Basics.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "In this project we will work with housing data for the city of Ames, Iowa, United States from 2006 to 2010. You can read more about why the data was collected here (https://doi.org/10.1080/10691898.2011.11889627). You can also read about the different columns in the data here (https://www.tandfonline.com/doi/abs/10.1080/10691898.2011.11889627)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "pd.options.display.max_columns = 999\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn import linear_model\n",
    "from sklearn.model_selection import KFold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      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",
      "5         6  527105030           60        RL          78.0      9978   Pave   \n",
      "6         7  527127150          120        RL          41.0      4920   Pave   \n",
      "7         8  527145080          120        RL          43.0      5005   Pave   \n",
      "8         9  527146030          120        RL          39.0      5389   Pave   \n",
      "9        10  527162130           60        RL          60.0      7500   Pave   \n",
      "10       11  527163010           60        RL          75.0     10000   Pave   \n",
      "11       12  527165230           20        RL           NaN      7980   Pave   \n",
      "12       13  527166040           60        RL          63.0      8402   Pave   \n",
      "13       14  527180040           20        RL          85.0     10176   Pave   \n",
      "14       15  527182190          120        RL           NaN      6820   Pave   \n",
      "15       16  527216070           60        RL          47.0     53504   Pave   \n",
      "16       17  527225035           50        RL         152.0     12134   Pave   \n",
      "17       18  527258010           20        RL          88.0     11394   Pave   \n",
      "18       19  527276150           20        RL         140.0     19138   Pave   \n",
      "19       20  527302110           20        RL          85.0     13175   Pave   \n",
      "20       21  527358140           20        RL         105.0     11751   Pave   \n",
      "21       22  527358200           85        RL          85.0     10625   Pave   \n",
      "22       23  527368020           60        FV           NaN      7500   Pave   \n",
      "23       24  527402200           20        RL           NaN     11241   Pave   \n",
      "24       25  527402250           20        RL           NaN     12537   Pave   \n",
      "25       26  527403020           20        RL          65.0      8450   Pave   \n",
      "26       27  527404120           20        RL          70.0      8400   Pave   \n",
      "27       28  527425090           20        RL          70.0     10500   Pave   \n",
      "28       29  527427230          120        RH          26.0      5858   Pave   \n",
      "29       30  527451180          160        RM          21.0      1680   Pave   \n",
      "...     ...        ...          ...       ...           ...       ...    ...   \n",
      "2900   2901  916477010           20        RL          95.0     13618   Pave   \n",
      "2901   2902  921205030           20        RL          88.0     11443   Pave   \n",
      "2902   2903  921205050           20        RL          88.0     11577   Pave   \n",
      "2903   2904  923125030           20   A (agr)         125.0     31250   Pave   \n",
      "2904   2905  923202025           90        RM          78.0      7020   Pave   \n",
      "2905   2906  923203090          120        RM          32.0      4500   Pave   \n",
      "2906   2907  923203100          120        RM          32.0      4500   Pave   \n",
      "2907   2908  923205120           20        RL          90.0     17217   Pave   \n",
      "2908   2909  923225190          160        RM          41.0      2665   Pave   \n",
      "2909   2910  923225240          160        RM          41.0      2665   Pave   \n",
      "2910   2911  923225260          160        RM          42.0      3964   Pave   \n",
      "2911   2912  923225510           20        RL          58.0     10172   Pave   \n",
      "2912   2913  923226150           90        RL           NaN     11836   Pave   \n",
      "2913   2914  923226180          180        RM          21.0      1470   Pave   \n",
      "2914   2915  923226290          160        RM          21.0      1484   Pave   \n",
      "2915   2916  923227100           20        RL          80.0     13384   Pave   \n",
      "2916   2917  923228130          180        RM          21.0      1533   Pave   \n",
      "2917   2918  923228180          160        RM          21.0      1533   Pave   \n",
      "2918   2919  923228210          160        RM          21.0      1526   Pave   \n",
      "2919   2920  923228260          160        RM          21.0      1936   Pave   \n",
      "2920   2921  923228310          160        RM          21.0      1894   Pave   \n",
      "2921   2922  923229110           90        RL          55.0     12640   Pave   \n",
      "2922   2923  923230040           90        RL          63.0      9297   Pave   \n",
      "2923   2924  923250060           20        RL          80.0     17400   Pave   \n",
      "2924   2925  923251180           20        RL         160.0     20000   Pave   \n",
      "2925   2926  923275080           80        RL          37.0      7937   Pave   \n",
      "2926   2927  923276100           20        RL           NaN      8885   Pave   \n",
      "2927   2928  923400125           85        RL          62.0     10441   Pave   \n",
      "2928   2929  924100070           20        RL          77.0     10010   Pave   \n",
      "2929   2930  924151050           60        RL          74.0      9627   Pave   \n",
      "\n",
      "     Alley Lot Shape Land Contour Utilities Lot Config Land Slope  \\\n",
      "0      NaN       IR1          Lvl    AllPub     Corner        Gtl   \n",
      "1      NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2      NaN       IR1          Lvl    AllPub     Corner        Gtl   \n",
      "3      NaN       Reg          Lvl    AllPub     Corner        Gtl   \n",
      "4      NaN       IR1          Lvl    AllPub     Inside        Gtl   \n",
      "5      NaN       IR1          Lvl    AllPub     Inside        Gtl   \n",
      "6      NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "7      NaN       IR1          HLS    AllPub     Inside        Gtl   \n",
      "8      NaN       IR1          Lvl    AllPub     Inside        Gtl   \n",
      "9      NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "10     NaN       IR1          Lvl    AllPub     Corner        Gtl   \n",
      "11     NaN       IR1          Lvl    AllPub     Inside        Gtl   \n",
      "12     NaN       IR1          Lvl    AllPub     Inside        Gtl   \n",
      "13     NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "14     NaN       IR1          Lvl    AllPub     Corner        Gtl   \n",
      "15     NaN       IR2          HLS    AllPub    CulDSac        Mod   \n",
      "16     NaN       IR1          Bnk    AllPub     Inside        Mod   \n",
      "17     NaN       Reg          Lvl    AllPub     Corner        Gtl   \n",
      "18     NaN       Reg          Lvl    AllPub     Corner        Gtl   \n",
      "19     NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "20     NaN       IR1          Lvl    AllPub     Inside        Gtl   \n",
      "21     NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "22     NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "23     NaN       IR1          Lvl    AllPub    CulDSac        Gtl   \n",
