000000     0.246147   \n",
       "2928        0.416667      0.000000      0.189759      0.080603     0.083476   \n",
       "2929        0.733333      0.058750      0.134302      0.000000     0.101884   \n",
       "\n",
       "      Total Bsmt SF  1st Flr SF  2nd Flr SF  Low Qual Fin SF  Gr Liv Area  \\\n",
       "0          0.176759    0.277673    0.000000              0.0     0.249058   \n",
       "1          0.144354    0.118042    0.000000              0.0     0.105878   \n",
       "2          0.217512    0.208990    0.000000              0.0     0.187453   \n",
       "3          0.345336    0.373031    0.000000              0.0     0.334589   \n",
       "4          0.151882    0.124764    0.339467              0.0     0.243971   \n",
       "5          0.151555    0.124344    0.328329              0.0     0.239261   \n",
       "6          0.218985    0.210880    0.000000              0.0     0.189148   \n",
       "7          0.209493    0.198698    0.000000              0.0     0.178222   \n",
       "8          0.261047    0.269271    0.000000              0.0     0.241522   \n",
       "9          0.162684    0.145768    0.375787              0.0     0.276940   \n",
       "10         0.124877    0.090107    0.431961              0.0     0.248870   \n",
       "11         0.191162    0.179164    0.000000              0.0     0.160701   \n",
       "12         0.129133    0.095568    0.327361              0.0     0.213075   \n",
       "13         0.212766    0.211510    0.000000              0.0     0.189714   \n",
       "14         0.243535    0.245327    0.000000              0.0     0.220045   \n",
       "15         0.270049    0.284814    0.769492              0.0     0.554823   \n",
       "16         0.091489    0.156690    0.325424              0.0     0.267144   \n",
       "17         0.303764    0.319681    0.000000              0.0     0.286737   \n",
       "18         0.141408    0.111321    0.000000              0.0     0.099849   \n",
       "19         0.252373    0.365259    0.000000              0.0     0.327619   \n",
       "20         0.301800    0.317160    0.000000              0.0     0.284476   \n",
       "21         0.172340    0.176223    0.000000              0.0     0.158063   \n",
       "22         0.133224    0.100819    0.416465              0.0     0.252449   \n",
       "23         0.164321    0.140727    0.000000              0.0     0.126225   \n",
       "24         0.176432    0.156270    0.000000              0.0     0.140166   \n",
       "25         0.172831    0.151649    0.000000              0.0     0.136021   \n",
       "26         0.144354    0.115102    0.000000              0.0     0.103240   \n",
       "27         0.141408    0.111321    0.000000              0.0     0.099849   \n",
       "28         0.229951    0.210670    0.000000              0.0     0.188960   \n",
       "29         0.079051    0.031296    0.244068              0.0     0.123022   \n",
       "...             ...         ...         ...              ...          ...   \n",
       "2900       0.282815    0.341525    0.000000              0.0     0.306330   \n",
       "2901       0.305728    0.355808    0.000000              0.0     0.319141   \n",
       "2902       0.300818    0.315900    0.000000              0.0     0.283346   \n",
       "2903       0.000000    0.265911    0.000000              0.0     0.238508   \n",
       "2904       0.210802    0.217181    0.000000              0.0     0.194800   \n",
       "2905       0.199018    0.185255    0.000000              0.0     0.166164   \n",
       "2906       0.202455    0.210670    0.000000              0.0     0.188960   \n",
       "2907       0.186579    0.169292    0.000000              0.0     0.151846   \n",
       "2908       0.043208    0.059231    0.333172              0.0     0.182743   \n",
       "2909       0.123895    0.124134    0.266344              0.0     0.214959   \n",
       "2910       0.154173    0.201008    0.595642              0.0     0.412020   \n",
       "2911       0.141408    0.113422    0.000000              0.0     0.101733   \n",
       "2912       0.270376    0.276833    0.000000              0.0     0.248304   \n",
       "2913       0.103110    0.062172    0.000000              0.0     0.055765   \n",
       "2914       0.089362    0.044528    0.264407              0.0     0.142803   \n",
       "2915       0.180687    0.215501    0.000000              0.0     0.193293   \n",
       "2916       0.103110    0.062172    0.000000              0.0     0.055765   \n",
       "2917       0.089362    0.044528    0.264407              0.0     0.142803   \n",
       "2918       0.089362    0.044528    0.264407              0.0     0.142803   \n",
       "2919       0.089362    0.044528    0.264407              0.0     0.142803   \n",
       "2920       0.089362    0.044528    0.264407              0.0     0.142803   \n",
       "2921       0.282815    0.292796    0.000000              0.0     0.262622   \n",
       "2922       0.282815    0.292796    0.000000              0.0     0.262622   \n",
       "2923       0.184288    0.166352    0.000000              0.0     0.149209   \n",
       "2924       0.200327    0.186936    0.000000              0.0     0.167671   \n",
       "2925       0.164157    0.140517    0.000000              0.0     0.126036   \n",
       "2926       0.141408    0.119303    0.000000              0.0     0.107008   \n",
       "2927       0.149264    0.133585    0.000000              0.0     0.119819   \n",
       "2928       0.227332    0.221592    0.000000              0.0     0.198757   \n",
       "2929       0.163011    0.139046    0.486199              0.0     0.313866   \n",
       "\n",
       "      Bsmt Full Bath  Bsmt Half Bath  Full Bath  Half Bath  Bedroom AbvGr  \\\n",
       "0           0.333333             0.0       0.25        0.0          0.375   \n",
       "1           0.000000             0.0       0.25        0.0          0.250   \n",
       "2           0.000000             0.0       0.25        0.5          0.375   \n",
       "3           0.333333             0.0       0.50        0.5          0.375   \n",
       "4           0.000000             0.0       0.50        0.5          0.375   \n",
       "5           0.000000             0.0       0.50        0.5          0.375   \n",
       "6           0.333333             0.0       0.50        0.0          0.250   \n",
       "7           0.000000             0.0       0.50        0.0          0.250   \n",
       "8           0.333333             0.0       0.50        0.0          0.250   \n",
       "9           0.000000             0.0       0.50        0.5          0.375   \n",
       "10          0.000000             0.0       0.50        0.5          0.375   \n",
       "11          0.333333             0.0       0.50        0.0          0.375   \n",
       "12          0.000000             0.0       0.50        0.5          0.375   \n",
       "13          0.333333             0.0       0.25        0.5          0.250   \n",
       "14          0.333333             0.0       0.25        0.5          0.125   \n",
       "15          0.333333             0.0       0.75        0.5          0.500   \n",
       "16          0.000000             0.0       0.50        0.0          0.500   \n",
       "17          0.333333             0.0       0.25        0.5          0.125   \n",
       "18          0.000000             0.0       0.25        0.0          0.250   \n",
       "19          0.333333             0.0       0.50        0.0          0.375   \n",
       "20          0.000000             0.0       0.50        0.0          0.375   \n",
       "21          0.333333             0.0       0.50        0.0          0.375   \n",
       "22          0.333333             0.0       0.50        0.5          0.375   \n",
       "23          0.333333             0.0       0.25        0.0          0.250   \n",
       "24          0.333333             0.0       0.25        0.5          0.375   \n",
       "25          0.333333             0.0       0.25        0.0          0.375   \n",
       "26          0.333333             0.0       0.25        0.0          0.250   \n",
       "27          0.000000             0.0       0.25        0.0          0.375   \n",
       "28          0.333333             0.0       0.50        0.0          0.250   \n",
       "29          0.000000             0.0       0.25        0.5          0.250   \n",
       "...              ...             ...        ...        ...            ...   \n",
       "2900        0.333333             0.0       0.50        0.0          0.375   \n",
       "2901        0.333333             0.0       0.50        0.0          0.250   \n",
       "2902        0.333333             0.0       0.50        0.0          0.375   \n",
       "2903        0.000000             0.0       0.25        0.5          0.375   \n",
       "2904        0.666667             0.0       0.50        0.0          0.250   \n",
       "2905        0.333333             0.0       0.50        0.0          0.250   \n",
       "2906        0.333333             0.0       0.50        0.0          0.250   \n",
       "2907        0.000000             0.0       0.25        0.0          0.375   \n",
       "2908        0.000000             0.0       0.25        0.5          0.375   \n",
       "2909        0.000000             0.0       0.50        0.0          0.500   \n",
       "2910        0.333333             0.0       0.50        0.5          0.625   \n",
       "2911        0.333333             0.0       0.25        0.0          0.375   \n",
       "2912        0.000000             0.0       0.50        0.0          0.500   \n",
       "2913        0.333333             0.0       0.25        0.0          0.125   \n",
       "2914        0.000000             0.0       0.25        0.5          0.375   \n",
       "2915        0.333333             0.0       0.25        0.0          0.375   \n",
       "2916        0.333333             0.0       0.25        0.0          0.125   \n",
       "2917        0.000000             0.0       0.25        0.5          0.375   \n",
       "2918        0.000000             0.0       0.25        0.5          0.375   \n",
       "2919        0.000000             0.0       0.25        0.5          0.375   \n",
       "2920        0.000000             0.0       0.25        0.5          0.375   \n",
       "2921        0.000000             0.0       0.50        0.0          0.500   \n",
       "2922        0.666667             0.0       0.50        0.0          0.500   \n",
       "2923        0.333333             0.0       0.50        0.0          0.375   \n",
       "2924        0.333333             0.0       0.25        0.0          0.500   \n",
       "2925        0.333333             0.0       0.25        0.0          0.375   \n",
       "2926        0.333333             0.0       0.25        0.0          0.250   \n",
       "2927        0.000000             0.5       0.25        0.0          0.375   \n",
       "2928        0.333333             0.0       0.25        0.0          0.250   \n",
       "2929        0.000000             0.0       0.50        0.5          0.375   \n",
       "\n",
       "      Kitchen AbvGr  TotRms AbvGrd  Fireplaces  Garage Yr Blt  Garage Cars  \\\n",
       "0          0.333333       0.384615        0.50       0.208333          0.4   \n",
       "1          0.333333       0.230769        0.00       0.211538          0.2   \n",
       "2          0.333333       0.307692        0.00       0.201923          0.2   \n",
       "3          0.333333       0.461538        0.50       0.233974          0.4   \n",
       "4          0.333333       0.307692        0.25       0.326923          0.4   \n",
       "5          0.333333       0.384615        0.25       0.330128          0.4   \n",
       "6          0.333333       0.307692        0.00       0.339744          0.4   \n",
       "7          0.333333       0.230769        0.00       0.310897          0.4   \n",
       "8          0.333333       0.230769        0.25       0.320513          0.4   \n",
       "9          0.333333       0.384615        0.25       0.333333          0.4   \n",
       "10         0.333333       0.384615        0.25       0.314103          0.4   \n",
       "11         0.333333       0.307692        0.00       0.310897          0.4   \n",
       "12         0.333333       0.384615        0.25       0.330128          0.4   \n",
       "13         0.333333       0.230769        0.25       0.304487          0.4   \n",
       "14         0.333333       0.153846        0.00       0.288462          0.4   \n",
       "15         0.333333       0.769231        0.25       0.346154          0.6   \n",
       "16         0.333333       0.461538        0.00       0.298077          0.4   \n",
       "17         0.333333       0.461538        0.25       0.368590          0.6   \n",
       "18         0.333333       0.153846        0.00       0.179487          0.4   \n",
       "19         0.333333       0.384615        0.50       0.266026          0.4   \n",
       "20         0.333333       0.384615        0.25       0.262821          0.4   \n",
       "21         0.333333       0.307692        0.50       0.253205          0.4   \n",
       "22         0.333333       0.384615        0.00       0.336538          0.4   \n",
       "23         0.333333       0.230769        0.25       0.240385          0.4   \n",
       "24         0.333333       0.307692        0.25       0.243590          0.4   \n",
       "25         0.333333       0.307692        0.25       0.233974          0.2   \n",
       "26         0.333333       0.153846        0.00       0.240385          0.4   \n",
       "27         0.333333       0.230769        0.25       0.269231          0.0   \n",
       "28         0.333333       0.230769        0.25       0.333333          0.4   \n",
       "29         0.333333       0.230769        0.00       0.243590          0.2   \n",
       "...             ...            ...         ...            ...          ...   \n",
       "2900       0.333333       0.461538        0.50       0.352564          0.6   \n",
       "2901       0.333333       0.384615        0.50       0.352564          0.6   \n",
       "2902       0.333333       0.538462        0.25       0.352564          0.6   \n",
       "2903       0.333333       0.307692        0.00       0.179487          0.2   \n",
       "2904       0.666667       0.461538        0.00       0.326923          0.8   \n",
       "2905       0.333333       0.230769        0.00       0.330128          0.4   \n",
       "2906       0.333333       0.230769        0.00       0.330128          0.4   \n",
       "2907       0.333333       0.307692        0.00       0.269231          0.0   \n",
       "2908       0.333333       0.230769        0.25       0.262821          0.2   \n",
       "2909       0.333333       0.307692        0.25       0.262821          0.2   \n",
       "2910       0.333333       0.615385        0.25       0.250000          0.4   \n",
       "2911       0.333333       0.230769        0.00       0.233974          0.2   \n",
       "2912       0.666667       0.461538        0.00       0.240385          0.6   \n",
       "2913       0.333333       0.076923        0.00       0.269231          0.0   \n",
       "2914       0.333333       0.230769        0.00       0.246795          0.2   \n",
       "2915       0.333333       0.461538        0.25       0.237179          0.2   \n",
       "2916       0.333333       0.076923        0.00       0.269231          0.0   \n",
       "2917       0.333333       0.230769        0.00       0.240385          0.2   \n",
       "2918       0.333333       0.230769        0.00       0.269231          0.0   \n",
       "2919       0.333333       0.230769        0.00       0.269231          0.0   \n",
       "2920       0.333333       0.307692        0.00       0.240385          0.2   \n",
       "2921       0.666667       0.461538        0.00       0.259615          0.4   \n",
       "2922       0.666667       0.461538        0.00       0.259615          0.4   \n",
       "2923       0.333333       0.230769        0.25       0.262821          0.4   \n",
       "2924       0.333333       0.384615        0.25       0.208333          0.4   \n",
       "2925       0.333333       0.307692        0.00       0.285256          0.4   \n",
       "2926       0.333333       0.230769        0.00       0.282051          0.4   \n",
       "2927       0.333333       0.307692        0.00       0.269231          0.0   \n",
       "2928       0.333333       0.307692        0.25       0.256410          0.4   \n",
       "2929       0.333333       0.538462        0.25       0.314103          0.6   \n",
       "\n",
       "      Garage Area  Wood Deck SF  Open Porch SF  Enclosed Porch  3Ssn Porch  \\\n",
       "0        0.354839      0.147472       0.083558        0.000000         0.0   \n",
       "1        0.490591      0.098315       0.000000        0.000000         0.0   \n",
       "2        0.209677      0.275983       0.048518        0.000000         0.0   \n",
       "3        0.350806      0.000000       0.000000        0.000000         0.0   \n",
       "4        0.323925      0.148876       0.045822        0.000000         0.0   \n",
       "5        0.315860      0.252809       0.048518        0.000000         0.0   \n",
       "6        0.391129      0.000000       0.000000        0.167984         0.0   \n",
       "7        0.340054      0.000000       0.110512        0.000000         0.0   \n",
       "8        0.408602      0.166433       0.204852        0.000000         0.0   \n",
       "9        0.297043      0.098315       0.080863        0.000000         0.0   \n",
       "10       0.295699      0.110253       0.113208        0.000000         0.0   \n",
       "11       0.282258      0.339185       0.028302        0.000000         0.0   \n",
       "12       0.264113      0.000000       0.101078        0.000000         0.0   \n",
       "13       0.340054      0.134831       0.000000        0.000000         0.0   \n",
       "14       0.354839      0.000000       0.072776        0.000000         0.0   \n",
       "15       0.565188      0.353230       0.048518        0.000000         0.0   \n",
       "16       0.330645      0.228230       0.016173        0.000000         0.0   \n",
       "17       0.560484      0.079354       0.000000        0.000000         0.0   \n",
       "18       0.268817      0.000000       0.000000        0.000000         0.0   \n",
       "19       0.336022      0.245084       0.000000        0.000000         0.0   \n",
       "20       0.366935      0.000000       0.164420        0.000000         0.0   \n",
       "21       0.354839      0.000000       0.161725        0.000000         0.0   \n",
       "22       0.445565      0.000000       0.129380        0.000000         0.0   \n",
       "23       0.322581      0.000000       0.000000        0.000000         0.0   \n",
       "24       0.336022      0.000000       0.000000        0.000000         0.0   \n",
       "25       0.204301      0.000000       0.114555        0.181818         0.0   \n",
       "26       0.352823      0.168539       0.000000        0.000000         0.0   \n",
       "27       0.000000      0.000000       0.000000        0.000000         0.0   \n",
       "28       0.343414      0.142556       0.091644        0.000000         0.0   \n",
       "29       0.177419      0.193118       0.000000        0.000000         0.0   \n",
       "...           ...           ...            ...             ...         ...   \n",
       "2900     0.479839      0.120787       0.051213        0.000000         0.0   \n",
       "2901     0.591398      0.228933       0.088949        0.000000         0.0   \n",
       "2902     0.458333      0.113062       0.303235        0.000000         0.0   \n",
       "2903     0.181452      0.000000       0.000000        0.133399         0.0   \n",
       "2904     0.526882      0.000000       0.064690        0.000000         0.0   \n",
       "2905     0.270161      0.000000       0.168464        0.000000         0.0   \n",
       "2906     0.272177      0.000000       0.268194        0.000000         0.0   \n",
       "2907     0.000000      0.025281       0.075472        0.000000         0.0   \n",
       "2908     0.225806      0.099017       0.000000        0.000000         0.0   \n",
       "2909     0.225806      0.073034       0.035040        0.000000         0.0   \n",
       "2910     0.387097      0.511236       0.026954        0.000000         0.0   \n",
       "2911     0.193548      0.000000       0.161725        0.000000         0.0   \n",
       "2912     0.623656      0.000000       0.000000        0.000000         0.0   \n",
       "2913     0.000000      0.000000       0.000000        0.000000         0.0   \n",
       "2914     0.170027      0.000000       0.000000        0.000000         0.0   \n",
       "2915     0.225806      0.112360       0.000000        0.000000         0.0   \n",
       "2916     0.000000      0.000000       0.000000        0.000000         0.0   \n",
       "2917     0.192204      0.000000       0.000000        0.000000         0.0   \n",
       "2918     0.000000      0.000000       0.045822        0.000000         0.0   \n",
       "2919     0.000000      0.000000       0.000000        0.000000         0.0   \n",
       "2920     0.192204      0.000000       0.032345        0.000000         0.0   \n",
       "2921     0.385753      0.028090       0.000000        0.000000         0.0   \n",
       "2922     0.376344      0.000000       0.000000        0.000000         0.0   \n",
       "2923     0.325269      0.207163       0.055256        0.000000         0.0   \n",
       "2924     0.387097      0.332865       0.000000        0.000000         0.0   \n",
       "2925     0.395161      0.084270       0.000000        0.000000         0.0   \n",
       "2926     0.325269      0.115169       0.000000        0.000000         0.0   \n",
       "2927     0.000000      0.056180       0.043127        0.000000         0.0   \n",
       "2928     0.280914      0.168539       0.051213        0.000000         0.0   \n",
       "2929     0.436828      0.133427       0.064690        0.000000         0.0   \n",
       "\n",
       "      Screen Porch  Pool Area  Misc Val   Mo Sold  Yr Sold  MS Zoning_A (agr)  \\\n",
       "0         0.000000        0.0  0.000000  0.363636      1.0                0.0   \n",
       "1         0.208333        0.0  0.000000  0.454545      1.0                0.0   \n",
       "2         0.000000        0.0  0.735294  0.454545      1.0                0.0   \n",
       "3         0.000000        0.0  0.000000  0.272727      1.0                0.0   \n",
       "4         0.000000        0.0  0.000000  0.181818      1.0                0.0   \n",
       "5         0.000000        0.0  0.000000  0.454545      1.0                0.0   \n",
       "6         0.000000        0.0  0.000000  0.272727      1.0                0.0   \n",
       "7         0.250000        0.0  0.000000  0.000000      1.0                0.0   \n",
       "8         0.000000        0.0  0.000000  0.181818      1.0                0.0   \n",
       "9         0.000000        0.0  0.000000  0.454545      1.0                0.0   \n",
       "10        0.000000        0.0  0.000000  0.272727      1.0                0.0   \n",
       "11        0.000000        0.0  0.029412  0.181818      1.0                0.0   \n",
       "12        0.000000        0.0  0.000000  0.363636      1.0                0.0   \n",
       "13        0.000000        0.0  0.000000  0.090909      1.0                0.0   \n",
       "14        0.243056        0.0  0.000000  0.454545      1.0                0.0   \n",
       "15        0.364583        0.0  0.000000  0.454545      1.0                0.0   \n",
       "16        0.000000        0.0  0.000000  0.454545      1.0                0.0   \n",
       "17        0.000000        0.0  0.000000  0.454545      1.0                0.0   \n",
       "18        0.000000        0.0  0.000000  0.454545      1.0                0.0   \n",
       "19        0.000000        0.0  0.000000  0.090909      1.0                0.0   \n",
       "20        0.000000        0.0  0.000000  0.000000      1.0                0.0   \n",
       "21        0.000000        0.0  0.000000  0.000000      1.0                0.0   \n",
       "22        0.000000        0.0  0.000000  0.000000      1.0                0.0   \n",
       "23        0.000000        0.0  0.041176  0.181818      1.0                0.0   \n",
       "24        0.000000        0.0  0.000000  0.272727      1.0                0.0   \n",
       "25        0.000000        0.0  0.000000  0.545455      1.0                0.0   \n",
       "26        0.000000        0.0  0.000000  0.272727      1.0                0.0   \n",
       "27        0.000000        0.0  0.000000  0.272727      1.0                0.0   \n",
       "28        0.000000        0.0  0.000000  0.454545      1.0                0.0   \n",
       "29        0.000000        0.0  0.000000  0.090909      1.0                0.0   \n",
       "...            ...        ...       ...       ...      ...                ...   \n",
       "2900      0.000000        0.0  0.000000  0.909091      0.0                0.0   \n",
       "2901      0.000000        0.0  0.000000  0.181818      0.0                0.0   \n",
       "2902      0.000000        0.0  0.000000  0.727273      0.0                0.0   \n",
       "2903      0.000000        0.0  0.000000  0.363636      0.0                1.0   \n",
       "2904      0.000000        0.0  0.000000  0.909091      0.0                0.0   \n",
       "2905      0.000000        0.0  0.000000  0.363636      0.0                0.0   \n",
       "2906      0.000000        0.0  0.000000  0.181818      0.0                0.0   \n",
       "2907      0.000000        0.0  0.000000  0.545455      0.0                0.0   \n",
       "2908      0.000000        0.0  0.000000  0.363636      0.0                0.0   \n",
       "2909      0.000000        0.0  0.000000  0.545455      0.0                0.0   \n",
       "2910      0.000000        0.0  0.000000  0.454545      0.0                0.0   \n",
       "2911      0.000000        0.0  0.000000  0.818182      0.0                0.0   \n",
       "2912      0.000000        0.0  0.000000  0.181818      0.0                0.0   \n",
       "2913      0.000000        0.0  0.000000  0.272727      0.0                0.0   \n",
       "2914      0.000000        0.0  0.000000  0.363636      0.0                0.0   \n",
       "2915      0.000000        0.0  0.000000  0.363636      0.0                0.0   \n",
       "2916      0.000000        0.0  0.000000  0.636364      0.0                0.0   \n",
       "2917      0.000000        0.0  0.000000  1.000000      0.0                0.0   \n",
       "2918      0.000000        0.0  0.000000  0.454545      0.0                0.0   \n",
       "2919      0.000000        0.0  0.000000  0.454545      0.0                0.0   \n",
       "2920      0.000000        0.0  0.000000  0.272727      0.0                0.0   \n",
       "2921      0.000000        0.0  0.000000  0.545455      0.0                0.0   \n",
       "2922      0.000000        0.0  0.000000  0.545455      0.0                0.0   \n",
       "2923      0.000000        0.0  0.000000  0.363636      0.0                0.0   \n",
       "2924      0.000000        0.0  0.000000  0.727273      0.0                0.0   \n",
       "2925      0.000000        0.0  0.000000  0.181818      0.0                0.0   \n",
       "2926      0.000000        0.0  0.000000  0.454545      0.0                0.0   \n",
       "2927      0.000000        0.0  0.041176  0.545455      0.0                0.0   \n",
       "2928      0.000000        0.0  0.000000  0.272727      0.0                0.0   \n",
       "2929      0.000000        0.0  0.000000  0.909091      0.0                0.0   \n",
       "\n",
       "      MS Zoning_C (all)  MS Zoning_FV  MS Zoning_I (all)  MS Zoning_RH  \\\n",
       "0                   0.0           0.0                0.0           0.0   \n",
       "1                   0.0           0.0                0.0           1.0   \n",
       "2                   0.0           0.0                0.0           0.0   \n",
       "3                   0.0           0.0                0.0           0.0   \n",
       "4                   0.0           0.0                0.0           0.0   \n",
       "5                   0.0           0.0                0.0           0.0   \n",
       "6                   0.0           0.0                0.0           0.0   \n",
       "7                   0.0           0.0                0.0           0.0   \n",
       "8                   0.0           0.0                0.0           0.0   \n",
       "9                   0.0           0.0                0.0           0.0   \n",
       "10                  0.0           0.0                0.0           0.0   \n",
       "11                  0.0           0.0                0.0           0.0   \n",
       "12                  0.0           0.0                0.0           0.0   \n",
       "13                  0.0           0.0                0.0           0.0   \n",
       "14                  0.0           0.0                0.0           0.0   \n",
       "15                  0.0           0.0                0.0           0.0   \n",
       "16                  0.0           0.0                0.0           0.0   \n",
       "17                  0.0           0.0                0.0           0.0   \n",
       "18                  0.0           0.0                0.0           0.0   \n",
       "19                  0.0           0.0                0.0           0.0   \n",
       "20                  0.0           0.0                0.0           0.0   \n",
       "21                  0.0           0.0                0.0           0.0   \n",
       "22                  0.0           1.0                0.0           0.0   \n",
       "23                  0.0           0.0                0.0           0.0   \n",
       "24                  0.0           0.0                0.0           0.0   \n",
       "25                  0.0           0.0                0.0           0.0   \n",
       "26                  0.0           0.0                0.0           0.0   \n",
       "27                  0.0           0.0                0.0           0.0   \n",
       "28                  0.0           0.0                0.0           1.0   \n",
       "29                  0.0           0.0                0.0           0.0   \n",
       "...                 ...           ...                ...           ...   \n",
       "2900                0.0           0.0                0.0           0.0   \n",
       "2901                0.0           0.0                0.0           0.0   \n",
       "2902                0.0           0.0                0.0           0.0   \n",
       "2903                0.0           0.0                0.0           0.0   \n",
       "2904                0.0           0.0                0.0           0.0   \n",
       "2905                0.0           0.0                0.0           0.0   \n",
       "2906                0.0           0.0                0.0           0.0   \n",
       "2907                0.0           0.0                0.0           0.0   \n",
       "2908                0.0           0.0                0.0           0.0   \n",
       "2909                0.0           0.0                0.0           0.0   \n",
       "2910                0.0           0.0                0.0           0.0   \n",
       "2911                0.0           0.0                0.0           0.0   \n",
       "2912                0.0           0.0                0.0           0.0   \n",
       "2913                0.0           0.0                0.0           0.0   \n",
       "2914                0.0           0.0                0.0           0.0   \n",
       "2915                0.0           0.0                0.0           0.0   \n",
       "2916                0.0           0.0                0.0           0.0   \n",
       "2917                0.0           0.0                0.0           0.0   \n",
       "2918                0.0           0.0                0.0           0.0   \n",
       "2919                0.0           0.0                0.0           0.0   \n",
       "2920                0.0           0.0                0.0           0.0   \n",
       "2921                0.0           0.0                0.0           0.0   \n",
       "2922                0.0           0.0                0.0           0.0   \n",
       "2923                0.0           0.0                0.0           0.0   \n",
       "2924                0.0           0.0                0.0           0.0   \n",
       "2925                0.0           0.0                0.0           0.0   \n",
       "2926                0.0           0.0                0.0           0.0   \n",
       "2927                0.0           0.0                0.0           0.0   \n",
       "2928                0.0           0.0                0.0           0.0   \n",
       "2929                0.0           0.0                0.0           0.0   \n",
       "\n",
       "      MS Zoning_RL  MS Zoning_RM  Street_Grvl  Street_Pave  Lot Shape_IR1  \\\n",
       "0              1.0           0.0          0.0          1.0            1.0   \n",
       "1              0.0           0.0          0.0          1.0            0.0   \n",
       "2              1.0           0.0          0.0          1.0            1.0   \n",
       "3              1.0           0.0          0.0          1.0            0.0   \n",
       "4              1.0           0.0          0.0          1.0            1.0   \n",
       "5              1.0           0.0          0.0          1.0            1.0   \n",
       "6              1.0           0.0          0.0          1.0            0.0   \n",
       "7              1.0           0.0          0.0          1.0            1.0   \n",
       "8              1.0           0.0          0.0          1.0            1.0   \n",
       "9              1.0           0.0          0.0          1.0            0.0   \n",
       "10             1.0           0.0          0.0          1.0            1.0   \n",
       "11             1.0           0.0          0.0          1.0            1.0   \n",
       "12             1.0           0.0          0.0          1.0            1.0   \n",
       "13             1.0           0.0          0.0          1.0            0.0   \n",
       "14             1.0           0.0          0.0          1.0            1.0   \n",
       "15             1.0           0.0          0.0          1.0            0.0   \n",
       "16             1.0           0.0          0.0          1.0            1.0   \n",
       "17             1.0           0.0          0.0          1.0            0.0   \n",
       "18             1.0           0.0          0.0          1.0            0.0   \n",
       "19             1.0           0.0          0.0          1.0            0.0   \n",
       "20             1.0           0.0          0.0          1.0            1.0   \n",
       "21             1.0           0.0          0.0          1.0            0.0   \n",
       "22             0.0           0.0          0.0          1.0            0.0   \n",
       "23             1.0           0.0          0.0          1.0            1.0   \n",
       "24             1.0           0.0          0.0          1.0            1.0   \n",
       "25             1.0           0.0          0.0          1.0            0.0   \n",
       "26             1.0           0.0          0.0          1.0            0.0   \n",
       "27             1.0           0.0          0.0          1.0            0.0   \n",
       "28             0.0           0.0          0.0          1.0            1.0   \n",
       "29             0.0           1.0          0.0          1.0            0.0   \n",
       "...            ...           ...          ...          ...            ...   \n",
       "2900           1.0           0.0          0.0          1.0            0.0   \n",
       "2901           1.0           0.0          0.0          1.0            0.0   \n",
       "2902           1.0           0.0          0.0          1.0            0.0   \n",
       "2903           0.0           0.0          0.0          1.0            0.0   \n",
       "2904           0.0           1.0          0.0          1.0            0.0   \n",
       "2905           0.0           1.0          0.0          1.0            0.0   \n",
       "2906           0.0           1.0          0.0          1.0            0.0   \n",
       "2907           1.0           0.0          0.0          1.0            0.0   \n",
       "2908           0.0           1.0          0.0          1.0            0.0   \n",
       "2909           0.0           1.0          0.0          1.0            0.0   \n",
       "2910           0.0           1.0          0.0          1.0            0.0   \n",
       "2911           1.0           0.0          0.0          1.0            1.0   \n",
       "2912           1.0           0.0          0.0          1.0            1.0   \n",
       "2913           0.0           1.0          0.0          1.0            0.0   \n",
       "2914           0.0           1.0          0.0          1.0            0.0   \n",
       "2915           1.0           0.0          0.0          1.0            0.0   \n",
       "2916           0.0           1.0          0.0          1.0            0.0   \n",
       "2917           0.0           1.0          0.0          1.0            0.0   \n",
       "2918           0.0           1.0          0.0          1.0            0.0   \n",
       "2919           0.0           1.0          0.0          1.0            0.0   \n",
       "2920           0.0           1.0          0.0          1.0            0.0   \n",
       "2921           1.0           0.0          0.0          1.0            1.0   \n",
       "2922           1.0           0.0          0.0          1.0            0.0   \n",
       "2923           1.0           0.0          0.0          1.0            0.0   \n",
       "2924           1.0           0.0          0.0          1.0            0.0   \n",
       "2925           1.0           0.0          0.0          1.0            1.0   \n",
       "2926           1.0           0.0          0.0          1.0            1.0   \n",
       "2927           1.0           0.0          0.0          1.0            0.0   \n",
       "2928           1.0           0.0          0.0          1.0            0.0   \n",
       "2929           1.0           0.0          0.0          1.0            0.0   \n",
       "\n",
       "      Lot Shape_IR2  Lot Shape_IR3  Lot Shape_Reg  Land Contour_Bnk  \\\n",
       "0               0.0            0.0            0.0               0.0   \n",
       "1               0.0            0.0            1.0               0.0   \n",
       "2               0.0            0.0            0.0               0.0   \n",
       "3               0.0            0.0            1.0               0.0   \n",
       "4               0.0            0.0            0.0               0.0   \n",
       "5               0.0            0.0            0.0               0.0   \n",
       "6               0.0            0.0            1.0               0.0   \n",
       "7               0.0            0.0            0.0               0.0   \n",
       "8               0.0            0.0            0.0               0.0   \n",
       "9               0.0            0.0            1.0               0.0   \n",
       "10              0.0            0.0            0.0               0.0   \n",
       "11              0.0            0.0            0.0               0.0   \n",
       "12              0.0            0.0            0.0               0.0   \n",
       "13              0.0            0.0            1.0               0.0   \n",
       "14              0.0            0.0            0.0               0.0   \n",
       "15              1.0            0.0            0.0               0.0   \n",
       "16              0.0            0.0            0.0               1.0   \n",
       "17              0.0            0.0            1.0               0.0   \n",
       "18              0.0            0.0            1.0               0.0   \n",
       "19              0.0            0.0            1.0               0.0   \n",
       "20              0.0            0.0            0.0               0.0   \n",
       "21              0.0            0.0            1.0               0.0   \n",
       "22              0.0            0.0            1.0               0.0   \n",
       "23              0.0            0.0            0.0               0.0   \n",
       "24              0.0            0.0            0.0               0.0   \n",
       "25              0.0            0.0            1.0               0.0   \n",
       "26              0.0            0.0            1.0               0.0   \n",
       "27              0.0            0.0            1.0               0.0   \n",
       "28              0.0            0.0            0.0               0.0   \n",
       "29              0.0            0.0            1.0               0.0   \n",
       "...             ...            ...            ...               ...   \n",
       "2900            0.0            0.0            1.0               0.0   \n",
       "2901            0.0            0.0            1.0               0.0   \n",
       "2902            0.0            0.0            1.0               0.0   \n",
       "2903            0.0            0.0            1.0               0.0   \n",
       "2904            0.0            0.0            1.0               0.0   \n",
       "2905            0.0            0.0            1.0               0.0   \n",
       "2906            0.0            0.0            1.0               0.0   \n",
       "2907            0.0            0.0            1.0               0.0   \n",
       "2908            0.0            0.0            1.0               0.0   \n",
       "2909            0.0            0.0            1.0               0.0   \n",
       "2910            0.0            0.0            1.0               0.0   \n",
       "2911            0.0            0.0            0.0               0.0   \n",
       "2912            0.0            0.0            0.0               0.0   \n",
       "2913            0.0            0.0            1.0               0.0   \n",
       "2914            0.0            0.0            1.0               0.0   \n",
       "2915            0.0            0.0            1.0               0.0   \n",
       "2916            0.0            0.0            1.0               0.0   \n",
       "2917            0.0            0.0            1.0               0.0   \n",
       "2918            0.0            0.0            1.0               0.0   \n",
       "2919            0.0            0.0            1.0               0.0   \n",
       "2920            0.0            0.0            1.0               0.0   \n",
       "2921            0.0            0.0            0.0               0.0   \n",
       "2922            0.0            0.0            1.0               0.0   \n",
       "2923            0.0            0.0            1.0               0.0   \n",
       "2924            0.0            0.0            1.0               0.0   \n",
       "2925            0.0            0.0            0.0               0.0   \n",
       "2926            0.0            0.0            0.0               0.0   \n",
       "2927            0.0            0.0            1.0               0.0   \n",
       "2928            0.0            0.0            1.0               0.0   \n",
       "2929            0.0            0.0            1.0               0.0   \n",
       "\n",
       "      Land Contour_HLS  Land Contour_Low  Land Contour_Lvl  Utilities_AllPub  \\\n",
       "0                  0.0               0.0               1.0               1.0   \n",
       "1                  0.0               0.0               1.0               1.0   \n",
       "2                  0.0               0.0               1.0               1.0   \n",
       "3                  0.0               0.0               1.0               1.0   \n",
       "4                  0.0               0.0               1.0               1.0   \n",
       "5                  0.0               0.0               1.0               1.0   \n",
       "6                  0.0               0.0               1.0               1.0   \n",
       "7                  1.0               0.0               0.0               1.0   \n",
       "8                  0.0               0.0               1.0               1.0   \n",
       "9                  0.0               0.0               1.0               1.0   \n",
       "10                 0.0               0.0               1.0               1.0   \n",
       "11                 0.0               0.0               1.0               1.0   \n",
       "12                 0.0               0.0               1.0               1.0   \n",
       "13                 0.0               0.0               1.0               1.0   \n",
       "14                 0.0               0.0               1.0               1.0   \n",
       "15                 1.0               0.0               0.0               1.0   \n",
       "16                 0.0               0.0               0.0               1.0   \n",
       "17                 0.0               0.0               1.0               1.0   \n",
       "18                 0.0               0.0               1.0               1.0   \n",
       "19                 0.0               0.0               1.0               1.0   \n",
       "20                 0.0               0.0               1.0               1.0   \n",
       "21                 0.0               0.0               1.0               1.0   \n",
       "22                 0.0               0.0               1.0               1.0   \n",
       "23                 0.0               0.0               1.0               1.0   \n",
       "24                 0.0               0.0               1.0               1.0   \n",
       "25                 0.0               0.0               1.0               1.0   \n",
       "26                 0.0               0.0               1.0               1.0   \n",
       "27                 0.0               0.0               1.0               1.0   \n",
       "28                 0.0               0.0               1.0               1.0   \n",
       "29                 0.0               0.0               1.0               1.0   \n",
       "...                ...               ...               ...               ...   \n",
       "2900               0.0               0.0               1.0               1.0   \n",
       "2901               0.0               0.0               1.0               1.0   \n",
       "2902               0.0               0.0               1.0               1.0   \n",
       "2903               0.0               0.0               1.0               1.0   \n",
       "2904               0.0               0.0               1.0               1.0   \n",
       "2905               0.0               0.0               1.0               1.0   \n",
       "2906               0.0               0.0               1.0               1.0   \n",
       "2907               0.0               0.0               1.0               1.0   \n",
       "2908               0.0               0.0               1.0               1.0   \n",
       "2909               0.0               0.0               1.0               1.0   \n",
       "2910               0.0               0.0               1.0               1.0   \n",
       "2911               0.0               0.0               1.0               1.0   \n",
       "2912               0.0               0.0               1.0               1.0   \n",