      "24     NaN       IR1          Lvl    AllPub    CulDSac        Gtl   \n",
      "25     NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "26     NaN       Reg          Lvl    AllPub     Corner        Gtl   \n",
      "27     NaN       Reg          Lvl    AllPub        FR2        Gtl   \n",
      "28     NaN       IR1          Lvl    AllPub        FR2        Gtl   \n",
      "29     NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "...    ...       ...          ...       ...        ...        ...   \n",
      "2900   NaN       Reg          Lvl    AllPub     Corner        Gtl   \n",
      "2901   NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2902   NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2903   NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2904   NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2905   NaN       Reg          Lvl    AllPub        FR2        Gtl   \n",
      "2906   NaN       Reg          Lvl    AllPub        FR2        Gtl   \n",
      "2907   NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2908   NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2909   NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2910   NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2911   NaN       IR1          Lvl    AllPub     Inside        Gtl   \n",
      "2912   NaN       IR1          Lvl    AllPub     Corner        Gtl   \n",
      "2913   NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2914   NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2915   NaN       Reg          Lvl    AllPub     Inside        Mod   \n",
      "2916   NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2917   NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2918   NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2919   NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2920   NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2921   NaN       IR1          Lvl    AllPub     Inside        Gtl   \n",
      "2922   NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2923   NaN       Reg          Low    AllPub     Inside        Mod   \n",
      "2924   NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2925   NaN       IR1          Lvl    AllPub    CulDSac        Gtl   \n",
      "2926   NaN       IR1          Low    AllPub     Inside        Mod   \n",
      "2927   NaN       Reg          Lvl    AllPub     Inside        Gtl   \n",
      "2928   NaN       Reg          Lvl    AllPub     Inside        Mod   \n",
      "2929   NaN       Reg          Lvl    AllPub     Inside        Mod   \n",
      "\n",
      "     Neighborhood Condition 1 Condition 2 Bldg Type House Style  Overall Qual  \\\n",
      "0           NAmes        Norm        Norm      1Fam      1Story             6   \n",
      "1           NAmes       Feedr        Norm      1Fam      1Story             5   \n",
      "2           NAmes        Norm        Norm      1Fam      1Story             6   \n",
      "3           NAmes        Norm        Norm      1Fam      1Story             7   \n",
      "4         Gilbert        Norm        Norm      1Fam      2Story             5   \n",
      "5         Gilbert        Norm        Norm      1Fam      2Story             6   \n",
      "6         StoneBr        Norm        Norm    TwnhsE      1Story             8   \n",
      "7         StoneBr        Norm        Norm    TwnhsE      1Story             8   \n",
      "8         StoneBr        Norm        Norm    TwnhsE      1Story             8   \n",
      "9         Gilbert        Norm        Norm      1Fam      2Story             7   \n",
      "10        Gilbert        Norm        Norm      1Fam      2Story             6   \n",
      "11        Gilbert        Norm        Norm      1Fam      1Story             6   \n",
      "12        Gilbert        Norm        Norm      1Fam      2Story             6   \n",
      "13        Gilbert        Norm        Norm      1Fam      1Story             7   \n",
      "14        StoneBr        Norm        Norm    TwnhsE      1Story             8   \n",
      "15        StoneBr        Norm        Norm      1Fam      2Story             8   \n",
      "16        Gilbert        Norm        Norm      1Fam      1.5Fin             8   \n",
      "17        StoneBr        Norm        Norm      1Fam      1Story             9   \n",
      "18        Gilbert        Norm        Norm      1Fam      1Story             4   \n",
      "19         NWAmes        Norm        Norm      1Fam      1Story             6   \n",
      "20         NWAmes        Norm        Norm      1Fam      1Story             6   \n",
      "21         NWAmes        Norm        Norm      1Fam      SFoyer             7   \n",
      "22        Somerst        Norm        Norm      1Fam      2Story             7   \n",
      "23          NAmes        Norm        Norm      1Fam      1Story             6   \n",
      "24          NAmes        Norm        Norm      1Fam      1Story             5   \n",
      "25          NAmes        Norm        Norm      1Fam      1Story             5   \n",
      "26          NAmes        Norm        Norm      1Fam      1Story             4   \n",
      "27          NAmes        Norm        Norm      1Fam      1Story             4   \n",
      "28          NAmes        Norm        Norm    TwnhsE      1Story             7   \n",
      "29         BrDale        Norm        Norm     Twnhs      2Story             6   \n",
      "...           ...         ...         ...       ...         ...           ...   \n",
      "2900       Timber        Norm        Norm      1Fam      1Story             8   \n",
      "2901       Timber        Norm        Norm      1Fam      1Story             8   \n",
      "2902       Timber        Norm        Norm      1Fam      1Story             9   \n",
      "2903      Mitchel      Artery        Norm      1Fam      1Story             1   \n",
      "2904      Mitchel        Norm        Norm    Duplex      SFoyer             7   \n",
      "2905      Mitchel        Norm        Norm     Twnhs      1Story             6   \n",
      "2906      Mitchel        Norm        Norm    TwnhsE      1Story             6   \n",
      "2907      Mitchel        Norm        Norm      1Fam      1Story             5   \n",
      "2908      MeadowV        Norm        Norm    TwnhsE      2Story             5   \n",
      "2909      MeadowV        Norm        Norm    TwnhsE      2Story             5   \n",
      "2910      MeadowV        Norm        Norm    TwnhsE      2Story             6   \n",
      "2911      Mitchel        Norm        Norm      1Fam      1Story             5   \n",
      "2912      Mitchel        Norm        Norm    Duplex      1Story             5   \n",
      "2913      MeadowV        Norm        Norm     Twnhs      SFoyer             4   \n",
      "2914      MeadowV        Norm        Norm    TwnhsE      2Story             4   \n",
      "2915      Mitchel        Norm        Norm      1Fam      1Story             5   \n",
      "2916      MeadowV        Norm        Norm     Twnhs      SFoyer             5   \n",
      "2917      MeadowV        Norm        Norm     Twnhs      2Story             4   \n",
      "2918      MeadowV        Norm        Norm     Twnhs      2Story             4   \n",
      "2919      MeadowV        Norm        Norm     Twnhs      2Story             4   \n",
      "2920      MeadowV        Norm        Norm    TwnhsE      2Story             4   \n",
      "2921      Mitchel        Norm        Norm    Duplex      1Story             6   \n",