       "2913               0.0               0.0               1.0               1.0   \n",
       "2914               0.0               0.0               1.0               1.0   \n",
       "2915               0.0               0.0               1.0               1.0   \n",
       "2916               0.0               0.0               1.0               1.0   \n",
       "2917               0.0               0.0               1.0               1.0   \n",
       "2918               0.0               0.0               1.0               1.0   \n",
       "2919               0.0               0.0               1.0               1.0   \n",
       "2920               0.0               0.0               1.0               1.0   \n",
       "2921               0.0               0.0               1.0               1.0   \n",
       "2922               0.0               0.0               1.0               1.0   \n",
       "2923               0.0               1.0               0.0               1.0   \n",
       "2924               0.0               0.0               1.0               1.0   \n",
       "2925               0.0               0.0               1.0               1.0   \n",
       "2926               0.0               1.0               0.0               1.0   \n",
       "2927               0.0               0.0               1.0               1.0   \n",
       "2928               0.0               0.0               1.0               1.0   \n",
       "2929               0.0               0.0               1.0               1.0   \n",
       "\n",
       "      Utilities_NoSeWa  Utilities_NoSewr  Lot Config_Corner  \\\n",
       "0                  0.0               0.0                1.0   \n",
       "1                  0.0               0.0                0.0   \n",
       "2                  0.0               0.0                1.0   \n",
       "3                  0.0               0.0                1.0   \n",
       "4                  0.0               0.0                0.0   \n",
       "5                  0.0               0.0                0.0   \n",
       "6                  0.0               0.0                0.0   \n",
       "7                  0.0               0.0                0.0   \n",
       "8                  0.0               0.0                0.0   \n",
       "9                  0.0               0.0                0.0   \n",
       "10                 0.0               0.0                1.0   \n",
       "11                 0.0               0.0                0.0   \n",
       "12                 0.0               0.0                0.0   \n",
       "13                 0.0               0.0                0.0   \n",
       "14                 0.0               0.0                1.0   \n",
       "15                 0.0               0.0                0.0   \n",
       "16                 0.0               0.0                0.0   \n",
       "17                 0.0               0.0                1.0   \n",
       "18                 0.0               0.0                1.0   \n",
       "19                 0.0               0.0                0.0   \n",
       "20                 0.0               0.0                0.0   \n",
       "21                 0.0               0.0                0.0   \n",
       "22                 0.0               0.0                0.0   \n",
       "23                 0.0               0.0                0.0   \n",
       "24                 0.0               0.0                0.0   \n",
       "25                 0.0               0.0                0.0   \n",
       "26                 0.0               0.0                1.0   \n",
       "27                 0.0               0.0                0.0   \n",
       "28                 0.0               0.0                0.0   \n",
       "29                 0.0               0.0                0.0   \n",
       "...                ...               ...                ...   \n",
       "2900               0.0               0.0                1.0   \n",
       "2901               0.0               0.0                0.0   \n",
       "2902               0.0               0.0                0.0   \n",
       "2903               0.0               0.0                0.0   \n",
       "2904               0.0               0.0                0.0   \n",
       "2905               0.0               0.0                0.0   \n",
       "2906               0.0               0.0                0.0   \n",
       "2907               0.0               0.0                0.0   \n",
       "2908               0.0               0.0                0.0   \n",
       "2909               0.0               0.0                0.0   \n",
       "2910               0.0               0.0                0.0   \n",
       "2911               0.0               0.0                0.0   \n",
       "2912               0.0               0.0                1.0   \n",
       "2913               0.0               0.0                0.0   \n",
       "2914               0.0               0.0                0.0   \n",
       "2915               0.0               0.0                0.0   \n",
       "2916               0.0               0.0                0.0   \n",
       "2917               0.0               0.0                0.0   \n",
       "2918               0.0               0.0                0.0   \n",
       "2919               0.0               0.0                0.0   \n",
       "2920               0.0               0.0                0.0   \n",
       "2921               0.0               0.0                0.0   \n",
       "2922               0.0               0.0                0.0   \n",
       "2923               0.0               0.0                0.0   \n",
       "2924               0.0               0.0                0.0   \n",
       "2925               0.0               0.0                0.0   \n",
       "2926               0.0               0.0                0.0   \n",
       "2927               0.0               0.0                0.0   \n",
       "2928               0.0               0.0                0.0   \n",
       "2929               0.0               0.0                0.0   \n",
       "\n",
       "      Lot Config_CulDSac  Lot Config_FR2  Lot Config_FR3  Lot Config_Inside  \\\n",
       "0                    0.0             0.0             0.0                0.0   \n",
       "1                    0.0             0.0             0.0                1.0   \n",
       "2                    0.0             0.0             0.0                0.0   \n",
       "3                    0.0             0.0             0.0                0.0   \n",
       "4                    0.0             0.0             0.0                1.0   \n",
       "5                    0.0             0.0             0.0                1.0   \n",
       "6                    0.0             0.0             0.0                1.0   \n",
       "7                    0.0             0.0             0.0                1.0   \n",
       "8                    0.0             0.0             0.0                1.0   \n",
       "9                    0.0             0.0             0.0                1.0   \n",
       "10                   0.0             0.0             0.0                0.0   \n",
       "11                   0.0             0.0             0.0                1.0   \n",
       "12                   0.0             0.0             0.0                1.0   \n",
       "13                   0.0             0.0             0.0                1.0   \n",
       "14                   0.0             0.0             0.0                0.0   \n",
       "15                   1.0             0.0             0.0                0.0   \n",
       "16                   0.0             0.0             0.0                1.0   \n",
       "17                   0.0             0.0             0.0                0.0   \n",
       "18                   0.0             0.0             0.0                0.0   \n",
       "19                   0.0             0.0             0.0                1.0   \n",
       "20                   0.0             0.0             0.0                1.0   \n",
       "21                   0.0             0.0             0.0                1.0   \n",
       "22                   0.0             0.0             0.0                1.0   \n",
       "23                   1.0             0.0             0.0                0.0   \n",
       "24                   1.0             0.0             0.0                0.0   \n",
       "25                   0.0             0.0             0.0                1.0   \n",
       "26                   0.0             0.0             0.0                0.0   \n",
       "27                   0.0             1.0             0.0                0.0   \n",
       "28                   0.0             1.0             0.0                0.0   \n",
       "29                   0.0             0.0             0.0                1.0   \n",
       "...                  ...             ...             ...                ...   \n",
       "2900                 0.0             0.0             0.0                0.0   \n",
       "2901                 0.0             0.0             0.0                1.0   \n",
       "2902                 0.0             0.0             0.0                1.0   \n",
       "2903                 0.0             0.0             0.0                1.0   \n",
       "2904                 0.0             0.0             0.0                1.0   \n",
       "2905                 0.0             1.0             0.0                0.0   \n",
       "2906                 0.0             1.0             0.0                0.0   \n",
       "2907                 0.0             0.0             0.0                1.0   \n",
       "2908                 0.0             0.0             0.0                1.0   \n",
       "2909                 0.0             0.0             0.0                1.0   \n",
       "2910                 0.0             0.0             0.0                1.0   \n",
       "2911                 0.0             0.0             0.0                1.0   \n",
       "2912                 0.0             0.0             0.0                0.0   \n",
       "2913                 0.0             0.0             0.0                1.0   \n",
       "2914                 0.0             0.0             0.0                1.0   \n",
       "2915                 0.0             0.0             0.0                1.0   \n",
       "2916                 0.0             0.0             0.0                1.0   \n",
       "2917                 0.0             0.0             0.0                1.0   \n",
       "2918                 0.0             0.0             0.0                1.0   \n",
       "2919                 0.0             0.0             0.0                1.0   \n",
       "2920                 0.0             0.0             0.0                1.0   \n",
       "2921                 0.0             0.0             0.0                1.0   \n",
       "2922                 0.0             0.0             0.0                1.0   \n",
       "2923                 0.0             0.0             0.0                1.0   \n",
       "2924                 0.0             0.0             0.0                1.0   \n",
       "2925                 1.0             0.0             0.0                0.0   \n",
       "2926                 0.0             0.0             0.0                1.0   \n",
       "2927                 0.0             0.0             0.0                1.0   \n",
       "2928                 0.0             0.0             0.0                1.0   \n",
       "2929                 0.0             0.0             0.0                1.0   \n",
       "\n",
       "      Land Slope_Gtl  Land Slope_Mod  Land Slope_Sev  Neighborhood_Blmngtn  \\\n",
       "0                1.0             0.0             0.0                   0.0   \n",
       "1                1.0             0.0             0.0                   0.0   \n",
       "2                1.0             0.0             0.0                   0.0   \n",
       "3                1.0             0.0             0.0                   0.0   \n",
       "4                1.0             0.0             0.0                   0.0   \n",
       "5                1.0             0.0             0.0                   0.0   \n",
       "6                1.0             0.0             0.0                   0.0   \n",
       "7                1.0             0.0             0.0                   0.0   \n",
       "8                1.0             0.0             0.0                   0.0   \n",
       "9                1.0             0.0             0.0                   0.0   \n",
       "10               1.0             0.0             0.0                   0.0   \n",
       "11               1.0             0.0             0.0                   0.0   \n",
       "12               1.0             0.0             0.0                   0.0   \n",
       "13               1.0             0.0             0.0                   0.0   \n",
       "14               1.0             0.0             0.0                   0.0   \n",
       "15               0.0             1.0             0.0                   0.0   \n",
       "16               0.0             1.0             0.0                   0.0   \n",
       "17               1.0             0.0             0.0                   0.0   \n",
       "18               1.0             0.0             0.0                   0.0   \n",
       "19               1.0             0.0             0.0                   0.0   \n",
       "20               1.0             0.0             0.0                   0.0   \n",
       "21               1.0             0.0             0.0                   0.0   \n",
       "22               1.0             0.0             0.0                   0.0   \n",
       "23               1.0             0.0             0.0                   0.0   \n",
       "24               1.0             0.0             0.0                   0.0   \n",
       "25               1.0             0.0             0.0                   0.0   \n",
       "26               1.0             0.0             0.0                   0.0   \n",
       "27               1.0             0.0             0.0                   0.0   \n",
       "28               1.0             0.0             0.0                   0.0   \n",
       "29               1.0             0.0             0.0                   0.0   \n",
       "...              ...             ...             ...                   ...   \n",
       "2900             1.0             0.0             0.0                   0.0   \n",
       "2901             1.0             0.0             0.0                   0.0   \n",
       "2902             1.0             0.0             0.0                   0.0   \n",
       "2903             1.0             0.0             0.0                   0.0   \n",
       "2904             1.0             0.0             0.0                   0.0   \n",
       "2905             1.0             0.0             0.0                   0.0   \n",
       "2906             1.0             0.0             0.0                   0.0   \n",
       "2907             1.0             0.0             0.0                   0.0   \n",
       "2908             1.0             0.0             0.0                   0.0   \n",
       "2909             1.0             0.0             0.0                   0.0   \n",
       "2910             1.0             0.0             0.0                   0.0   \n",
       "2911             1.0             0.0             0.0                   0.0   \n",
       "2912             1.0             0.0             0.0                   0.0   \n",
       "2913             1.0             0.0             0.0                   0.0   \n",
       "2914             1.0             0.0             0.0                   0.0   \n",
       "2915             0.0             1.0             0.0                   0.0   \n",
       "2916             1.0             0.0             0.0                   0.0   \n",
       "2917             1.0             0.0             0.0                   0.0   \n",
       "2918             1.0             0.0             0.0                   0.0   \n",
       "2919             1.0             0.0             0.0                   0.0   \n",
       "2920             1.0             0.0             0.0                   0.0   \n",
       "2921             1.0             0.0             0.0                   0.0   \n",
       "2922             1.0             0.0             0.0                   0.0   \n",
       "2923             0.0             1.0             0.0                   0.0   \n",
       "2924             1.0             0.0             0.0                   0.0   \n",
       "2925             1.0             0.0             0.0                   0.0   \n",
       "2926             0.0             1.0             0.0                   0.0   \n",
       "2927             1.0             0.0             0.0                   0.0   \n",
       "2928             0.0             1.0             0.0                   0.0   \n",
       "2929             0.0             1.0             0.0                   0.0   \n",
       "\n",
       "      Neighborhood_Blueste  Neighborhood_BrDale  Neighborhood_BrkSide  \\\n",
       "0                      0.0                  0.0                   0.0   \n",
       "1                      0.0                  0.0                   0.0   \n",
       "2                      0.0                  0.0                   0.0   \n",
       "3                      0.0                  0.0                   0.0   \n",
       "4                      0.0                  0.0                   0.0   \n",
       "5                      0.0                  0.0                   0.0   \n",
       "6                      0.0                  0.0                   0.0   \n",
       "7                      0.0                  0.0                   0.0   \n",
       "8                      0.0                  0.0                   0.0   \n",
       "9                      0.0                  0.0                   0.0   \n",
       "10                     0.0                  0.0                   0.0   \n",
       "11                     0.0                  0.0                   0.0   \n",
       "12                     0.0                  0.0                   0.0   \n",
       "13                     0.0                  0.0                   0.0   \n",
       "14                     0.0                  0.0                   0.0   \n",
       "15                     0.0                  0.0                   0.0   \n",
       "16                     0.0                  0.0                   0.0   \n",
       "17                     0.0                  0.0                   0.0   \n",
       "18                     0.0                  0.0                   0.0   \n",
       "19                     0.0                  0.0                   0.0   \n",
       "20                     0.0                  0.0                   0.0   \n",
       "21                     0.0                  0.0                   0.0   \n",
       "22                     0.0                  0.0                   0.0   \n",
       "23                     0.0                  0.0                   0.0   \n",
       "24                     0.0                  0.0                   0.0   \n",
       "25                     0.0                  0.0                   0.0   \n",
       "26                     0.0                  0.0                   0.0   \n",
       "27                     0.0                  0.0                   0.0   \n",
       "28                     0.0                  0.0                   0.0   \n",
       "29                     0.0                  1.0                   0.0   \n",
       "...                    ...                  ...                   ...   \n",
       "2900                   0.0                  0.0                   0.0   \n",
       "2901                   0.0                  0.0                   0.0   \n",
       "2902                   0.0                  0.0                   0.0   \n",
       "2903                   0.0                  0.0                   0.0   \n",
       "2904                   0.0                  0.0                   0.0   \n",
       "2905                   0.0                  0.0                   0.0   \n",
       "2906                   0.0                  0.0                   0.0   \n",
       "2907                   0.0                  0.0                   0.0   \n",
       "2908                   0.0                  0.0                   0.0   \n",
       "2909                   0.0                  0.0                   0.0   \n",
       "2910                   0.0                  0.0                   0.0   \n",
       "2911                   0.0                  0.0                   0.0   \n",
       "2912                   0.0                  0.0                   0.0   \n",
       "2913                   0.0                  0.0                   0.0   \n",
       "2914                   0.0                  0.0                   0.0   \n",
       "2915                   0.0                  0.0                   0.0   \n",
       "2916                   0.0                  0.0                   0.0   \n",
       "2917                   0.0                  0.0                   0.0   \n",
       "2918                   0.0                  0.0                   0.0   \n",
       "2919                   0.0                  0.0                   0.0   \n",
       "2920                   0.0                  0.0                   0.0   \n",
       "2921                   0.0                  0.0                   0.0   \n",
       "2922                   0.0                  0.0                   0.0   \n",
       "2923                   0.0                  0.0                   0.0   \n",
       "2924                   0.0                  0.0                   0.0   \n",
       "2925                   0.0                  0.0                   0.0   \n",
       "2926                   0.0                  0.0                   0.0   \n",
       "2927                   0.0                  0.0                   0.0   \n",
       "2928                   0.0                  0.0                   0.0   \n",
       "2929                   0.0                  0.0                   0.0   \n",
       "\n",
       "      Neighborhood_ClearCr  Neighborhood_CollgCr  Neighborhood_Crawfor  \\\n",
       "0                      0.0                   0.0                   0.0   \n",
       "1                      0.0                   0.0                   0.0   \n",
       "2                      0.0                   0.0                   0.0   \n",
       "3                      0.0                   0.0                   0.0   \n",
       "4                      0.0                   0.0                   0.0   \n",
       "5                      0.0                   0.0                   0.0   \n",
       "6                      0.0                   0.0                   0.0   \n",
       "7                      0.0                   0.0                   0.0   \n",
       "8                      0.0                   0.0                   0.0   \n",
       "9                      0.0                   0.0                   0.0   \n",
       "10                     0.0                   0.0                   0.0   \n",
       "11                     0.0                   0.0                   0.0   \n",
       "12                     0.0                   0.0                   0.0   \n",
       "13                     0.0                   0.0                   0.0   \n",
       "14                     0.0                   0.0                   0.0   \n",
       "15                     0.0                   0.0                   0.0   \n",
       "16                     0.0                   0.0                   0.0   \n",
       "17                     0.0                   0.0                   0.0   \n",
       "18                     0.0                   0.0                   0.0   \n",
       "19                     0.0                   0.0                   0.0   \n",
       "20                     0.0                   0.0                   0.0   \n",
       "21                     0.0                   0.0                   0.0   \n",
       "22                     0.0                   0.0                   0.0   \n",
       "23                     0.0                   0.0                   0.0   \n",
       "24                     0.0                   0.0                   0.0   \n",
       "25                     0.0                   0.0                   0.0   \n",
       "26                     0.0                   0.0                   0.0   \n",
       "27                     0.0                   0.0                   0.0   \n",
       "28                     0.0                   0.0                   0.0   \n",
       "29                     0.0                   0.0                   0.0   \n",
       "...                    ...                   ...                   ...   \n",
       "2900                   0.0                   0.0                   0.0   \n",
       "2901                   0.0                   0.0                   0.0   \n",
       "2902                   0.0                   0.0                   0.0   \n",
       "2903                   0.0                   0.0                   0.0   \n",
       "2904                   0.0                   0.0                   0.0   \n",
       "2905                   0.0                   0.0                   0.0   \n",
       "2906                   0.0                   0.0                   0.0   \n",
       "2907                   0.0                   0.0                   0.0   \n",
       "2908                   0.0                   0.0                   0.0   \n",
       "2909                   0.0                   0.0                   0.0   \n",
       "2910                   0.0                   0.0                   0.0   \n",
       "2911                   0.0                   0.0                   0.0   \n",
       "2912                   0.0                   0.0                   0.0   \n",
       "2913                   0.0                   0.0                   0.0   \n",
       "2914                   0.0                   0.0                   0.0   \n",
       "2915                   0.0                   0.0                   0.0   \n",
       "2916                   0.0                   0.0                   0.0   \n",
       "2917                   0.0                   0.0                   0.0   \n",
       "2918                   0.0                   0.0                   0.0   \n",
       "2919                   0.0                   0.0                   0.0   \n",
       "2920                   0.0                   0.0                   0.0   \n",
       "2921                   0.0                   0.0                   0.0   \n",
       "2922                   0.0                   0.0                   0.0   \n",
       "2923                   0.0                   0.0                   0.0   \n",
       "2924                   0.0                   0.0                   0.0   \n",
       "2925                   0.0                   0.0                   0.0   \n",
       "2926                   0.0                   0.0                   0.0   \n",
       "2927                   0.0                   0.0                   0.0   \n",
       "2928                   0.0                   0.0                   0.0   \n",
       "2929                   0.0                   0.0                   0.0   \n",
       "\n",
       "      Neighborhood_Edwards  Neighborhood_Gilbert  Neighborhood_Greens  \\\n",
       "0                      0.0                   0.0                  0.0   \n",
       "1                      0.0                   0.0                  0.0   \n",
       "2                      0.0                   0.0                  0.0   \n",
       "3                      0.0                   0.0                  0.0   \n",
       "4                      0.0                   1.0                  0.0   \n",
       "5                      0.0                   1.0                  0.0   \n",
       "6                      0.0                   0.0                  0.0   \n",
       "7                      0.0                   0.0                  0.0   \n",
       "8                      0.0                   0.0                  0.0   \n",
       "9                      0.0                   1.0                  0.0   \n",
       "10                     0.0                   1.0                  0.0   \n",
       "11                     0.0                   1.0                  0.0   \n",
       "12                     0.0                   1.0                  0.0   \n",
       "13                     0.0                   1.0                  0.0   \n",
       "14                     0.0                   0.0                  0.0   \n",
       "15                     0.0                   0.0                  0.0   \n",
       "16                     0.0                   1.0                  0.0   \n",
       "17                     0.0                   0.0                  0.0   \n",
       "18                     0.0                   1.0                  0.0   \n",
       "19                     0.0                   0.0                  0.0   \n",
       "20                     0.0                   0.0                  0.0   \n",
       "21                     0.0                   0.0                  0.0   \n",
       "22                     0.0                   0.0                  0.0   \n",
       "23                     0.0                   0.0                  0.0   \n",
       "24                     0.0                   0.0                  0.0   \n",
       "25                     0.0                   0.0                  0.0   \n",
       "26                     0.0                   0.0                  0.0   \n",
       "27                     0.0                   0.0                  0.0   \n",
       "28                     0.0                   0.0                  0.0   \n",
       "29                     0.0                   0.0                  0.0   \n",
       "...                    ...                   ...                  ...   \n",
       "2900                   0.0                   0.0                  0.0   \n",
       "2901                   0.0                   0.0                  0.0   \n",
       "2902                   0.0                   0.0                  0.0   \n",
       "2903                   0.0                   0.0                  0.0   \n",
       "2904                   0.0                   0.0                  0.0   \n",
       "2905                   0.0                   0.0                  0.0   \n",
       "2906                   0.0                   0.0                  0.0   \n",
       "2907                   0.0                   0.0                  0.0   \n",
       "2908                   0.0                   0.0                  0.0   \n",
       "2909                   0.0                   0.0                  0.0   \n",
       "2910                   0.0                   0.0                  0.0   \n",
       "2911                   0.0                   0.0                  0.0   \n",
       "2912                   0.0                   0.0                  0.0   \n",
       "2913                   0.0                   0.0                  0.0   \n",
       "2914                   0.0                   0.0                  0.0   \n",
       "2915                   0.0                   0.0                  0.0   \n",
       "2916                   0.0                   0.0                  0.0   \n",
       "2917                   0.0                   0.0                  0.0   \n",
       "2918                   0.0                   0.0                  0.0   \n",
       "2919                   0.0                   0.0                  0.0   \n",
       "2920                   0.0                   0.0                  0.0   \n",
       "2921                   0.0                   0.0                  0.0   \n",
       "2922                   0.0                   0.0                  0.0   \n",
       "2923                   0.0                   0.0                  0.0   \n",
       "2924                   0.0                   0.0                  0.0   \n",
       "2925                   0.0                   0.0                  0.0   \n",
       "2926                   0.0                   0.0                  0.0   \n",
       "2927                   0.0                   0.0                  0.0   \n",
       "2928                   0.0                   0.0                  0.0   \n",
       "2929                   0.0                   0.0                  0.0   \n",
       "\n",
       "      Neighborhood_GrnHill  Neighborhood_IDOTRR    ...      \\\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",
       "4                      0.0                  0.0    ...       \n",
       "5                      0.0                  0.0    ...       \n",
       "6                      0.0                  0.0    ...       \n",
       "7                      0.0                  0.0    ...       \n",
       "8                      0.0                  0.0    ...       \n",
       "9                      0.0                  0.0    ...       \n",
       "10                     0.0                  0.0    ...       \n",
       "11                     0.0                  0.0    ...       \n",
       "12                     0.0                  0.0    ...       \n",
       "13                     0.0                  0.0    ...       \n",
       "14                     0.0                  0.0    ...       \n",
       "15                     0.0                  0.0    ...       \n",
       "16                     0.0                  0.0    ...       \n",
       "17                     0.0                  0.0    ...       \n",
       "18                     0.0                  0.0    ...       \n",
       "19                     0.0                  0.0    ...       \n",
       "20                     0.0                  0.0    ...       \n",
       "21                     0.0                  0.0    ...       \n",
       "22                     0.0                  0.0    ...       \n",
       "23                     0.0                  0.0    ...       \n",
       "24                     0.0                  0.0    ...       \n",
       "25                     0.0                  0.0    ...       \n",
       "26                     0.0                  0.0    ...       \n",
       "27                     0.0                  0.0    ...       \n",
       "28                     0.0                  0.0    ...       \n",
       "29                     0.0                  0.0    ...       \n",
       "...                    ...                  ...    ...       \n",
       "2900                   0.0                  0.0    ...       \n",
       "2901                   0.0                  0.0    ...       \n",
       "2902                   0.0                  0.0    ...       \n",
       "2903                   0.0                  0.0    ...       \n",
       "2904                   0.0                  0.0    ...       \n",
       "2905                   0.0                  0.0    ...       \n",
       "2906                   0.0                  0.0    ...       \n",
       "2907                   0.0                  0.0    ...       \n",
       "2908                   0.0                  0.0    ...       \n",
       "2909                   0.0                  0.0    ...       \n",
       "2910                   0.0                  0.0    ...       \n",
       "2911                   0.0                  0.0    ...       \n",
       "2912                   0.0                  0.0    ...       \n",
       "2913                   0.0                  0.0    ...       \n",
       "2914                   0.0                  0.0    ...       \n",
       "2915                   0.0                  0.0    ...       \n",
       "2916                   0.0                  0.0    ...       \n",
       "2917                   0.0                  0.0    ...       \n",
       "2918                   0.0                  0.0    ...       \n",
       "2919                   0.0                  0.0    ...       \n",
       "2920                   0.0                  0.0    ...       \n",
       "2921                   0.0                  0.0    ...       \n",
       "2922                   0.0                  0.0    ...       \n",
       "2923                   0.0                  0.0    ...       \n",
       "2924                   0.0                  0.0    ...       \n",
       "2925                   0.0                  0.0    ...       \n",
       "2926                   0.0                  0.0    ...       \n",
       "2927                   0.0                  0.0    ...       \n",
       "2928                   0.0                  0.0    ...       \n",
       "2929                   0.0                  0.0    ...       \n",
       "\n",
       "      BsmtFin Type 2_BLQ  BsmtFin Type 2_GLQ  BsmtFin Type 2_LwQ  \\\n",
       "0                    0.0                 0.0                 0.0   \n",
       "1                    0.0                 0.0                 1.0   \n",
       "2                    0.0                 0.0                 0.0   \n",
       "3                    0.0                 0.0                 0.0   \n",
       "4                    0.0                 0.0                 0.0   \n",
       "5                    0.0                 0.0                 0.0   \n",
       "6                    0.0                 0.0                 0.0   \n",
       "7                    0.0                 0.0                 0.0   \n",
       "8                    0.0                 0.0                 0.0   \n",
       "9                    0.0                 0.0                 0.0   \n",
       "10                   0.0                 0.0                 0.0   \n",
       "11                   0.0                 0.0                 0.0   \n",
       "12                   0.0                 0.0                 0.0   \n",
       "13                   0.0                 0.0                 0.0   \n",
       "14                   1.0                 0.0                 0.0   \n",
       "15                   0.0                 0.0                 0.0   \n",
       "16                   0.0                 0.0                 0.0   \n",
       "17                   0.0                 0.0                 0.0   \n",
       "18                   0.0                 0.0                 0.0   \n",
       "19                   0.0                 0.0                 0.0   \n",
       "20                   0.0                 0.0                 0.0   \n",
       "21                   0.0                 0.0                 1.0   \n",
       "22                   0.0                 0.0                 0.0   \n",
       "23                   0.0                 0.0                 0.0   \n",
       "24                   0.0                 0.0                 0.0   \n",
       "25                   0.0                 0.0                 0.0   \n",
       "26                   0.0                 0.0                 0.0   \n",
       "27                   0.0                 0.0                 0.0   \n",
       "28                   1.0                 0.0                 0.0   \n",
       "29                   0.0                 0.0                 0.0   \n",
       "...                  ...                 ...                 ...   \n",
       "2900                 0.0                 0.0                 0.0   \n",
       "2901                 0.0                 0.0                 0.0   \n",
       "2902                 0.0                 0.0                 0.0   \n",
       "2903                 0.0                 0.0                 0.0   \n",
       "2904                 0.0                 0.0                 0.0   \n",
       "2905                 0.0                 0.0                 0.0   \n",
       "2906                 0.0                 0.0                 0.0   \n",
       "2907                 0.0                 0.0                 0.0   \n",
       "2908                 0.0                 0.0                 0.0   \n",
       "2909                 0.0                 0.0                 0.0   \n",
       "2910                 0.0                 0.0                 0.0   \n",
       "2911                 0.0                 0.0                 0.0   \n",
       "2912                 0.0                 0.0                 0.0   \n",
       "2913                 0.0                 0.0                 0.0   \n",
       "2914                 0.0                 0.0                 0.0   \n",
       "2915                 1.0                 0.0                 0.0   \n",
       "2916                 0.0                 0.0                 0.0   \n",
       "2917                 0.0                 0.0                 0.0   \n",
       "2918                 0.0                 0.0                 0.0   \n",
       "2919                 0.0                 0.0                 0.0   \n",
       "2920                 0.0                 0.0                 0.0   \n",
       "2921                 0.0                 0.0                 1.0   \n",
       "2922                 0.0                 0.0                 0.0   \n",
       "2923                 0.0                 0.0                 0.0   \n",
       "2924                 0.0                 0.0                 0.0   \n",
       "2925                 0.0                 0.0                 0.0   \n",
       "2926                 0.0                 0.0                 0.0   \n",
       "2927                 0.0                 0.0                 0.0   \n",
       "2928                 0.0                 0.0                 1.0   \n",
       "2929                 0.0                 0.0                 0.0   \n",
       "\n",
       "      BsmtFin Type 2_Rec  BsmtFin Type 2_Unf  Heating_Floor  Heating_GasA  \\\n",
       "0                    0.0                 1.0            0.0           1.0   \n",
       "1                    0.0                 0.0            0.0           1.0   \n",
       "2                    0.0                 1.0            0.0           1.0   \n",
       "3                    0.0                 1.0            0.0           1.0   \n",
       "4                    0.0                 1.0            0.0           1.0   \n",
       "5                    0.0                 1.0            0.0           1.0   \n",
       "6                    0.0                 1.0            0.0           1.0   \n",
       "7                    0.0                 1.0            0.0           1.0   \n",
       "8                    0.0                 1.0            0.0           1.0   \n",
       "9                    0.0                 1.0            0.0           1.0   \n",
       "10                   0.0                 1.0            0.0           1.0   \n",
       "11                   0.0                 1.0            0.0           1.0   \n",
       "12                   0.0                 1.0            0.0           1.0   \n",
       "13                   0.0                 1.0            0.0           1.0   \n",
       "14                   0.0                 0.0            0.0           1.0   \n",
       "15                   0.0                 1.0            0.0           1.0   \n",
       "16                   0.0                 1.0            0.0           1.0   \n",
       "17                   0.0                 1.0            0.0           1.0   \n",
       "18                   0.0                 1.0            0.0           1.0   \n",
       "19                   1.0                 0.0            0.0           1.0   \n",
       "20                   0.0                 1.0            0.0           1.0   \n",
       "21                   0.0                 0.0            0.0           1.0   \n",
       "22                   0.0                 1.0            0.0           1.0   \n",
       "23                   0.0                 1.0            0.0           1.0   \n",
       "24                   0.0                 1.0            0.0           1.0   \n",
       "25                   0.0                 1.0            0.0           1.0   \n",
       "26                   1.0                 0.0            0.0           1.0   \n",
       "27                   0.0                 1.0            0.0           1.0   \n",
       "28                   0.0                 0.0            0.0           1.0   \n",
       "29                   0.0                 1.0            0.0           1.0   \n",
       "...                  ...                 ...            ...           ...   \n",
       "2900                 0.0                 1.0            0.0           1.0   \n",
       "2901                 0.0                 1.0            0.0           1.0   \n",
       "2902                 0.0                 1.0            0.0           1.0   \n",
       "2903                 0.0                 1.0            0.0           1.0   \n",
       "2904                 0.0                 1.0            0.0           1.0   \n",
       "2905                 0.0                 1.0            0.0           1.0   \n",
       "2906                 0.0                 1.0            0.0           1.0   \n",
       "2907                 0.0                 1.0            0.0           1.0   \n",
       "2908                 0.0                 1.0            0.0           1.0   \n",
       "2909                 1.0                 0.0            0.0           1.0   \n",
       "2910                 0.0                 1.0            0.0           1.0   \n",
       "2911                 0.0                 1.0            0.0           1.0   \n",
       "2912                 0.0                 1.0            0.0           1.0   \n",
       "2913                 0.0                 1.0            0.0           1.0   \n",
       "2914                 0.0                 1.0            0.0           1.0   \n",
       "2915                 0.0                 0.0            0.0           1.0   \n",
       "2916                 0.0                 1.0            0.0           1.0   \n",
       "2917                 0.0                 1.0            0.0           1.0   \n",
       "2918                 0.0                 1.0            0.0           1.0   \n",
       "2919                 0.0                 1.0            0.0           1.0   \n",
       "2920                 0.0                 1.0            0.0           1.0   \n",
       "2921                 0.0                 0.0            0.0           1.0   \n",
       "2922                 0.0                 1.0            0.0           1.0   \n",
       "2923                 0.0                 1.0            0.0           1.0   \n",
       "2924                 0.0                 1.0            0.0           1.0   \n",
       "2925                 0.0                 1.0            0.0           1.0   \n",
       "2926                 0.0                 0.0            0.0           1.0   \n",
       "2927                 0.0                 1.0            0.0           1.0   \n",
       "2928                 0.0                 0.0            0.0           1.0   \n",
       "2929                 0.0                 1.0            0.0           1.0   \n",
       "\n",
       "      Heating_GasW  Heating_Grav  Heating_OthW  Heating_Wall  Heating QC_Ex  \\\n",