      "2922      Mitchel        Norm        Norm    Duplex      1Story             5   \n",
      "2923      Mitchel        Norm        Norm      1Fam      1Story             5   \n",
      "2924      Mitchel        Norm        Norm      1Fam      1Story             5   \n",
      "2925      Mitchel        Norm        Norm      1Fam        SLvl             6   \n",
      "2926      Mitchel        Norm        Norm      1Fam      1Story             5   \n",
      "2927      Mitchel        Norm        Norm      1Fam      SFoyer             5   \n",
      "2928      Mitchel        Norm        Norm      1Fam      1Story             5   \n",
      "2929      Mitchel        Norm        Norm      1Fam      2Story             7   \n",
      "\n",
      "      Overall Cond  Year Built  Year Remod/Add Roof Style Roof Matl  \\\n",
      "0                5        1960            1960        Hip   CompShg   \n",
      "1                6        1961            1961      Gable   CompShg   \n",
      "2                6        1958            1958        Hip   CompShg   \n",
      "3                5        1968            1968        Hip   CompShg   \n",
      "4                5        1997            1998      Gable   CompShg   \n",
      "5                6        1998            1998      Gable   CompShg   \n",
      "6                5        2001            2001      Gable   CompShg   \n",
      "7                5        1992            1992      Gable   CompShg   \n",
      "8                5        1995            1996      Gable   CompShg   \n",
      "9                5        1999            1999      Gable   CompShg   \n",
      "10               5        1993            1994      Gable   CompShg   \n",
      "11               7        1992            2007      Gable   CompShg   \n",
      "12               5        1998            1998      Gable   CompShg   \n",
      "13               5        1990            1990      Gable   CompShg   \n",
      "14               5        1985            1985      Gable   CompShg   \n",
      "15               5        2003            2003        Hip   CompShg   \n",
      "16               7        1988            2005      Gable   CompShg   \n",
      "17               2        2010            2010        Hip   CompShg   \n",
      "18               5        1951            1951      Gable   CompShg   \n",
      "19               6        1978            1988      Gable   CompShg   \n",
      "20               6        1977            1977        Hip   CompShg   \n",
      "21               6        1974            1974      Gable   CompShg   \n",
      "22               5        2000            2000      Gable   CompShg   \n",
      "23               7        1970            1970      Gable   CompShg   \n",
      "24               6        1971            2008      Gable   CompShg   \n",
      "25               6        1968            1968      Gable   CompShg   \n",
      "26               5        1970            1970      Gable   CompShg   \n",
      "27               5        1971            1971      Gable   CompShg   \n",
      "28               5        1999            1999      Gable   CompShg   \n",
      "29               5        1971            1971      Gable   CompShg   \n",
      "...            ...         ...             ...        ...       ...   \n",
      "2900             5        2005            2006      Gable   CompShg   \n",
      "2901             5        2005            2006        Hip   CompShg   \n",
      "2902             5        2005            2006        Hip   CompShg   \n",
      "2903             3        1951            1951      Gable   CompShg   \n",
      "2904             5        1997            1997      Gable   CompShg   \n",
      "2905             5        1998            1998        Hip   CompShg   \n",
      "2906             5        1998            1998        Hip   CompShg   \n",
      "2907             5        2006            2006      Gable   CompShg   \n",
      "2908             6        1977            1977      Gable   CompShg   \n",
      "2909             6        1977            1977      Gable   CompShg   \n",
      "2910             4        1973            1973      Gable   CompShg   \n",
      "2911             7        1968            2003      Gable   CompShg   \n",
      "2912             5        1970            1970      Gable   CompShg   \n",
      "2913             6        1970            1970      Gable   CompShg   \n",
      "2914             4        1972            1972      Gable   CompShg   \n",
      "2915             5        1969            1979      Gable   CompShg   \n",
      "2916             7        1970            1970      Gable   CompShg   \n",
      "2917             5        1970            1970      Gable   CompShg   \n",
      "2918             5        1970            1970      Gable   CompShg   \n",
      "2919             7        1970            1970      Gable   CompShg   \n",
      "2920             5        1970            1970      Gable   CompShg   \n",
      "2921             5        1976            1976      Gable   CompShg   \n",
      "2922             5        1976            1976      Gable   CompShg   \n",
      "2923             5        1977            1977      Gable   CompShg   \n",
      "2924             7        1960            1996      Gable   CompShg   \n",
      "2925             6        1984            1984      Gable   CompShg   \n",
      "2926             5        1983            1983      Gable   CompShg   \n",
      "2927             5        1992            1992      Gable   CompShg   \n",
      "2928             5        1974            1975      Gable   CompShg   \n",
      "2929             5        1993            1994      Gable   CompShg   \n",
      "\n",
      "     Exterior 1st Exterior 2nd Mas Vnr Type  Mas Vnr Area Exter Qual  \\\n",
      "0         BrkFace      Plywood        Stone         112.0         TA   \n",
      "1         VinylSd      VinylSd         None           0.0         TA   \n",
      "2         Wd Sdng      Wd Sdng      BrkFace         108.0         TA   \n",
      "3         BrkFace      BrkFace         None           0.0         Gd   \n",
      "4         VinylSd      VinylSd         None           0.0         TA   \n",
      "5         VinylSd      VinylSd      BrkFace          20.0         TA   \n",
      "6         CemntBd      CmentBd         None           0.0         Gd   \n",
      "7         HdBoard      HdBoard         None           0.0         Gd   \n",
      "8         CemntBd      CmentBd         None           0.0         Gd   \n",
      "9         VinylSd      VinylSd         None           0.0         TA   \n",
      "10        HdBoard      HdBoard         None           0.0         TA   \n",
      "11        HdBoard      HdBoard         None           0.0         TA   \n",
      "12        VinylSd      VinylSd         None           0.0         TA   \n",
      "13        HdBoard      HdBoard         None           0.0         TA   \n",
      "14        HdBoard      HdBoard         None           0.0         Gd   \n",
      "15        CemntBd      Wd Shng      BrkFace         603.0         Ex   \n",
      "16        Wd Sdng      Wd Sdng         None           0.0         Gd   \n",
      "17        VinylSd      VinylSd        Stone         350.0         Gd   \n",
      "18        VinylSd      VinylSd         None           0.0         TA   \n",
      "19        Plywood      Plywood        Stone         119.0         TA   \n",
      "20        Plywood      Plywood      BrkFace         480.0         TA   \n",