       "0              0.0           0.0           0.0           0.0            0.0   \n",
       "1              0.0           0.0           0.0           0.0            0.0   \n",
       "2              0.0           0.0           0.0           0.0            0.0   \n",
       "3              0.0           0.0           0.0           0.0            1.0   \n",
       "4              0.0           0.0           0.0           0.0            0.0   \n",
       "5              0.0           0.0           0.0           0.0            1.0   \n",
       "6              0.0           0.0           0.0           0.0            1.0   \n",
       "7              0.0           0.0           0.0           0.0            1.0   \n",
       "8              0.0           0.0           0.0           0.0            1.0   \n",
       "9              0.0           0.0           0.0           0.0            0.0   \n",
       "10             0.0           0.0           0.0           0.0            0.0   \n",
       "11             0.0           0.0           0.0           0.0            1.0   \n",
       "12             0.0           0.0           0.0           0.0            0.0   \n",
       "13             0.0           0.0           0.0           0.0            0.0   \n",
       "14             0.0           0.0           0.0           0.0            0.0   \n",
       "15             0.0           0.0           0.0           0.0            1.0   \n",
       "16             0.0           0.0           0.0           0.0            0.0   \n",
       "17             0.0           0.0           0.0           0.0            1.0   \n",
       "18             0.0           0.0           0.0           0.0            1.0   \n",
       "19             0.0           0.0           0.0           0.0            0.0   \n",
       "20             0.0           0.0           0.0           0.0            1.0   \n",
       "21             0.0           0.0           0.0           0.0            0.0   \n",
       "22             0.0           0.0           0.0           0.0            1.0   \n",
       "23             0.0           0.0           0.0           0.0            1.0   \n",
       "24             0.0           0.0           0.0           0.0            1.0   \n",
       "25             0.0           0.0           0.0           0.0            1.0   \n",
       "26             0.0           0.0           0.0           0.0            0.0   \n",
       "27             0.0           0.0           0.0           0.0            0.0   \n",
       "28             0.0           0.0           0.0           0.0            1.0   \n",
       "29             0.0           0.0           0.0           0.0            0.0   \n",
       "...            ...           ...           ...           ...            ...   \n",
       "2900           0.0           0.0           0.0           0.0            1.0   \n",
       "2901           0.0           0.0           0.0           0.0            1.0   \n",
       "2902           0.0           0.0           0.0           0.0            1.0   \n",
       "2903           0.0           0.0           0.0           0.0            0.0   \n",
       "2904           0.0           0.0           0.0           0.0            0.0   \n",
       "2905           0.0           0.0           0.0           0.0            1.0   \n",
       "2906           0.0           0.0           0.0           0.0            1.0   \n",
       "2907           0.0           0.0           0.0           0.0            1.0   \n",
       "2908           0.0           0.0           0.0           0.0            0.0   \n",
       "2909           0.0           0.0           0.0           0.0            1.0   \n",
       "2910           0.0           0.0           0.0           0.0            0.0   \n",
       "2911           0.0           0.0           0.0           0.0            1.0   \n",
       "2912           0.0           0.0           0.0           0.0            0.0   \n",
       "2913           0.0           0.0           0.0           0.0            0.0   \n",
       "2914           0.0           0.0           0.0           0.0            0.0   \n",
       "2915           0.0           0.0           0.0           0.0            0.0   \n",
       "2916           0.0           0.0           0.0           0.0            1.0   \n",
       "2917           0.0           0.0           0.0           0.0            0.0   \n",
       "2918           0.0           0.0           0.0           0.0            0.0   \n",
       "2919           0.0           0.0           0.0           0.0            0.0   \n",
       "2920           0.0           0.0           0.0           0.0            0.0   \n",
       "2921           0.0           0.0           0.0           0.0            0.0   \n",
       "2922           0.0           0.0           0.0           0.0            0.0   \n",
       "2923           0.0           0.0           0.0           0.0            0.0   \n",
       "2924           0.0           0.0           0.0           0.0            1.0   \n",
       "2925           0.0           0.0           0.0           0.0            0.0   \n",
       "2926           0.0           0.0           0.0           0.0            0.0   \n",
       "2927           0.0           0.0           0.0           0.0            0.0   \n",
       "2928           0.0           0.0           0.0           0.0            0.0   \n",
       "2929           0.0           0.0           0.0           0.0            1.0   \n",
       "\n",
       "      Heating QC_Fa  Heating QC_Gd  Heating QC_Po  Heating QC_TA  \\\n",
       "0               1.0            0.0            0.0            0.0   \n",
       "1               0.0            0.0            0.0            1.0   \n",
       "2               0.0            0.0            0.0            1.0   \n",
       "3               0.0            0.0            0.0            0.0   \n",
       "4               0.0            1.0            0.0            0.0   \n",
       "5               0.0            0.0            0.0            0.0   \n",
       "6               0.0            0.0            0.0            0.0   \n",
       "7               0.0            0.0            0.0            0.0   \n",
       "8               0.0            0.0            0.0            0.0   \n",
       "9               0.0            1.0            0.0            0.0   \n",
       "10              0.0            1.0            0.0            0.0   \n",
       "11              0.0            0.0            0.0            0.0   \n",
       "12              0.0            1.0            0.0            0.0   \n",
       "13              0.0            1.0            0.0            0.0   \n",
       "14              0.0            0.0            0.0            1.0   \n",
       "15              0.0            0.0            0.0            0.0   \n",
       "16              0.0            1.0            0.0            0.0   \n",
       "17              0.0            0.0            0.0            0.0   \n",
       "18              0.0            0.0            0.0            0.0   \n",
       "19              0.0            0.0            0.0            1.0   \n",
       "20              0.0            0.0            0.0            0.0   \n",
       "21              0.0            0.0            0.0            1.0   \n",
       "22              0.0            0.0            0.0            0.0   \n",
       "23              0.0            0.0            0.0            0.0   \n",
       "24              0.0            0.0            0.0            0.0   \n",
       "25              0.0            0.0            0.0            0.0   \n",
       "26              0.0            0.0            0.0            1.0   \n",
       "27              0.0            0.0            0.0            1.0   \n",
       "28              0.0            0.0            0.0            0.0   \n",
       "29              0.0            0.0            0.0            1.0   \n",
       "...             ...            ...            ...            ...   \n",
       "2900            0.0            0.0            0.0            0.0   \n",
       "2901            0.0            0.0            0.0            0.0   \n",
       "2902            0.0            0.0            0.0            0.0   \n",
       "2903            0.0            0.0            0.0            1.0   \n",
       "2904            0.0            1.0            0.0            0.0   \n",
       "2905            0.0            0.0            0.0            0.0   \n",
       "2906            0.0            0.0            0.0            0.0   \n",
       "2907            0.0            0.0            0.0            0.0   \n",
       "2908            0.0            0.0            0.0            1.0   \n",
       "2909            0.0            0.0            0.0            0.0   \n",
       "2910            0.0            1.0            0.0            0.0   \n",
       "2911            0.0            0.0            0.0            0.0   \n",
       "2912            0.0            0.0            0.0            1.0   \n",
       "2913            0.0            0.0            0.0            1.0   \n",
       "2914            0.0            0.0            0.0            1.0   \n",
       "2915            1.0            0.0            0.0            0.0   \n",
       "2916            0.0            0.0            0.0            0.0   \n",
       "2917            0.0            0.0            0.0            1.0   \n",
       "2918            0.0            0.0            0.0            1.0   \n",
       "2919            0.0            1.0            0.0            0.0   \n",
       "2920            0.0            0.0            0.0            1.0   \n",
       "2921            0.0            0.0            0.0            1.0   \n",
       "2922            0.0            0.0            0.0            1.0   \n",
       "2923            1.0            0.0            0.0            0.0   \n",
       "2924            0.0            0.0            0.0            0.0   \n",
       "2925            0.0            0.0            0.0            1.0   \n",
       "2926            0.0            0.0            0.0            1.0   \n",
       "2927            0.0            0.0            0.0            1.0   \n",
       "2928            0.0            1.0            0.0            0.0   \n",
       "2929            0.0            0.0            0.0            0.0   \n",
       "\n",
       "      Central Air_N  Central Air_Y  Electrical_FuseA  Electrical_FuseF  \\\n",
       "0               0.0            1.0               0.0               0.0   \n",
       "1               0.0            1.0               0.0               0.0   \n",
       "2               0.0            1.0               0.0               0.0   \n",
       "3               0.0            1.0               0.0               0.0   \n",
       "4               0.0            1.0               0.0               0.0   \n",
       "5               0.0            1.0               0.0               0.0   \n",
       "6               0.0            1.0               0.0               0.0   \n",
       "7               0.0            1.0               0.0               0.0   \n",
       "8               0.0            1.0               0.0               0.0   \n",
       "9               0.0            1.0               0.0               0.0   \n",
       "10              0.0            1.0               0.0               0.0   \n",
       "11              0.0            1.0               0.0               0.0   \n",
       "12              0.0            1.0               0.0               0.0   \n",
       "13              0.0            1.0               0.0               0.0   \n",
       "14              0.0            1.0               0.0               0.0   \n",
       "15              0.0            1.0               0.0               0.0   \n",
       "16              0.0            1.0               0.0               0.0   \n",
       "17              0.0            1.0               0.0               0.0   \n",
       "18              0.0            1.0               0.0               0.0   \n",
       "19              0.0            1.0               0.0               0.0   \n",
       "20              0.0            1.0               0.0               0.0   \n",
       "21              0.0            1.0               0.0               0.0   \n",
       "22              0.0            1.0               0.0               0.0   \n",
       "23              0.0            1.0               0.0               0.0   \n",
       "24              0.0            1.0               0.0               0.0   \n",
       "25              0.0            1.0               0.0               0.0   \n",
       "26              0.0            1.0               0.0               0.0   \n",
       "27              0.0            1.0               0.0               0.0   \n",
       "28              0.0            1.0               0.0               0.0   \n",
       "29              0.0            1.0               0.0               0.0   \n",
       "...             ...            ...               ...               ...   \n",
       "2900            0.0            1.0               0.0               0.0   \n",
       "2901            0.0            1.0               0.0               0.0   \n",
       "2902            0.0            1.0               0.0               0.0   \n",
       "2903            0.0            1.0               1.0               0.0   \n",
       "2904            0.0            1.0               0.0               0.0   \n",
       "2905            0.0            1.0               0.0               0.0   \n",
       "2906            0.0            1.0               0.0               0.0   \n",
       "2907            0.0            1.0               0.0               0.0   \n",
       "2908            0.0            1.0               0.0               0.0   \n",
       "2909            0.0            1.0               0.0               0.0   \n",
       "2910            0.0            1.0               0.0               0.0   \n",
       "2911            0.0            1.0               0.0               0.0   \n",
       "2912            0.0            1.0               0.0               0.0   \n",
       "2913            0.0            1.0               0.0               0.0   \n",
       "2914            0.0            1.0               0.0               0.0   \n",
       "2915            0.0            1.0               0.0               0.0   \n",
       "2916            0.0            1.0               0.0               0.0   \n",
       "2917            0.0            1.0               0.0               0.0   \n",
       "2918            0.0            1.0               0.0               0.0   \n",
       "2919            0.0            1.0               0.0               0.0   \n",
       "2920            0.0            1.0               0.0               0.0   \n",
       "2921            0.0            1.0               0.0               0.0   \n",
       "2922            0.0            1.0               0.0               0.0   \n",
       "2923            0.0            1.0               0.0               0.0   \n",
       "2924            0.0            1.0               0.0               0.0   \n",
       "2925            0.0            1.0               0.0               0.0   \n",
       "2926            0.0            1.0               0.0               0.0   \n",
       "2927            0.0            1.0               0.0               0.0   \n",
       "2928            0.0            1.0               0.0               0.0   \n",
       "2929            0.0            1.0               0.0               0.0   \n",
       "\n",
       "      Electrical_FuseP  Electrical_Mix  Electrical_SBrkr  Kitchen Qual_Ex  \\\n",
       "0                  0.0             0.0               1.0              0.0   \n",
       "1                  0.0             0.0               1.0              0.0   \n",
       "2                  0.0             0.0               1.0              0.0   \n",
       "3                  0.0             0.0               1.0              1.0   \n",
       "4                  0.0             0.0               1.0              0.0   \n",
       "5                  0.0             0.0               1.0              0.0   \n",
       "6                  0.0             0.0               1.0              0.0   \n",
       "7                  0.0             0.0               1.0              0.0   \n",
       "8                  0.0             0.0               1.0              0.0   \n",
       "9                  0.0             0.0               1.0              0.0   \n",
       "10                 0.0             0.0               1.0              0.0   \n",
       "11                 0.0             0.0               1.0              0.0   \n",
       "12                 0.0             0.0               1.0              0.0   \n",
       "13                 0.0             0.0               1.0              0.0   \n",
       "14                 0.0             0.0               1.0              0.0   \n",
       "15                 0.0             0.0               1.0              1.0   \n",
       "16                 0.0             0.0               1.0              0.0   \n",
       "17                 0.0             0.0               1.0              1.0   \n",
       "18                 0.0             0.0               1.0              0.0   \n",
       "19                 0.0             0.0               1.0              0.0   \n",
       "20                 0.0             0.0               1.0              0.0   \n",
       "21                 0.0             0.0               1.0              0.0   \n",
       "22                 0.0             0.0               1.0              0.0   \n",
       "23                 0.0             0.0               1.0              0.0   \n",
       "24                 0.0             0.0               1.0              0.0   \n",
       "25                 0.0             0.0               1.0              0.0   \n",
       "26                 0.0             0.0               1.0              0.0   \n",
       "27                 0.0             0.0               1.0              0.0   \n",
       "28                 0.0             0.0               1.0              0.0   \n",
       "29                 0.0             0.0               1.0              0.0   \n",
       "...                ...             ...               ...              ...   \n",
       "2900               0.0             0.0               1.0              0.0   \n",
       "2901               0.0             0.0               1.0              0.0   \n",
       "2902               0.0             0.0               1.0              1.0   \n",
       "2903               0.0             0.0               0.0              0.0   \n",
       "2904               0.0             0.0               1.0              0.0   \n",
       "2905               0.0             0.0               1.0              0.0   \n",
       "2906               0.0             0.0               1.0              0.0   \n",
       "2907               0.0             0.0               1.0              0.0   \n",
       "2908               0.0             0.0               1.0              0.0   \n",
       "2909               0.0             0.0               1.0              0.0   \n",
       "2910               0.0             0.0               1.0              0.0   \n",
       "2911               0.0             0.0               1.0              0.0   \n",
       "2912               0.0             0.0               1.0              0.0   \n",
       "2913               0.0             0.0               1.0              0.0   \n",
       "2914               0.0             0.0               1.0              0.0   \n",
       "2915               0.0             0.0               1.0              0.0   \n",
       "2916               0.0             0.0               1.0              1.0   \n",
       "2917               0.0             0.0               1.0              0.0   \n",
       "2918               0.0             0.0               1.0              0.0   \n",
       "2919               0.0             0.0               1.0              0.0   \n",
       "2920               0.0             0.0               1.0              0.0   \n",
       "2921               0.0             0.0               1.0              0.0   \n",
       "2922               0.0             0.0               1.0              0.0   \n",
       "2923               0.0             0.0               1.0              0.0   \n",
       "2924               0.0             0.0               1.0              0.0   \n",
       "2925               0.0             0.0               1.0              0.0   \n",
       "2926               0.0             0.0               1.0              0.0   \n",
       "2927               0.0             0.0               1.0              0.0   \n",
       "2928               0.0             0.0               1.0              0.0   \n",
       "2929               0.0             0.0               1.0              0.0   \n",
       "\n",
       "      Kitchen Qual_Fa  Kitchen Qual_Gd  Kitchen Qual_Po  Kitchen Qual_TA  \\\n",
       "0                 0.0              0.0              0.0              1.0   \n",
       "1                 0.0              0.0              0.0              1.0   \n",
       "2                 0.0              1.0              0.0              0.0   \n",
       "3                 0.0              0.0              0.0              0.0   \n",
       "4                 0.0              0.0              0.0              1.0   \n",
       "5                 0.0              1.0              0.0              0.0   \n",
       "6                 0.0              1.0              0.0              0.0   \n",
       "7                 0.0              1.0              0.0              0.0   \n",
       "8                 0.0              1.0              0.0              0.0   \n",
       "9                 0.0              1.0              0.0              0.0   \n",
       "10                0.0              0.0              0.0              1.0   \n",
       "11                0.0              0.0              0.0              1.0   \n",
       "12                0.0              0.0              0.0              1.0   \n",
       "13                0.0              1.0              0.0              0.0   \n",
       "14                0.0              1.0              0.0              0.0   \n",
       "15                0.0              0.0              0.0              0.0   \n",
       "16                0.0              0.0              0.0              1.0   \n",
       "17                0.0              0.0              0.0              0.0   \n",
       "18                0.0              0.0              0.0              1.0   \n",
       "19                0.0              0.0              0.0              1.0   \n",
       "20                0.0              0.0              0.0              1.0   \n",
       "21                0.0              1.0              0.0              0.0   \n",
       "22                0.0              1.0              0.0              0.0   \n",
       "23                0.0              0.0              0.0              1.0   \n",
       "24                0.0              0.0              0.0              1.0   \n",
       "25                0.0              0.0              0.0              1.0   \n",
       "26                0.0              0.0              0.0              1.0   \n",
       "27                0.0              0.0              0.0              1.0   \n",
       "28                0.0              1.0              0.0              0.0   \n",
       "29                0.0              0.0              0.0              1.0   \n",
       "...               ...              ...              ...              ...   \n",