      "21        Plywood      Plywood      BrkFace          81.0         TA   \n",
      "22        VinylSd      VinylSd         None           0.0         Gd   \n",
      "23        Wd Sdng      Wd Sdng      BrkFace         180.0         TA   \n",
      "24        VinylSd      VinylSd         None           0.0         TA   \n",
      "25        VinylSd      VinylSd         None           0.0         TA   \n",
      "26        Plywood      Plywood         None           0.0         TA   \n",
      "27        HdBoard      HdBoard         None           0.0         TA   \n",
      "28        MetalSd      MetalSd         None           0.0         Gd   \n",
      "29        HdBoard      HdBoard      BrkFace         504.0         TA   \n",
      "...           ...          ...          ...           ...        ...   \n",
      "2900      VinylSd      VinylSd        Stone         198.0         Gd   \n",
      "2901      VinylSd      VinylSd      BrkFace         208.0         Gd   \n",
      "2902      VinylSd      VinylSd      BrkFace         382.0         Ex   \n",
      "2903       CBlock      VinylSd         None           0.0         TA   \n",
      "2904      MetalSd      MetalSd      BrkFace         200.0         TA   \n",
      "2905      VinylSd      VinylSd      BrkFace         116.0         TA   \n",
      "2906      VinylSd      VinylSd      BrkFace         443.0         TA   \n",
      "2907      VinylSd      VinylSd         None           0.0         TA   \n",
      "2908      CemntBd      CmentBd         None           0.0         TA   \n",
      "2909      CemntBd      CmentBd         None           0.0         TA   \n",
      "2910      CemntBd      CmentBd         None           0.0         TA   \n",
      "2911      Plywood      Plywood         None           0.0         TA   \n",
      "2912      Plywood      Plywood         None           0.0         TA   \n",
      "2913      CemntBd      CmentBd         None           0.0         TA   \n",
      "2914      CemntBd      CmentBd         None           0.0         TA   \n",
      "2915      Plywood      Plywood      BrkFace         194.0         TA   \n",
      "2916      CemntBd      CmentBd         None           0.0         TA   \n",
      "2917      CemntBd      CmentBd         None           0.0         TA   \n",
      "2918      CemntBd      CmentBd         None           0.0         TA   \n",
      "2919      CemntBd      CmentBd         None           0.0         TA   \n",
      "2920      CemntBd      CmentBd         None           0.0         TA   \n",
      "2921      Plywood      Plywood         None           0.0         TA   \n",
      "2922      Plywood      Plywood         None           0.0         TA   \n",
      "2923      BrkFace      BrkFace         None           0.0         TA   \n",
      "2924      VinylSd      VinylSd         None           0.0         TA   \n",
      "2925      HdBoard      HdBoard         None           0.0         TA   \n",
      "2926      HdBoard      HdBoard         None           0.0         TA   \n",
      "2927      HdBoard      Wd Shng         None           0.0         TA   \n",
      "2928      HdBoard      HdBoard         None           0.0         TA   \n",
      "2929      HdBoard      HdBoard      BrkFace          94.0         TA   \n",
      "\n",
      "     Exter Cond Foundation Bsmt Qual Bsmt Cond Bsmt Exposure BsmtFin Type 1  \\\n",
      "0            TA     CBlock        TA        Gd            Gd            BLQ   \n",
      "1            TA     CBlock        TA        TA            No            Rec   \n",
      "2            TA     CBlock        TA        TA            No            ALQ   \n",
      "3            TA     CBlock        TA        TA            No            ALQ   \n",
      "4            TA      PConc        Gd        TA            No            GLQ   \n",
      "5            TA      PConc        TA        TA            No            GLQ   \n",
      "6            TA      PConc        Gd        TA            Mn            GLQ   \n",
      "7            TA      PConc        Gd        TA            No            ALQ   \n",
      "8            TA      PConc        Gd        TA            No            GLQ   \n",
      "9            TA      PConc        TA        TA            No            Unf   \n",
      "10           TA      PConc        Gd        TA            No            Unf   \n",
      "11           Gd      PConc        Gd        TA            No            ALQ   \n",
      "12           TA      PConc        Gd        TA            No            Unf   \n",
      "13           TA      PConc        Gd        TA            Gd            GLQ   \n",
      "14           TA      PConc        Gd        TA            Av            GLQ   \n",
      "15           TA      PConc        Gd        TA            Gd            ALQ   \n",
      "16           TA       Wood        Gd        TA            Av            GLQ   \n",
      "17           TA      PConc        Ex        TA            Av            GLQ   \n",
      "18           TA     CBlock        TA        TA            No            LwQ   \n",
      "19           TA     CBlock        Gd        TA            No            ALQ   \n",
      "20           TA     CBlock        Gd        TA            No            BLQ   \n",
      "21           TA     CBlock        Gd        TA            Gd            GLQ   \n",
      "22           TA      PConc        Gd        TA            No            GLQ   \n",
      "23           TA     CBlock        TA        TA            No            ALQ   \n",
      "24           TA     CBlock        TA        TA            No            GLQ   \n",
      "25           TA     CBlock        TA        TA            No            BLQ   \n",
      "26           TA     CBlock        TA        TA            No            ALQ   \n",
      "27           TA     CBlock        TA        TA            No            ALQ   \n",
      "28           TA      PConc        Gd        TA            No            GLQ   \n",
      "29           TA     CBlock        TA        TA            No            Rec   \n",
      "...         ...        ...       ...       ...           ...            ...   \n",
      "2900         TA      PConc        Ex        Gd            Av            GLQ   \n",
      "2901         TA      PConc        Ex        TA            Gd            GLQ   \n",
      "2902         TA      PConc        Gd        TA            Gd            GLQ   \n",
      "2903         Fa     CBlock       NaN       NaN           NaN            NaN   \n",
      "2904         Gd      PConc        Gd        TA            Gd            GLQ   \n",
      "2905         TA      PConc        Ex        TA            No            GLQ   \n",
      "2906         Gd      PConc        Ex        Gd            No            GLQ   \n",
      "2907         TA      PConc        Gd        TA            No            Unf   \n",
      "2908         TA      PConc        Gd        TA            Mn            Unf   \n",
      "2909         TA      PConc        TA        TA            No            ALQ   \n",
      "2910         TA     CBlock        Gd        TA            No            ALQ   \n",
      "2911         TA     CBlock        TA        TA            No            ALQ   \n",
      "2912         TA     CBlock        TA        TA            No            BLQ   \n",
      "2913         TA     CBlock        Gd        TA            Av            GLQ   \n",
      "2914         TA     CBlock        TA        TA            No            Rec   \n",
      "2915         TA      PConc        TA        TA            Av            Rec   \n",
      "2916         TA     CBlock        Gd        TA            Av            GLQ   \n",
      "2917         TA     CBlock        TA        TA            No            Rec   \n",
      "2918         TA     CBlock        TA        TA            No            Unf   \n",
      "2919         TA     CBlock        TA        TA            No            Unf   \n",
      "2920         TA     CBlock        TA        TA            No            Rec   \n",
      "2921         TA     CBlock        TA        TA            Gd            Rec   \n",
      "2922         TA     CBlock        TA        TA            No            ALQ   \n",
      "2923         TA     CBlock        TA        TA            No            ALQ   \n",
      "2924         TA     CBlock        TA        TA            No            ALQ   \n",
      "2925         TA     CBlock        TA        TA            Av            GLQ   \n",
      "2926         TA     CBlock        Gd        TA            Av            BLQ   \n",
      "2927         TA      PConc        Gd        TA            Av            GLQ   \n",
      "2928         TA     CBlock        Gd        TA            Av            ALQ   \n",
      "2929         TA      PConc        Gd        TA            Av            LwQ   \n",
      "\n",
      "      BsmtFin SF 1 BsmtFin Type 2  BsmtFin SF 2  Bsmt Unf SF  Total Bsmt SF  \\\n",
      "0            639.0            Unf           0.0        441.0         1080.0   \n",
      "1            468.0            LwQ         144.0        270.0          882.0   \n",
      "2            923.0            Unf           0.0        406.0         1329.0   \n",
      "3           1065.0            Unf           0.0       1045.0         2110.0   \n",
      "4            791.0            Unf           0.0        137.0          928.0   \n",
      "5            602.0            Unf           0.0        324.0          926.0   \n",
      "6            616.0            Unf           0.0        722.0         1338.0   \n",
      "7            263.0            Unf           0.0       1017.0         1280.0   \n",
      "8           1180.0            Unf           0.0        415.0         1595.0   \n",
      "9              0.0            Unf           0.0        994.0          994.0   \n",
      "10             0.0            Unf           0.0        763.0          763.0   \n",
      "11           935.0            Unf           0.0        233.0         1168.0   \n",
      "12             0.0            Unf           0.0        789.0          789.0   \n",
      "13           637.0            Unf           0.0        663.0         1300.0   \n",
      "14           368.0            BLQ        1120.0          0.0         1488.0   \n",
      "15          1416.0            Unf           0.0        234.0         1650.0   \n",
      "16           427.0            Unf           0.0        132.0          559.0   \n",
      "17          1445.0            Unf           0.0        411.0         1856.0   \n",
      "18           120.0            Unf           0.0        744.0          864.0   \n",
      "19           790.0            Rec         163.0        589.0         1542.0   \n",
      "20           705.0            Unf           0.0       1139.0         1844.0   \n",
      "21           885.0            LwQ         168.0          0.0         1053.0   \n",
      "22           533.0            Unf           0.0        281.0          814.0   \n",
      "23           578.0            Unf           0.0        426.0         1004.0   \n",
      "24           734.0            Unf           0.0        344.0         1078.0   \n",
      "25           775.0            Unf           0.0        281.0         1056.0   \n",
      "26           804.0            Rec          78.0          0.0          882.0   \n",
      "27           432.0            Unf           0.0        432.0          864.0   \n",
      "28          1051.0            BLQ           0.0        354.0         1405.0   \n",
      "29           156.0            Unf           0.0        327.0          483.0   \n",
      "...            ...            ...           ...          ...            ...   \n",
      "2900        1350.0            Unf           0.0        378.0         1728.0   \n",
      "2901        1460.0            Unf           0.0        408.0         1868.0   \n",
      "2902        1455.0            Unf           0.0        383.0         1838.0   \n",
      "2903           0.0            NaN           0.0          0.0            0.0   \n",
      "2904        1243.0            Unf           0.0         45.0         1288.0   \n",
      "2905         897.0            Unf           0.0        319.0         1216.0   \n",
      "2906        1201.0            Unf           0.0         36.0         1237.0   \n",
      "2907           0.0            Unf           0.0       1140.0         1140.0   \n",
      "2908           0.0            Unf           0.0        264.0          264.0   \n",
      "2909         548.0            Rec         173.0         36.0          757.0   \n",
      "2910         837.0            Unf           0.0        105.0          942.0   \n",
      "2911         441.0            Unf           0.0        423.0          864.0   \n",
      "2912         149.0            Unf           0.0       1503.0         1652.0   \n",
      "2913         522.0            Unf           0.0        108.0          630.0   \n",
      "2914         252.0            Unf           0.0        294.0          546.0   \n",
      "2915         119.0            BLQ         344.0        641.0         1104.0   \n",
      "2916         553.0            Unf           0.0         77.0          630.0   \n",
      "2917         408.0            Unf           0.0        138.0          546.0   \n",
      "2918           0.0            Unf           0.0        546.0          546.0   \n",
      "2919           0.0            Unf           0.0        546.0          546.0   \n",
      "2920         252.0            Unf           0.0        294.0          546.0   \n",
      "2921         936.0            LwQ         396.0        396.0         1728.0   \n",
      "2922        1606.0            Unf           0.0        122.0         1728.0   \n",
      "2923         936.0            Unf           0.0        190.0         1126.0   \n",
      "2924        1224.0            Unf           0.0          0.0         1224.0   \n",
      "2925         819.0            Unf           0.0        184.0         1003.0   \n",
      "2926         301.0            ALQ         324.0        239.0          864.0   \n",
      "2927         337.0            Unf           0.0        575.0          912.0   \n",
      "2928        1071.0            LwQ         123.0        195.0         1389.0   \n",
      "2929         758.0            Unf           0.0        238.0          996.0   \n",
      "\n",
      "     Heating Heating QC Central Air Electrical  1st Flr SF  2nd Flr SF  \\\n",
      "0       GasA         Fa           Y      SBrkr        1656           0   \n",
      "1       GasA         TA           Y      SBrkr         896           0   \n",
      "2       GasA         TA           Y      SBrkr        1329           0   \n",
      "3       GasA         Ex           Y      SBrkr        2110           0   \n",
      "4       GasA         Gd           Y      SBrkr         928         701   \n",
      "5       GasA         Ex           Y      SBrkr         926         678   \n",
      "6       GasA         Ex           Y      SBrkr        1338           0   \n",
      "7       GasA         Ex           Y      SBrkr        1280           0   \n",