       "2900              0.0              1.0              0.0              0.0   \n",
       "2901              0.0              1.0              0.0              0.0   \n",
       "2902              0.0              0.0              0.0              0.0   \n",
       "2903              0.0              0.0              0.0              1.0   \n",
       "2904              0.0              0.0              0.0              1.0   \n",
       "2905              0.0              0.0              0.0              1.0   \n",
       "2906              0.0              0.0              0.0              1.0   \n",
       "2907              0.0              0.0              0.0              1.0   \n",
       "2908              0.0              0.0              0.0              1.0   \n",
       "2909              0.0              0.0              0.0              1.0   \n",
       "2910              0.0              0.0              0.0              1.0   \n",
       "2911              0.0              0.0              0.0              1.0   \n",
       "2912              0.0              0.0              0.0              1.0   \n",
       "2913              0.0              0.0              0.0              1.0   \n",
       "2914              0.0              0.0              0.0              1.0   \n",
       "2915              0.0              0.0              0.0              1.0   \n",
       "2916              0.0              0.0              0.0              0.0   \n",
       "2917              0.0              0.0              0.0              1.0   \n",
       "2918              0.0              0.0              0.0              1.0   \n",
       "2919              0.0              0.0              0.0              1.0   \n",
       "2920              0.0              0.0              0.0              1.0   \n",
       "2921              0.0              0.0              0.0              1.0   \n",
       "2922              0.0              0.0              0.0              1.0   \n",
       "2923              0.0              0.0              0.0              1.0   \n",
       "2924              0.0              0.0              0.0              1.0   \n",
       "2925              0.0              0.0              0.0              1.0   \n",
       "2926              0.0              0.0              0.0              1.0   \n",
       "2927              0.0              0.0              0.0              1.0   \n",
       "2928              0.0              0.0              0.0              1.0   \n",
       "2929              0.0              0.0              0.0              1.0   \n",
       "\n",
       "      Functional_Maj1  Functional_Maj2  Functional_Min1  Functional_Min2  \\\n",
       "0                 0.0              0.0              0.0              0.0   \n",
       "1                 0.0              0.0              0.0              0.0   \n",
       "2                 0.0              0.0              0.0              0.0   \n",
       "3                 0.0              0.0              0.0              0.0   \n",
       "4                 0.0              0.0              0.0              0.0   \n",
       "5                 0.0              0.0              0.0              0.0   \n",
       "6                 0.0              0.0              0.0              0.0   \n",
       "7                 0.0              0.0              0.0              0.0   \n",
       "8                 0.0              0.0              0.0              0.0   \n",
       "9                 0.0              0.0              0.0              0.0   \n",
       "10                0.0              0.0              0.0              0.0   \n",
       "11                0.0              0.0              0.0              0.0   \n",
       "12                0.0              0.0              0.0              0.0   \n",
       "13                0.0              0.0              0.0              0.0   \n",
       "14                0.0              0.0              0.0              0.0   \n",
       "15                0.0              0.0              0.0              0.0   \n",
       "16                0.0              0.0              0.0              0.0   \n",
       "17                0.0              0.0              0.0              0.0   \n",
       "18                0.0              0.0              0.0              0.0   \n",
       "19                0.0              0.0              1.0              0.0   \n",
       "20                0.0              0.0              0.0              0.0   \n",
       "21                0.0              0.0              0.0              0.0   \n",
       "22                0.0              0.0              0.0              0.0   \n",
       "23                0.0              0.0              0.0              0.0   \n",
       "24                0.0              0.0              0.0              0.0   \n",
       "25                0.0              0.0              0.0              0.0   \n",
       "26                0.0              0.0              0.0              0.0   \n",
       "27                0.0              0.0              0.0              0.0   \n",
       "28                0.0              0.0              0.0              0.0   \n",
       "29                0.0              0.0              0.0              0.0   \n",
       "...               ...              ...              ...              ...   \n",
       "2900              0.0              0.0              0.0              0.0   \n",
       "2901              0.0              0.0              0.0              0.0   \n",
       "2902              0.0              0.0              0.0              0.0   \n",
       "2903              0.0              0.0              0.0              0.0   \n",
       "2904              0.0              0.0              0.0              0.0   \n",
       "2905              0.0              0.0              0.0              0.0   \n",
       "2906              0.0              0.0              0.0              0.0   \n",
       "2907              0.0              0.0              0.0              0.0   \n",
       "2908              0.0              0.0              0.0              0.0   \n",
       "2909              0.0              0.0              0.0              0.0   \n",
       "2910              1.0              0.0              0.0              0.0   \n",
       "2911              0.0              0.0              0.0              0.0   \n",
       "2912              0.0              0.0              0.0              0.0   \n",
       "2913              0.0              0.0              0.0              0.0   \n",
       "2914              0.0              0.0              0.0              0.0   \n",
       "2915              0.0              0.0              0.0              0.0   \n",
       "2916              0.0              0.0              0.0              0.0   \n",
       "2917              0.0              0.0              0.0              0.0   \n",
       "2918              0.0              0.0              0.0              0.0   \n",
       "2919              0.0              0.0              0.0              0.0   \n",
       "2920              0.0              0.0              0.0              0.0   \n",
       "2921              0.0              0.0              0.0              0.0   \n",
       "2922              0.0              0.0              0.0              0.0   \n",
       "2923              0.0              0.0              0.0              0.0   \n",
       "2924              0.0              0.0              0.0              0.0   \n",
       "2925              0.0              0.0              0.0              0.0   \n",
       "2926              0.0              0.0              0.0              0.0   \n",
       "2927              0.0              0.0              0.0              0.0   \n",
       "2928              0.0              0.0              0.0              0.0   \n",
       "2929              0.0              0.0              0.0              0.0   \n",
       "\n",
       "      Functional_Mod  Functional_Sal  Functional_Sev  Functional_Typ  \\\n",
       "0                0.0             0.0             0.0             1.0   \n",
       "1                0.0             0.0             0.0             1.0   \n",
       "2                0.0             0.0             0.0             1.0   \n",
       "3                0.0             0.0             0.0             1.0   \n",
       "4                0.0             0.0             0.0             1.0   \n",
       "5                0.0             0.0             0.0             1.0   \n",
       "6                0.0             0.0             0.0             1.0   \n",
       "7                0.0             0.0             0.0             1.0   \n",
       "8                0.0             0.0             0.0             1.0   \n",
       "9                0.0             0.0             0.0             1.0   \n",
       "10               0.0             0.0             0.0             1.0   \n",
       "11               0.0             0.0             0.0             1.0   \n",
       "12               0.0             0.0             0.0             1.0   \n",
       "13               0.0             0.0             0.0             1.0   \n",
       "14               0.0             0.0             0.0             1.0   \n",
       "15               1.0             0.0             0.0             0.0   \n",
       "16               0.0             0.0             0.0             1.0   \n",
       "17               0.0             0.0             0.0             1.0   \n",
       "18               0.0             0.0             0.0             1.0   \n",
       "19               0.0             0.0             0.0             0.0   \n",
       "20               0.0             0.0             0.0             1.0   \n",
       "21               0.0             0.0             0.0             1.0   \n",
       "22               0.0             0.0             0.0             1.0   \n",
       "23               0.0             0.0             0.0             1.0   \n",
       "24               0.0             0.0             0.0             1.0   \n",
       "25               0.0             0.0             0.0             1.0   \n",
       "26               0.0             0.0             0.0             1.0   \n",
       "27               0.0             0.0             0.0             1.0   \n",
       "28               0.0             0.0             0.0             1.0   \n",
       "29               0.0             0.0             0.0             1.0   \n",
       "...              ...             ...             ...             ...   \n",
       "2900             0.0             0.0             0.0             1.0   \n",
       "2901             0.0             0.0             0.0             1.0   \n",
       "2902             0.0             0.0             0.0             1.0   \n",
       "2903             1.0             0.0             0.0             0.0   \n",
       "2904             0.0             0.0             0.0             1.0   \n",
       "2905             0.0             0.0             0.0             1.0   \n",
       "2906             0.0             0.0             0.0             1.0   \n",
       "2907             0.0             0.0             0.0             1.0   \n",
       "2908             0.0             0.0             0.0             1.0   \n",
       "2909             0.0             0.0             0.0             1.0   \n",
       "2910             0.0             0.0             0.0             0.0   \n",
       "2911             0.0             0.0             0.0             1.0   \n",
       "2912             0.0             0.0             0.0             1.0   \n",
       "2913             0.0             0.0             0.0             1.0   \n",
       "2914             0.0             0.0             0.0             1.0   \n",
       "2915             0.0             0.0             0.0             1.0   \n",
       "2916             0.0             0.0             0.0             1.0   \n",
       "2917             0.0             0.0             0.0             1.0   \n",
       "2918             0.0             0.0             0.0             1.0   \n",
       "2919             0.0             0.0             0.0             1.0   \n",
       "2920             0.0             0.0             0.0             1.0   \n",
       "2921             0.0             0.0             0.0             1.0   \n",
       "2922             0.0             0.0             0.0             1.0   \n",
       "2923             0.0             0.0             0.0             1.0   \n",
       "2924             0.0             0.0             0.0             1.0   \n",
       "2925             0.0             0.0             0.0             1.0   \n",
       "2926             0.0             0.0             0.0             1.0   \n",
       "2927             0.0             0.0             0.0             1.0   \n",
       "2928             0.0             0.0             0.0             1.0   \n",
       "2929             0.0             0.0             0.0             1.0   \n",
       "\n",
       "      Garage Type_2Types  Garage Type_Attchd  Garage Type_Basment  \\\n",
       "0                    0.0                 1.0                  0.0   \n",
       "1                    0.0                 1.0                  0.0   \n",
       "2                    0.0                 1.0                  0.0   \n",
       "3                    0.0                 1.0                  0.0   \n",
       "4                    0.0                 1.0                  0.0   \n",
       "5                    0.0                 1.0                  0.0   \n",
       "6                    0.0                 1.0                  0.0   \n",
       "7                    0.0                 1.0                  0.0   \n",
       "8                    0.0                 1.0                  0.0   \n",
       "9                    0.0                 1.0                  0.0   \n",
       "10                   0.0                 1.0                  0.0   \n",
       "11                   0.0                 1.0                  0.0   \n",
       "12                   0.0                 1.0                  0.0   \n",
       "13                   0.0                 1.0                  0.0   \n",
       "14                   0.0                 1.0                  0.0   \n",
       "15                   0.0                 0.0                  0.0   \n",
       "16                   0.0                 0.0                  1.0   \n",
       "17                   0.0                 1.0                  0.0   \n",
       "18                   0.0                 0.0                  0.0   \n",
       "19                   0.0                 1.0                  0.0   \n",
       "20                   0.0                 1.0                  0.0   \n",
       "21                   0.0                 1.0                  0.0   \n",
       "22                   0.0                 1.0                  0.0   \n",
       "23                   0.0                 1.0                  0.0   \n",
       "24                   0.0                 1.0                  0.0   \n",
       "25                   0.0                 1.0                  0.0   \n",
       "26                   0.0                 1.0                  0.0   \n",
       "27                   0.0                 1.0                  0.0   \n",
       "28                   0.0                 1.0                  0.0   \n",
       "29                   0.0                 0.0                  0.0   \n",
       "...                  ...                 ...                  ...   \n",
       "2900                 0.0                 1.0                  0.0   \n",
       "2901                 0.0                 1.0                  0.0   \n",
       "2902                 0.0                 1.0                  0.0   \n",
       "2903                 0.0                 1.0                  0.0   \n",
       "2904                 0.0                 1.0                  0.0   \n",
       "2905                 0.0                 1.0                  0.0   \n",
       "2906                 0.0                 1.0                  0.0   \n",
       "2907                 0.0                 1.0                  0.0   \n",
       "2908                 0.0                 0.0                  0.0   \n",
       "2909                 0.0                 1.0                  0.0   \n",
       "2910                 0.0                 1.0                  0.0   \n",
       "2911                 0.0                 1.0                  0.0   \n",
       "2912                 1.0                 0.0                  0.0   \n",
       "2913                 0.0                 1.0                  0.0   \n",
       "2914                 0.0                 1.0                  0.0   \n",
       "2915                 0.0                 1.0                  0.0   \n",
       "2916                 0.0                 1.0                  0.0   \n",
       "2917                 0.0                 0.0                  0.0   \n",
       "2918                 0.0                 1.0                  0.0   \n",
       "2919                 0.0                 1.0                  0.0   \n",
       "2920                 0.0                 0.0                  0.0   \n",
       "2921                 0.0                 1.0                  0.0   \n",
       "2922                 0.0                 0.0                  0.0   \n",
       "2923                 0.0                 1.0                  0.0   \n",
       "2924                 0.0                 0.0                  0.0   \n",
       "2925                 0.0                 0.0                  0.0   \n",
       "2926                 0.0                 1.0                  0.0   \n",
       "2927                 0.0                 1.0                  0.0   \n",
       "2928                 0.0                 1.0                  0.0   \n",
       "2929                 0.0                 1.0                  0.0   \n",
       "\n",
       "      Garage Type_BuiltIn  Garage Type_CarPort  Garage Type_Detchd  \\\n",
       "0                     0.0                  0.0                 0.0   \n",
       "1                     0.0                  0.0                 0.0   \n",
       "2                     0.0                  0.0                 0.0   \n",
       "3                     0.0                  0.0                 0.0   \n",
       "4                     0.0                  0.0                 0.0   \n",
       "5                     0.0                  0.0                 0.0   \n",
       "6                     0.0                  0.0                 0.0   \n",
       "7                     0.0                  0.0                 0.0   \n",
       "8                     0.0                  0.0                 0.0   \n",
       "9                     0.0                  0.0                 0.0   \n",
       "10                    0.0                  0.0                 0.0   \n",
       "11                    0.0                  0.0                 0.0   \n",
       "12                    0.0                  0.0                 0.0   \n",
       "13                    0.0                  0.0                 0.0   \n",
       "14                    0.0                  0.0                 0.0   \n",
       "15                    1.0                  0.0                 0.0   \n",
       "16                    0.0                  0.0                 0.0   \n",
       "17                    0.0                  0.0                 0.0   \n",
       "18                    0.0                  0.0                 1.0   \n",
       "19                    0.0                  0.0                 0.0   \n",
       "20                    0.0                  0.0                 0.0   \n",
       "21                    0.0                  0.0                 0.0   \n",
       "22                    0.0                  0.0                 0.0   \n",
       "23                    0.0                  0.0                 0.0   \n",
       "24                    0.0                  0.0                 0.0   \n",
       "25                    0.0                  0.0                 0.0   \n",
       "26                    0.0                  0.0                 0.0   \n",
       "27                    0.0                  0.0                 0.0   \n",
       "28                    0.0                  0.0                 0.0   \n",
       "29                    0.0                  0.0                 1.0   \n",
       "...                   ...                  ...                 ...   \n",
       "2900                  0.0                  0.0                 0.0   \n",
       "2901                  0.0                  0.0                 0.0   \n",
       "2902                  0.0                  0.0                 0.0   \n",
       "2903                  0.0                  0.0                 0.0   \n",
       "2904                  0.0                  0.0                 0.0   \n",
       "2905                  0.0                  0.0                 0.0   \n",
       "2906                  0.0                  0.0                 0.0   \n",
       "2907                  0.0                  0.0                 0.0   \n",
       "2908                  1.0                  0.0                 0.0   \n",
       "2909                  0.0                  0.0                 0.0   \n",
       "2910                  0.0                  0.0                 0.0   \n",
       "2911                  0.0                  0.0                 0.0   \n",
       "2912                  0.0                  0.0                 0.0   \n",
       "2913                  0.0                  0.0                 0.0   \n",
       "2914                  0.0                  0.0                 0.0   \n",
       "2915                  0.0                  0.0                 0.0   \n",
       "2916                  0.0                  0.0                 0.0   \n",
       "2917                  0.0                  1.0                 0.0   \n",
       "2918                  0.0                  0.0                 0.0   \n",
       "2919                  0.0                  0.0                 0.0   \n",
       "2920                  0.0                  1.0                 0.0   \n",
       "2921                  0.0                  0.0                 0.0   \n",
       "2922                  0.0                  0.0                 1.0   \n",
       "2923                  0.0                  0.0                 0.0   \n",
       "2924                  0.0                  0.0                 1.0   \n",
       "2925                  0.0                  0.0                 1.0   \n",
       "2926                  0.0                  0.0                 0.0   \n",
       "2927                  0.0                  0.0                 0.0   \n",
       "2928                  0.0                  0.0                 0.0   \n",
       "2929                  0.0                  0.0                 0.0   \n",
       "\n",
       "      Garage Finish_Fin  Garage Finish_RFn  Garage Finish_Unf  Garage Qual_Ex  \\\n",
       "0                   1.0                0.0                0.0             0.0   \n",
       "1                   0.0                0.0                1.0             0.0   \n",
       "2                   0.0                0.0                1.0             0.0   \n",
       "3                   1.0                0.0                0.0             0.0   \n",
       "4                   1.0                0.0                0.0             0.0   \n",
       "5                   1.0                0.0                0.0             0.0   \n",
       "6                   1.0                0.0                0.0             0.0   \n",