      "8       GasA         Ex           Y      SBrkr        1616           0   \n",
      "9       GasA         Gd           Y      SBrkr        1028         776   \n",
      "10      GasA         Gd           Y      SBrkr         763         892   \n",
      "11      GasA         Ex           Y      SBrkr        1187           0   \n",
      "12      GasA         Gd           Y      SBrkr         789         676   \n",
      "13      GasA         Gd           Y      SBrkr        1341           0   \n",
      "14      GasA         TA           Y      SBrkr        1502           0   \n",
      "15      GasA         Ex           Y      SBrkr        1690        1589   \n",
      "16      GasA         Gd           Y      SBrkr        1080         672   \n",
      "17      GasA         Ex           Y      SBrkr        1856           0   \n",
      "18      GasA         Ex           Y      SBrkr         864           0   \n",
      "19      GasA         TA           Y      SBrkr        2073           0   \n",
      "20      GasA         Ex           Y      SBrkr        1844           0   \n",
      "21      GasA         TA           Y      SBrkr        1173           0   \n",
      "22      GasA         Ex           Y      SBrkr         814         860   \n",
      "23      GasA         Ex           Y      SBrkr        1004           0   \n",
      "24      GasA         Ex           Y      SBrkr        1078           0   \n",
      "25      GasA         Ex           Y      SBrkr        1056           0   \n",
      "26      GasA         TA           Y      SBrkr         882           0   \n",
      "27      GasA         TA           Y      SBrkr         864           0   \n",
      "28      GasA         Ex           Y      SBrkr        1337           0   \n",
      "29      GasA         TA           Y      SBrkr         483         504   \n",
      "...      ...        ...         ...        ...         ...         ...   \n",
      "2900    GasA         Ex           Y      SBrkr        1960           0   \n",
      "2901    GasA         Ex           Y      SBrkr        2028           0   \n",
      "2902    GasA         Ex           Y      SBrkr        1838           0   \n",
      "2903    GasA         TA           Y      FuseA        1600           0   \n",
      "2904    GasA         Gd           Y      SBrkr        1368           0   \n",
      "2905    GasA         Ex           Y      SBrkr        1216           0   \n",
      "2906    GasA         Ex           Y      SBrkr        1337           0   \n",
      "2907    GasA         Ex           Y      SBrkr        1140           0   \n",
      "2908    GasA         TA           Y      SBrkr         616         688   \n",
      "2909    GasA         Ex           Y      SBrkr         925         550   \n",
      "2910    GasA         Gd           Y      SBrkr        1291        1230   \n",
      "2911    GasA         Ex           Y      SBrkr         874           0   \n",
      "2912    GasA         TA           Y      SBrkr        1652           0   \n",
      "2913    GasA         TA           Y      SBrkr         630           0   \n",
      "2914    GasA         TA           Y      SBrkr         546         546   \n",
      "2915    GasA         Fa           Y      SBrkr        1360           0   \n",
      "2916    GasA         Ex           Y      SBrkr         630           0   \n",
      "2917    GasA         TA           Y      SBrkr         546         546   \n",
      "2918    GasA         TA           Y      SBrkr         546         546   \n",
      "2919    GasA         Gd           Y      SBrkr         546         546   \n",
      "2920    GasA         TA           Y      SBrkr         546         546   \n",
      "2921    GasA         TA           Y      SBrkr        1728           0   \n",
      "2922    GasA         TA           Y      SBrkr        1728           0   \n",
      "2923    GasA         Fa           Y      SBrkr        1126           0   \n",
      "2924    GasA         Ex           Y      SBrkr        1224           0   \n",
      "2925    GasA         TA           Y      SBrkr        1003           0   \n",
      "2926    GasA         TA           Y      SBrkr         902           0   \n",
      "2927    GasA         TA           Y      SBrkr         970           0   \n",
      "2928    GasA         Gd           Y      SBrkr        1389           0   \n",
      "2929    GasA         Ex           Y      SBrkr         996        1004   \n",
      "\n",
      "      Low Qual Fin SF  Gr Liv Area  Bsmt Full Bath  Bsmt Half Bath  Full Bath  \\\n",
      "0                   0         1656             1.0             0.0          1   \n",
      "1                   0          896             0.0             0.0          1   \n",
      "2                   0         1329             0.0             0.0          1   \n",
      "3                   0         2110             1.0             0.0          2   \n",
      "4                   0         1629             0.0             0.0          2   \n",
      "5                   0         1604             0.0             0.0          2   \n",
      "6                   0         1338             1.0             0.0          2   \n",
      "7                   0         1280             0.0             0.0          2   \n",
      "8                   0         1616             1.0             0.0          2   \n",
      "9                   0         1804             0.0             0.0          2   \n",
      "10                  0         1655             0.0             0.0          2   \n",
      "11                  0         1187             1.0             0.0          2   \n",
      "12                  0         1465             0.0             0.0          2   \n",
      "13                  0         1341             1.0             0.0          1   \n",
      "14                  0         1502             1.0             0.0          1   \n",
      "15                  0         3279             1.0             0.0          3   \n",
      "16                  0         1752             0.0             0.0          2   \n",
      "17                  0         1856             1.0             0.0          1   \n",
      "18                  0          864             0.0             0.0          1   \n",
      "19                  0         2073             1.0             0.0          2   \n",
      "20                  0         1844             0.0             0.0          2   \n",
      "21                  0         1173             1.0             0.0          2   \n",
      "22                  0         1674             1.0             0.0          2   \n",
      "23                  0         1004             1.0             0.0          1   \n",
      "24                  0         1078             1.0             0.0          1   \n",
      "25                  0         1056             1.0             0.0          1   \n",
      "26                  0          882             1.0             0.0          1   \n",
      "27                  0          864             0.0             0.0          1   \n",
      "28                  0         1337             1.0             0.0          2   \n",
      "29                  0          987             0.0             0.0          1   \n",
      "...               ...          ...             ...             ...        ...   \n",
      "2900                0         1960             1.0             0.0          2   \n",
      "2901                0         2028             1.0             0.0          2   \n",
      "2902                0         1838             1.0             0.0          2   \n",
      "2903                0         1600             0.0             0.0          1   \n",
      "2904                0         1368             2.0             0.0          2   \n",
      "2905                0         1216             1.0             0.0          2   \n",
      "2906                0         1337             1.0             0.0          2   \n",
      "2907                0         1140             0.0             0.0          1   \n",
      "2908                0         1304             0.0             0.0          1   \n",
      "2909                0         1475             0.0             0.0          2   \n",
      "2910                0         2521             1.0             0.0          2   \n",
      "2911                0          874             1.0             0.0          1   \n",
      "2912                0         1652             0.0             0.0          2   \n",
      "2913                0          630             1.0             0.0          1   \n",
      "2914                0         1092             0.0             0.0          1   \n",
      "2915                0         1360             1.0             0.0          1   \n",
      "2916                0          630             1.0             0.0          1   \n",
      "2917                0         1092             0.0             0.0          1   \n",
      "2918                0         1092             0.0             0.0          1   \n",
      "2919                0         1092             0.0             0.0          1   \n",
      "2920                0         1092             0.0             0.0          1   \n",
      "2921                0         1728             0.0             0.0          2   \n",
      "2922                0         1728             2.0             0.0          2   \n",
      "2923                0         1126             1.0             0.0          2   \n",
      "2924                0         1224             1.0             0.0          1   \n",
      "2925                0         1003             1.0             0.0          1   \n",
      "2926                0          902             1.0             0.0          1   \n",
      "2927                0          970             0.0             1.0          1   \n",
      "2928                0         1389             1.0             0.0          1   \n",
      "2929                0         2000             0.0             0.0          2   \n",
      "\n",
      "      Half Bath  Bedroom AbvGr  Kitchen AbvGr Kitchen Qual  TotRms AbvGrd  \\\n",
      "0             0              3              1           TA              7   \n",
      "1             0              2              1           TA              5   \n",
      "2             1              3              1           Gd              6   \n",
      "3             1              3              1           Ex              8   \n",
      "4             1              3              1           TA              6   \n",
      "5             1              3              1           Gd              7   \n",
      "6             0              2              1           Gd              6   \n",
      "7             0              2              1           Gd              5   \n",
      "8             0              2              1           Gd              5   \n",
      "9             1              3              1           Gd              7   \n",
      "10            1              3              1           TA              7   \n",
      "11            0              3              1           TA              6   \n",
      "12            1              3              1           TA              7   \n",
      "13            1              2              1           Gd              5   \n",
      "14            1              1              1           Gd              4   \n",
      "15            1              4              1           Ex             12   \n",
      "16            0              4              1           TA              8   \n",
      "17            1              1              1           Ex              8   \n",
      "18            0              2              1           TA              4   \n",
      "19            0              3              1           TA              7   \n",
      "20            0              3              1           TA              7   \n",
      "21            0              3              1           Gd              6   \n",
      "22            1              3              1           Gd              7   \n",
      "23            0              2              1           TA              5   \n",
      "24            1              3              1           TA              6   \n",
      "25            0              3              1           TA              6   \n",
      "26            0              2              1           TA              4   \n",
      "27            0              3              1           TA              5   \n",
      "28            0              2              1           Gd              5   \n",
      "29            1              2              1           TA              5   \n",
      "...         ...            ...            ...          ...            ...   \n",
      "2900          0              3              1           Gd              8   \n",
      "2901          0              2              1           Gd              7   \n",
      "2902          0              3              1           Ex              9   \n",
      "2903          1              3              1           TA              6   \n",
      "2904          0              2              2           TA              8   \n",
      "2905          0              2              1           TA              5   \n",
      "2906          0              2              1           TA              5   \n",
      "2907          0              3              1           TA              6   \n",
      "2908          1              3              1           TA              5   \n",
      "2909          0              4              1           TA              6   \n",
      "2910          1              5              1           TA             10   \n",
      "2911          0              3              1           TA              5   \n",
      "2912          0              4              2           TA              8   \n",
      "2913          0              1              1           TA              3   \n",
      "2914          1              3              1           TA              5   \n",
      "2915          0              3              1           TA              8   \n",
      "2916          0              1              1           Ex              3   \n",
      "2917          1              3              1           TA              5   \n",
      "2918          1              3              1           TA              5   \n",
      "2919          1              3              1           TA              5   \n",
      "2920          1              3              1           TA              6   \n",
      "2921          0              4              2           TA              8   \n",
      "2922          0              4              2           TA              8   \n",
      "2923          0              3              1           TA              5   \n",
      "2924          0              4              1           TA              7   \n",
      "2925          0              3              1           TA              6   \n",