       "7                   0.0                1.0                0.0             0.0   \n",
       "8                   0.0                1.0                0.0             0.0   \n",
       "9                   1.0                0.0                0.0             0.0   \n",
       "10                  1.0                0.0                0.0             0.0   \n",
       "11                  1.0                0.0                0.0             0.0   \n",
       "12                  1.0                0.0                0.0             0.0   \n",
       "13                  0.0                0.0                1.0             0.0   \n",
       "14                  0.0                1.0                0.0             0.0   \n",
       "15                  1.0                0.0                0.0             0.0   \n",
       "16                  0.0                1.0                0.0             0.0   \n",
       "17                  1.0                0.0                0.0             0.0   \n",
       "18                  0.0                0.0                1.0             0.0   \n",
       "19                  0.0                0.0                1.0             0.0   \n",
       "20                  0.0                1.0                0.0             0.0   \n",
       "21                  0.0                1.0                0.0             0.0   \n",
       "22                  0.0                1.0                0.0             0.0   \n",
       "23                  1.0                0.0                0.0             0.0   \n",
       "24                  1.0                0.0                0.0             0.0   \n",
       "25                  0.0                0.0                1.0             0.0   \n",
       "26                  1.0                0.0                0.0             0.0   \n",
       "27                  0.0                0.0                1.0             0.0   \n",
       "28                  1.0                0.0                0.0             0.0   \n",
       "29                  0.0                0.0                1.0             0.0   \n",
       "...                 ...                ...                ...             ...   \n",
       "2900                1.0                0.0                0.0             0.0   \n",
       "2901                0.0                1.0                0.0             0.0   \n",
       "2902                1.0                0.0                0.0             0.0   \n",
       "2903                0.0                0.0                1.0             0.0   \n",
       "2904                1.0                0.0                0.0             0.0   \n",
       "2905                0.0                0.0                1.0             0.0   \n",
       "2906                1.0                0.0                0.0             0.0   \n",
       "2907                0.0                0.0                1.0             0.0   \n",
       "2908                0.0                1.0                0.0             0.0   \n",
       "2909                0.0                1.0                0.0             0.0   \n",
       "2910                1.0                0.0                0.0             0.0   \n",
       "2911                0.0                1.0                0.0             0.0   \n",
       "2912                0.0                0.0                1.0             0.0   \n",
       "2913                0.0                0.0                1.0             0.0   \n",
       "2914                0.0                0.0                1.0             0.0   \n",
       "2915                0.0                1.0                0.0             0.0   \n",
       "2916                0.0                0.0                1.0             0.0   \n",
       "2917                0.0                0.0                1.0             0.0   \n",
       "2918                0.0                0.0                1.0             0.0   \n",
       "2919                0.0                0.0                1.0             0.0   \n",
       "2920                0.0                0.0                1.0             0.0   \n",
       "2921                0.0                0.0                1.0             0.0   \n",
       "2922                0.0                0.0                1.0             0.0   \n",
       "2923                0.0                1.0                0.0             0.0   \n",
       "2924                0.0                0.0                1.0             0.0   \n",
       "2925                0.0                0.0                1.0             0.0   \n",
       "2926                0.0                0.0                1.0             0.0   \n",
       "2927                0.0                0.0                1.0             0.0   \n",
       "2928                0.0                1.0                0.0             0.0   \n",
       "2929                1.0                0.0                0.0             0.0   \n",
       "\n",
       "      Garage Qual_Fa  Garage Qual_Gd  Garage Qual_Po  Garage Qual_TA  \\\n",
       "0                0.0             0.0             0.0             1.0   \n",
       "1                0.0             0.0             0.0             1.0   \n",
       "2                0.0             0.0             0.0             1.0   \n",
       "3                0.0             0.0             0.0             1.0   \n",
       "4                0.0             0.0             0.0             1.0   \n",
       "5                0.0             0.0             0.0             1.0   \n",
       "6                0.0             0.0             0.0             1.0   \n",
       "7                0.0             0.0             0.0             1.0   \n",
       "8                0.0             0.0             0.0             1.0   \n",
       "9                0.0             0.0             0.0             1.0   \n",
       "10               0.0             0.0             0.0             1.0   \n",
       "11               0.0             0.0             0.0             1.0   \n",
       "12               0.0             0.0             0.0             1.0   \n",
       "13               0.0             0.0             0.0             1.0   \n",
       "14               0.0             0.0             0.0             1.0   \n",
       "15               0.0             0.0             0.0             1.0   \n",
       "16               0.0             0.0             0.0             1.0   \n",
       "17               0.0             0.0             0.0             1.0   \n",
       "18               0.0             0.0             0.0             1.0   \n",
       "19               0.0             0.0             0.0             1.0   \n",
       "20               0.0             0.0             0.0             1.0   \n",
       "21               0.0             0.0             0.0             1.0   \n",
       "22               0.0             0.0             0.0             1.0   \n",
       "23               0.0             0.0             0.0             1.0   \n",
       "24               0.0             0.0             0.0             1.0   \n",
       "25               0.0             0.0             0.0             1.0   \n",
       "26               0.0             0.0             0.0             1.0   \n",
       "27               0.0             0.0             0.0             1.0   \n",
       "28               0.0             0.0             0.0             1.0   \n",
       "29               0.0             0.0             0.0             1.0   \n",
       "...              ...             ...             ...             ...   \n",
       "2900             0.0             0.0             0.0             1.0   \n",
       "2901             0.0             0.0             0.0             1.0   \n",
       "2902             0.0             0.0             0.0             1.0   \n",
       "2903             1.0             0.0             0.0             0.0   \n",
       "2904             0.0             0.0             0.0             1.0   \n",
       "2905             0.0             0.0             0.0             1.0   \n",
       "2906             0.0             0.0             0.0             1.0   \n",
       "2907             0.0             0.0             0.0             1.0   \n",
       "2908             0.0             0.0             0.0             1.0   \n",
       "2909             0.0             0.0             0.0             1.0   \n",
       "2910             0.0             0.0             0.0             1.0   \n",
       "2911             0.0             0.0             0.0             1.0   \n",
       "2912             0.0             0.0             0.0             1.0   \n",
       "2913             0.0             0.0             0.0             1.0   \n",
       "2914             0.0             0.0             0.0             1.0   \n",
       "2915             0.0             0.0             0.0             1.0   \n",
       "2916             0.0             0.0             0.0             1.0   \n",
       "2917             0.0             0.0             0.0             1.0   \n",
       "2918             0.0             0.0             0.0             1.0   \n",
       "2919             0.0             0.0             0.0             1.0   \n",
       "2920             0.0             0.0             0.0             1.0   \n",
       "2921             0.0             0.0             0.0             1.0   \n",
       "2922             0.0             0.0             0.0             1.0   \n",
       "2923             0.0             0.0             0.0             1.0   \n",
       "2924             0.0             0.0             0.0             1.0   \n",
       "2925             0.0             0.0             0.0             1.0   \n",
       "2926             0.0             0.0             0.0             1.0   \n",
       "2927             0.0             0.0             0.0             1.0   \n",
       "2928             0.0             0.0             0.0             1.0   \n",
       "2929             0.0             0.0             0.0             1.0   \n",
       "\n",
       "      Garage Cond_Ex  Garage Cond_Fa  Garage Cond_Gd  Garage Cond_Po  \\\n",
       "0                0.0             0.0             0.0             0.0   \n",
       "1                0.0             0.0             0.0             0.0   \n",
       "2                0.0             0.0             0.0             0.0   \n",
       "3                0.0             0.0             0.0             0.0   \n",
       "4                0.0             0.0             0.0             0.0   \n",
       "5                0.0             0.0             0.0             0.0   \n",
       "6                0.0             0.0             0.0             0.0   \n",
       "7                0.0             0.0             0.0             0.0   \n",
       "8                0.0             0.0             0.0             0.0   \n",
       "9                0.0             0.0             0.0             0.0   \n",
       "10               0.0             0.0             0.0             0.0   \n",
       "11               0.0             0.0             0.0             0.0   \n",
       "12               0.0             0.0             0.0             0.0   \n",
       "13               0.0             0.0             0.0             0.0   \n",
       "14               0.0             0.0             0.0             0.0   \n",
       "15               0.0             0.0             0.0             0.0   \n",
       "16               0.0             0.0             0.0             0.0   \n",
       "17               0.0             0.0             0.0             0.0   \n",
       "18               0.0             0.0             0.0             0.0   \n",
       "19               0.0             0.0             0.0             0.0   \n",
       "20               0.0             0.0             0.0             0.0   \n",
       "21               0.0             0.0             0.0             0.0   \n",
       "22               0.0             0.0             0.0             0.0   \n",
       "23               0.0             0.0             0.0             0.0   \n",
       "24               0.0             0.0             0.0             0.0   \n",
       "25               0.0             0.0             0.0             0.0   \n",
       "26               0.0             0.0             0.0             0.0   \n",
       "27               0.0             0.0             0.0             0.0   \n",
       "28               0.0             0.0             0.0             0.0   \n",
       "29               0.0             0.0             0.0             0.0   \n",
       "...              ...             ...             ...             ...   \n",
       "2900             0.0             0.0             0.0             0.0   \n",
       "2901             0.0             0.0             0.0             0.0   \n",
       "2902             0.0             0.0             0.0             0.0   \n",
       "2903             0.0             0.0             0.0             0.0   \n",
       "2904             0.0             0.0             0.0             0.0   \n",
       "2905             0.0             0.0             0.0             0.0   \n",
       "2906             0.0             0.0             0.0             0.0   \n",
       "2907             0.0             0.0             0.0             0.0   \n",
       "2908             0.0             0.0             0.0             0.0   \n",
       "2909             0.0             0.0             0.0             0.0   \n",
       "2910             0.0             0.0             0.0             0.0   \n",
       "2911             0.0             0.0             0.0             0.0   \n",
       "2912             0.0             0.0             0.0             0.0   \n",
       "2913             0.0             0.0             0.0             0.0   \n",
       "2914             0.0             1.0             0.0             0.0   \n",
       "2915             0.0             0.0             0.0             0.0   \n",
       "2916             0.0             0.0             0.0             0.0   \n",
       "2917             0.0             0.0             0.0             0.0   \n",
       "2918             0.0             0.0             0.0             0.0   \n",
       "2919             0.0             0.0             0.0             0.0   \n",
       "2920             0.0             0.0             0.0             0.0   \n",
       "2921             0.0             0.0             0.0             0.0   \n",
       "2922             0.0             0.0             0.0             0.0   \n",
       "2923             0.0             0.0             0.0             0.0   \n",
       "2924             0.0             0.0             0.0             0.0   \n",
       "2925             0.0             0.0             0.0             0.0   \n",
       "2926             0.0             0.0             0.0             0.0   \n",
       "2927             0.0             0.0             0.0             0.0   \n",
       "2928             0.0             0.0             0.0             0.0   \n",
       "2929             0.0             0.0             0.0             0.0   \n",
       "\n",
       "      Garage Cond_TA  Paved Drive_N  Paved Drive_P  Paved Drive_Y  \\\n",
       "0                1.0            0.0            1.0            0.0   \n",
       "1                1.0            0.0            0.0            1.0   \n",
       "2                1.0            0.0            0.0            1.0   \n",
       "3                1.0            0.0            0.0            1.0   \n",
       "4                1.0            0.0            0.0            1.0   \n",
       "5                1.0            0.0            0.0            1.0   \n",
       "6                1.0            0.0            0.0            1.0   \n",
       "7                1.0            0.0            0.0            1.0   \n",
       "8                1.0            0.0            0.0            1.0   \n",
       "9                1.0            0.0            0.0            1.0   \n",
       "10               1.0            0.0            0.0            1.0   \n",
       "11               1.0            0.0            0.0            1.0   \n",
       "12               1.0            0.0            0.0            1.0   \n",
       "13               1.0            0.0            0.0            1.0   \n",
       "14               1.0            0.0            0.0            1.0   \n",
       "15               1.0            0.0            0.0            1.0   \n",
       "16               1.0            0.0            0.0            1.0   \n",
       "17               1.0            0.0            0.0            1.0   \n",
       "18               1.0            0.0            0.0            1.0   \n",
       "19               1.0            0.0            0.0            1.0   \n",
       "20               1.0            0.0            0.0            1.0   \n",
       "21               1.0            0.0            0.0            1.0   \n",
       "22               1.0            0.0            0.0            1.0   \n",
       "23               1.0            0.0            0.0            1.0   \n",
       "24               1.0            0.0            0.0            1.0   \n",
       "25               1.0            0.0            0.0            1.0   \n",
       "26               1.0            0.0            0.0            1.0   \n",
       "27               1.0            0.0            0.0            1.0   \n",
       "28               1.0            0.0            0.0            1.0   \n",
       "29               1.0            0.0            0.0            1.0   \n",
       "...              ...            ...            ...            ...   \n",
       "2900             1.0            0.0            0.0            1.0   \n",
       "2901             1.0            0.0            0.0            1.0   \n",
       "2902             1.0            0.0            0.0            1.0   \n",
       "2903             1.0            1.0            0.0            0.0   \n",
       "2904             1.0            0.0            0.0            1.0   \n",
       "2905             1.0            0.0            0.0            1.0   \n",
       "2906             1.0            0.0            0.0            1.0   \n",
       "2907             1.0            0.0            0.0            1.0   \n",
       "2908             1.0            0.0            0.0            1.0   \n",
       "2909             1.0            0.0            0.0            1.0   \n",
       "2910             1.0            0.0            0.0            1.0   \n",
       "2911             1.0            0.0            0.0            1.0   \n",
       "2912             1.0            0.0            0.0            1.0   \n",
       "2913             1.0            0.0            0.0            1.0   \n",
       "2914             0.0            0.0            0.0            1.0   \n",
       "2915             1.0            0.0            0.0            1.0   \n",
       "2916             1.0            0.0            0.0            1.0   \n",
       "2917             1.0            0.0            0.0            1.0   \n",
       "2918             1.0            0.0            0.0            1.0   \n",
       "2919             1.0            0.0            0.0            1.0   \n",
       "2920             1.0            0.0            0.0            1.0   \n",
       "2921             1.0            0.0            0.0            1.0   \n",
       "2922             1.0            0.0            0.0            1.0   \n",
       "2923             1.0            0.0            1.0            0.0   \n",
       "2924             1.0            0.0            0.0            1.0   \n",
       "2925             1.0            0.0            0.0            1.0   \n",
       "2926             1.0            0.0            0.0            1.0   \n",
       "2927             1.0            0.0            0.0            1.0   \n",
       "2928             1.0            0.0            0.0            1.0   \n",
       "2929             1.0            0.0            0.0            1.0   \n",
       "\n",
       "      Sale Type_COD  Sale Type_CWD  Sale Type_Con  Sale Type_ConLD  \\\n",
       "0               0.0            0.0            0.0              0.0   \n",
       "1               0.0            0.0            0.0              0.0   \n",
       "2               0.0            0.0            0.0              0.0   \n",
       "3               0.0            0.0            0.0              0.0   \n",
       "4               0.0            0.0            0.0              0.0   \n",
       "5               0.0            0.0            0.0              0.0   \n",
       "6               0.0            0.0            0.0              0.0   \n",
       "7               0.0            0.0            0.0              0.0   \n",
       "8               0.0            0.0            0.0              0.0   \n",
       "9               0.0            0.0            0.0              0.0   \n",
       "10              0.0            0.0            0.0              0.0   \n",
       "11              0.0            0.0            0.0              0.0   \n",
       "12              0.0            0.0            0.0              0.0   \n",
       "13              0.0            0.0            0.0              0.0   \n",
       "14              0.0            0.0            0.0              0.0   \n",
       "15              0.0            0.0            0.0              0.0   \n",
       "16              0.0            0.0            0.0              0.0   \n",
       "17              0.0            0.0            0.0              0.0   \n",
       "18              0.0            0.0            0.0              0.0   \n",
       "19              0.0            0.0            0.0              0.0   \n",
       "20              1.0            0.0            0.0              0.0   \n",
       "21              0.0            0.0            0.0              0.0   \n",
       "22              0.0            0.0            0.0              0.0   \n",
       "23              0.0            0.0            0.0              0.0   \n",
       "24              0.0            0.0            0.0              0.0   \n",
       "25              0.0            0.0            0.0              0.0   \n",
       "26              0.0            0.0            0.0              0.0   \n",
       "27              0.0            0.0            0.0              0.0   \n",
       "28              0.0            0.0            0.0              0.0   \n",
       "29              1.0            0.0            0.0              0.0   \n",
       "...             ...            ...            ...              ...   \n",
       "2900            0.0            0.0            0.0              0.0   \n",
       "2901            0.0            0.0            0.0              0.0   \n",
       "2902            0.0            0.0            0.0              0.0   \n",
       "2903            0.0            0.0            0.0              0.0   \n",
       "2904            0.0            0.0            0.0              0.0   \n",
       "2905            0.0            0.0            0.0              0.0   \n",
       "2906            0.0            0.0            0.0              0.0   \n",
       "2907            0.0            0.0            0.0              0.0   \n",
       "2908            0.0            0.0            0.0              0.0   \n",
       "2909            0.0            0.0            0.0              0.0   \n",
       "2910            0.0            0.0            0.0              0.0   \n",
       "2911            0.0            0.0            0.0              0.0   \n",
       "2912            0.0            0.0            0.0              0.0   \n",
       "2913            0.0            0.0            0.0              0.0   \n",
       "2914            0.0            0.0            0.0              0.0   \n",
       "2915            0.0            0.0            0.0              0.0   \n",
       "2916            0.0            0.0            0.0              0.0   \n",
       "2917            0.0            0.0            0.0              0.0   \n",
       "2918            0.0            0.0            0.0              0.0   \n",
       "2919            0.0            0.0            0.0              0.0   \n",
       "2920            0.0            0.0            0.0              0.0   \n",
       "2921            0.0            0.0            0.0              0.0   \n",
       "2922            0.0            0.0            0.0              0.0   \n",
       "2923            0.0            0.0            0.0              0.0   \n",
       "2924            0.0            0.0            0.0              0.0   \n",
       "2925            0.0            0.0            0.0              0.0   \n",
       "2926            0.0            0.0            0.0              0.0   \n",
       "2927            0.0            0.0            0.0              0.0   \n",
       "2928            0.0            0.0            0.0              0.0   \n",
       "2929            0.0            0.0            0.0              0.0   \n",
       "\n",
       "      Sale Type_ConLI  Sale Type_ConLw  Sale Type_New  Sale Type_Oth  \\\n",
       "0                 0.0              0.0            0.0            0.0   \n",
       "1                 0.0              0.0            0.0            0.0   \n",
       "2                 0.0              0.0            0.0            0.0   \n",
       "3                 0.0              0.0            0.0            0.0   \n",
       "4                 0.0              0.0            0.0            0.0   \n",
       "5                 0.0              0.0            0.0            0.0   \n",
       "6                 0.0              0.0            0.0            0.0   \n",
       "7                 0.0              0.0            0.0            0.0   \n",
       "8                 0.0              0.0            0.0            0.0   \n",
       "9                 0.0              0.0            0.0            0.0   \n",
       "10                0.0              0.0            0.0            0.0   \n",
       "11                0.0              0.0            0.0            0.0   \n",
       "12                0.0              0.0            0.0            0.0   \n",
       "13                0.0              0.0            0.0            0.0   \n",
       "14                0.0              0.0            0.0            0.0   \n",
       "15                0.0              0.0            0.0            0.0   \n",
       "16                0.0              0.0            0.0            0.0   \n",
       "17                0.0              0.0            1.0            0.0   \n",
       "18                0.0              0.0            0.0            0.0   \n",
       "19                0.0              0.0            0.0            0.0   \n",
       "20                0.0              0.0            0.0            0.0   \n",
       "21                0.0              0.0            0.0            0.0   \n",
       "22                0.0              0.0            0.0            0.0   \n",
       "23                0.0              0.0            0.0            0.0   \n",
       "24                0.0              0.0            0.0            0.0   \n",
       "25                0.0              0.0            0.0            0.0   \n",
       "26                0.0              0.0            0.0            0.0   \n",
       "27                1.0              0.0            0.0            0.0   \n",
       "28                0.0              0.0            0.0            0.0   \n",
       "29                0.0              0.0            0.0            0.0   \n",
       "...               ...              ...            ...            ...   \n",
       "2900              0.0              0.0            1.0            0.0   \n",
       "2901              0.0              0.0            1.0            0.0   \n",
       "2902              0.0              0.0            1.0            0.0   \n",
       "2903              0.0              0.0            0.0            0.0   \n",
       "2904              0.0              0.0            0.0            0.0   \n",
       "2905              0.0              0.0            0.0            0.0   \n",
       "2906              0.0              0.0            0.0            0.0   \n",
       "2907              0.0              0.0            0.0            0.0   \n",
       "2908              0.0              0.0            0.0            0.0   \n",
       "2909              0.0              0.0            0.0            0.0   \n",
       "2910              0.0              0.0            0.0            0.0   \n",
       "2911              0.0              0.0            0.0            0.0   \n",
       "2912              0.0              0.0            0.0            0.0   \n",
       "2913              0.0              0.0            0.0            0.0   \n",
       "2914              0.0              0.0            0.0            0.0   \n",
       "2915              0.0              0.0            0.0            0.0   \n",
       "2916              0.0              0.0            0.0            0.0   \n",
       "2917              0.0              0.0            0.0            0.0   \n",
       "2918              0.0              0.0            0.0            0.0   \n",
       "2919              0.0              0.0            0.0            0.0   \n",
       "2920              0.0              0.0            0.0            0.0   \n",
       "2921              0.0              0.0            0.0            0.0   \n",
       "2922              0.0              0.0            0.0            0.0   \n",
       "2923              0.0              0.0            0.0            0.0   \n",
       "2924              0.0              0.0            0.0            0.0   \n",
       "2925              0.0              0.0            0.0            0.0   \n",
       "2926              0.0              0.0            0.0            0.0   \n",
       "2927              0.0              0.0            0.0            0.0   \n",
       "2928              0.0              0.0            0.0            0.0   \n",
       "2929              0.0              0.0            0.0            0.0   \n",
       "\n",
       "      Sale Type_VWD  Sale Type_WD   Sale Condition_Abnorml  \\\n",
       "0               0.0            1.0                     0.0   \n",
       "1               0.0            1.0                     0.0   \n",
       "2               0.0            1.0                     0.0   \n",
       "3               0.0            1.0                     0.0   \n",
       "4               0.0            1.0                     0.0   \n",
       "5               0.0            1.0                     0.0   \n",
       "6               0.0            1.0                     0.0   \n",
       "7               0.0            1.0                     0.0   \n",
       "8               0.0            1.0                     0.0   \n",
       "9               0.0            1.0                     0.0   \n",
       "10              0.0            1.0                     0.0   \n",
       "11              0.0            1.0                     0.0   \n",
       "12              0.0            1.0                     0.0   \n",
       "13              0.0            1.0                     0.0   \n",
       "14              0.0            1.0                     0.0   \n",
       "15              0.0            1.0                     0.0   \n",
       "16              0.0            1.0                     0.0   \n",
       "17              0.0            0.0                     0.0   \n",
       "18              0.0            1.0                     0.0   \n",
       "19              0.0            1.0                     0.0   \n",
       "20              0.0            0.0                     0.0   \n",
       "21              0.0            1.0                     0.0   \n",
       "22              0.0            1.0                     0.0   \n",
       "23              0.0            1.0                     0.0   \n",
       "24              0.0            1.0                     0.0   \n",
       "25              0.0            1.0                     0.0   \n",
       "26              0.0            1.0                     0.0   \n",
       "27              0.0            0.0                     0.0   \n",
       "28              0.0            1.0                     0.0   \n",
       "29              0.0            0.0                     0.0   \n",
       "...             ...            ...                     ...   \n",
       "2900            0.0            0.0                     0.0   \n",
       "2901            0.0            0.0                     0.0   \n",
       "2902            0.0            0.0                     0.0   \n",
       "2903            0.0            1.0                     0.0   \n",
       "2904            0.0            1.0                     0.0   \n",
       "2905            0.0            1.0                     0.0   \n",
       "2906            0.0            1.0                     0.0   \n",
       "2907            0.0            1.0                     1.0   \n",
       "2908            0.0            1.0                     0.0   \n",
       "2909            0.0            1.0                     0.0   \n",
       "2910            0.0            1.0                     0.0   \n",
       "2911            0.0            1.0                     0.0   \n",
       "2912            0.0            1.0                     0.0   \n",
       "2913            0.0            1.0                     0.0   \n",
       "2914            0.0            1.0                     0.0   \n",
       "2915            0.0            1.0                     0.0   \n",
       "2916            0.0            1.0                     1.0   \n",
       "2917            0.0            1.0                     1.0   \n",
       "2918            0.0            1.0                     0.0   \n",
       "2919            0.0            1.0                     0.0   \n",
       "2920            0.0            1.0                     1.0   \n",
       "2921            0.0            1.0                     0.0   \n",
       "2922            0.0            1.0                     0.0   \n",
       "2923            0.0            1.0                     0.0   \n",
       "2924            0.0            1.0                     1.0   \n",
       "2925            0.0            1.0                     0.0   \n",
       "2926            0.0            1.0                     0.0   \n",
       "2927            0.0            1.0                     0.0   \n",
       "2928            0.0            1.0                     0.0   \n",
       "2929            0.0            1.0                     0.0   \n",
       "\n",
       "      Sale Condition_AdjLand  Sale Condition_Alloca  Sale Condition_Family  \\\n",
       "0                        0.0                    0.0                    0.0   \n",
       "1                        0.0                    0.0                    0.0   \n",
       "2                        0.0                    0.0                    0.0   \n",
       "3                        0.0                    0.0                    0.0   \n",
       "4                        0.0                    0.0                    0.0   \n",
       "5                        0.0                    0.0                    0.0   \n",
       "6                        0.0                    0.0                    0.0   \n",
       "7                        0.0                    0.0                    0.0   \n",
       "8                        0.0                    0.0                    0.0   \n",
       "9                        0.0                    0.0                    0.0   \n",
       "10                       0.0                    0.0                    0.0   \n",
       "11                       0.0                    0.0                    0.0   \n",
       "12                       0.0                    0.0                    0.0   \n",
       "13                       0.0                    0.0                    0.0   \n",
       "14                       0.0                    0.0                    0.0   \n",
       "15                       0.0                    0.0                    0.0   \n",
       "16                       0.0                    0.0                    0.0   \n",
       "17                       0.0                    0.0                    0.0   \n",
       "18                       0.0                    0.0                    0.0   \n",
       "19                       0.0                    0.0                    0.0   \n",
       "20                       0.0                    0.0                    0.0   \n",
       "21                       0.0                    0.0                    1.0   \n",
       "22                       0.0                    0.0                    0.0   \n",
       "23                       0.0                    0.0                    0.0   \n",
       "24                       0.0                    0.0                    0.0   \n",
       "25                       0.0                    0.0                    0.0   \n",
       "26                       0.0                    0.0                    0.0   \n",
       "27                       0.0                    0.0                    0.0   \n",
       "28                       0.0                    0.0                    0.0   \n",
       "29                       0.0                    0.0                    0.0   \n",
       "...                      ...                    ...                    ...   \n",
       "2900                     0.0                    0.0                    0.0   \n",
       "2901                     0.0                    0.0                    0.0   \n",
       "2902                     0.0                    0.0                    0.0   \n",
       "2903                     0.0                    0.0                    0.0   \n",
       "2904                     0.0                    0.0                    0.0   \n",
       "2905                     0.0                    0.0                    0.0   \n",
       "2906                     0.0                    0.0                    0.0   \n",
       "2907                     0.0                    0.0                    0.0   \n",
       "2908                     0.0                    0.0                    0.0   \n",
       "2909                     0.0                    0.0                    0.0   \n",
       "2910                     0.0                    0.0                    0.0   \n",
       "2911                     0.0                    0.0                    0.0   \n",
       "2912                     0.0                    0.0                    0.0   \n",
       "2913                     0.0                    0.0                    0.0   \n",
       "2914                     0.0                    0.0                    0.0   \n",
       "2915                     0.0                    0.0                    0.0   \n",
       "2916                     0.0                    0.0                    0.0   \n",
       "2917                     0.0                    0.0                    0.0   \n",
       "2918                     0.0                    0.0                    0.0   \n",
       "2919                     0.0                    0.0                    0.0   \n",
       "2920                     0.0                    0.0                    0.0   \n",
       "2921                     0.0                    0.0                    0.0   \n",
       "2922                     0.0                    0.0                    1.0   \n",
       "2923                     0.0                    0.0                    0.0   \n",
       "2924                     0.0                    0.0                    0.0   \n",
       "2925                     0.0                    0.0                    0.0   \n",
       "2926                     0.0                    0.0                    0.0   \n",
       "2927                     0.0                    0.0                    0.0   \n",
       "2928                     0.0                    0.0                    0.0   \n",
       "2929                     0.0                    0.0                    0.0   \n",
       "\n",
       "      Sale Condition_Normal  Sale Condition_Partial  SalePrice  \n",
       "0                       1.0                     0.0     215000  \n",
       "1                       1.0                     0.0     105000  \n",
       "2                       1.0                     0.0     172000  \n",
       "3                       1.0                     0.0     244000  \n",
       "4                       1.0                     0.0     189900  \n",
       "5                       1.0                     0.0     195500  \n",
       "6                       1.0                     0.0     213500  \n",
       "7                       1.0                     0.0     191500  \n",
       "8                       1.0                     0.0     236500  \n",
       "9                       1.0                     0.0     189000  \n",
       "10                      1.0                     0.0     175900  \n",
       "11                      1.0                     0.0     185000  \n",
       "12                      1.0                     0.0     180400  \n",
       "13                      1.0                     0.0     171500  \n",
       "14                      1.0                     0.0     212000  \n",
       "15                      1.0                     0.0     538000  \n",
       "16                      1.0                     0.0     164000  \n",
       "17                      0.0                     1.0     394432  \n",
       "18                      1.0                     0.0     141000  \n",
       "19                      1.0                     0.0     210000  \n",
       "20                      1.0                     0.0     190000  \n",
       "21                      0.0                     0.0     170000  \n",
       "22                      1.0                     0.0     216000  \n",
       "23                      1.0                     0.0     149000  \n",
       "24                      1.0                     0.0     149900  \n",
       "25                      1.0                     0.0     142000  \n",
       "26                      1.0                     0.0     126000  \n",
       "27                      1.0                     0.0     115000  \n",
       "28                      1.0                     0.0     184000  \n",
       "29                      1.0                     0.0      96000  \n",
       "...                     ...                     ...        ...  \n",
       "2900                    0.0                     1.0     320000  \n",
       "2901                    0.0                     1.0     369900  \n",
       "2902                    0.0                     1.0     359900  \n",
       "2903                    1.0                     0.0      81500  \n",
       "2904                    1.0                     0.0     215000  \n",
       "2905                    1.0                     0.0     164000  \n",
       "2906                    1.0                     0.0     153500  \n",
       "2907                    0.0                     0.0      84500  \n",
       "2908                    1.0                     0.0     104500  \n",
       "2909                    1.0                     0.0     127000  \n",
       "2910                    1.0                     0.0     151400  \n",
       "2911                    1.0                     0.0     126500  \n",
       "2912                    1.0                     0.0     146500  \n",
       "2913                    1.0                     0.0      73000  \n",
       "2914                    1.0                     0.0      79400  \n",
       "2915                    1.0                     0.0     140000  \n",
       "2916                    0.0                     0.0      92000  \n",
       "2917                    0.0                     0.0      87550  \n",
       "2918                    1.0                     0.0      79500  \n",
       "2919                    1.0                     0.0      90500  \n",
       "2920                    0.0                     0.0      71000  \n",
       "2921                    1.0                     0.0     150900  \n",
       "2922                    0.0                     0.0     188000  \n",
       "2923                    1.0                     0.0     160000  \n",
       "2924                    0.0                     0.0     131000  \n",
       "2925                    1.0                     0.0     142500  \n",
       "2926                    1.0                     0.0     131000  \n",
       "2927                    1.0                     0.0     132000  \n",
       "2928                    1.0                     0.0     170000  \n",
       "2929                    1.0                     0.0     188000  \n",
       "\n",
       "[2930 rows x 284 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "features_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "features = sorted_corrs\n",
    "rmses = {}\n",
    "\n",
    "for i in range(len(sorted_corrs),0,-1):\n",
    "    rmses[str(i) + ' features'] = train_and_test(features_df)\n",
    "    features = features.drop(features[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'26 features': 38011.319650883976,\n",
       " '25 features': 37924.06785334075,\n",
       " '24 features': 37533.855614493375,\n",
       " '23 features': 37580.520180419066,\n",
       " '22 features': 37596.98267414088,\n",
       " '21 features': 37625.39554027615,\n",
       " '20 features': 38262.85926422904,\n",
       " '19 features': 38036.33696792693,\n",
       " '18 features': 38085.251804636406,\n",
       " '17 features': 38076.364102802516,\n",
       " '16 features': 38345.72438781264,\n",
       " '15 features': 38373.141552293164,\n",
       " '14 features': 38436.21953655148,\n",
       " '13 features': 38387.34663995223,\n",
       " '12 features': 38504.97855794012,\n",
       " '11 features': 38376.80229190209,\n",
       " '10 features': 38897.66167966113,\n",
       " '9 features': 38740.48401505188,\n",
       " '8 features': 38924.416484796595,\n",
       " '7 features': 39189.12855018615,\n",
       " '6 features': 41577.80568947439,\n",
       " '5 features': 41743.49516097385,\n",
       " '4 features': 40954.37766553995,\n",
       " '3 features': 40871.38612722989,\n",
       " '2 features': 42446.656366374744,\n",
       " '1 features': 49492.236980004534}"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rmses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# def transform_features(df):\n",
    "#     new_df = df.copy()\n",
    "#     return new_df\n",
    "\n",
    "# def select_features(df):\n",
    "#     return df[['Gr Liv Area','SalePrice']]\n",
    "\n",
    "# def train_and_test(df):\n",
    "#     train = df[:1460].select_dtypes(include=['integer','float'])\n",
    "#     test = df[1460:].select_dtypes(include=['integer','float'])\n",
    "    \n",
    "#     features = select_features(df).columns.drop(\"SalePrice\")\n",
    "#     lr = LinearRegression()\n",
    "#     lr.fit(train[features],train['SalePrice'])\n",
    "#     predictions = lr.predict(test[features])\n",
    "#     rmse = np.sqrt(mean_squared_error(test['SalePrice'],predictions))\n",
    "#     return rmse\n",
    "\n",
    "# train_and_test(data)"
   ]
  }
 ],
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