      "2926          0              2              1           TA              5   \n",
      "2927          0              3              1           TA              6   \n",
      "2928          0              2              1           TA              6   \n",
      "2929          1              3              1           TA              9   \n",
      "\n",
      "     Functional  Fireplaces Fireplace Qu Garage Type  Garage Yr Blt  \\\n",
      "0           Typ           2           Gd      Attchd         1960.0   \n",
      "1           Typ           0          NaN      Attchd         1961.0   \n",
      "2           Typ           0          NaN      Attchd         1958.0   \n",
      "3           Typ           2           TA      Attchd         1968.0   \n",
      "4           Typ           1           TA      Attchd         1997.0   \n",
      "5           Typ           1           Gd      Attchd         1998.0   \n",
      "6           Typ           0          NaN      Attchd         2001.0   \n",
      "7           Typ           0          NaN      Attchd         1992.0   \n",
      "8           Typ           1           TA      Attchd         1995.0   \n",
      "9           Typ           1           TA      Attchd         1999.0   \n",
      "10          Typ           1           TA      Attchd         1993.0   \n",
      "11          Typ           0          NaN      Attchd         1992.0   \n",
      "12          Typ           1           Gd      Attchd         1998.0   \n",
      "13          Typ           1           Po      Attchd         1990.0   \n",
      "14          Typ           0          NaN      Attchd         1985.0   \n",
      "15          Mod           1           Gd     BuiltIn         2003.0   \n",
      "16          Typ           0          NaN     Basment         1988.0   \n",
      "17          Typ           1           Ex      Attchd         2010.0   \n",
      "18          Typ           0          NaN      Detchd         1951.0   \n",
      "19         Min1           2           TA      Attchd         1978.0   \n",
      "20          Typ           1           TA      Attchd         1977.0   \n",
      "21          Typ           2           TA      Attchd         1974.0   \n",
      "22          Typ           0          NaN      Attchd         2000.0   \n",
      "23          Typ           1           TA      Attchd         1970.0   \n",
      "24          Typ           1           Fa      Attchd         1971.0   \n",
      "25          Typ           1           Fa      Attchd         1968.0   \n",
      "26          Typ           0          NaN      Attchd         1970.0   \n",
      "27          Typ           1           Po         NaN            NaN   \n",
      "28          Typ           1           Fa      Attchd         1999.0   \n",
      "29          Typ           0          NaN      Detchd         1971.0   \n",
      "...         ...         ...          ...         ...            ...   \n",
      "2900        Typ           2           Gd      Attchd         2005.0   \n",
      "2901        Typ           2           Gd      Attchd         2005.0   \n",
      "2902        Typ           1           Gd      Attchd         2005.0   \n",
      "2903        Mod           0          NaN      Attchd         1951.0   \n",
      "2904        Typ           0          NaN      Attchd         1997.0   \n",
      "2905        Typ           0          NaN      Attchd         1998.0   \n",
      "2906        Typ           0          NaN      Attchd         1998.0   \n",
      "2907        Typ           0          NaN         NaN            NaN   \n",
      "2908        Typ           1           TA     BuiltIn         1977.0   \n",
      "2909        Typ           1           TA      Attchd         1977.0   \n",
      "2910       Maj1           1           Gd      Attchd         1973.0   \n",
      "2911        Typ           0          NaN      Attchd         1968.0   \n",
      "2912        Typ           0          NaN      2Types         1970.0   \n",
      "2913        Typ           0          NaN         NaN            NaN   \n",
      "2914        Typ           0          NaN      Attchd         1972.0   \n",
      "2915        Typ           1           TA      Attchd         1969.0   \n",
      "2916        Typ           0          NaN         NaN            NaN   \n",
      "2917        Typ           0          NaN     CarPort         1970.0   \n",
      "2918        Typ           0          NaN         NaN            NaN   \n",
      "2919        Typ           0          NaN         NaN            NaN   \n",
      "2920        Typ           0          NaN     CarPort         1970.0   \n",
      "2921        Typ           0          NaN      Attchd         1976.0   \n",
      "2922        Typ           0          NaN      Detchd         1976.0   \n",
      "2923        Typ           1           Gd      Attchd         1977.0   \n",
      "2924        Typ           1           TA      Detchd         1960.0   \n",
      "2925        Typ           0          NaN      Detchd         1984.0   \n",
      "2926        Typ           0          NaN      Attchd         1983.0   \n",
      "2927        Typ           0          NaN         NaN            NaN   \n",
      "2928        Typ           1           TA      Attchd         1975.0   \n",
      "2929        Typ           1           TA      Attchd         1993.0   \n",
      "\n",
      "     Garage Finish  Garage Cars  Garage Area Garage Qual Garage Cond  \\\n",
      "0              Fin          2.0        528.0          TA          TA   \n",
      "1              Unf          1.0        730.0          TA          TA   \n",
      "2              Unf          1.0        312.0          TA          TA   \n",
      "3              Fin          2.0        522.0          TA          TA   \n",
      "4              Fin          2.0        482.0          TA          TA   \n",
      "5              Fin          2.0        470.0          TA          TA   \n",
      "6              Fin          2.0        582.0          TA          TA   \n",
      "7              RFn          2.0        506.0          TA          TA   \n",
      "8              RFn          2.0        608.0          TA          TA   \n",
      "9              Fin          2.0        442.0          TA          TA   \n",
      "10             Fin          2.0        440.0          TA          TA   \n",
      "11             Fin          2.0        420.0          TA          TA   \n",
      "12             Fin          2.0        393.0          TA          TA   \n",
      "13             Unf          2.0        506.0          TA          TA   \n",
      "14             RFn          2.0        528.0          TA          TA   \n",
      "15             Fin          3.0        841.0          TA          TA   \n",
      "16             RFn          2.0        492.0          TA          TA   \n",
      "17             Fin          3.0        834.0          TA          TA   \n",
      "18             Unf          2.0        400.0          TA          TA   \n",
      "19             Unf          2.0        500.0          TA          TA   \n",
      "20             RFn          2.0        546.0          TA          TA   \n",
      "21             RFn          2.0        528.0          TA          TA   \n",
      "22             RFn          2.0        663.0          TA          TA   \n",
      "23             Fin          2.0        480.0          TA          TA   \n",
      "24             Fin          2.0        500.0          TA          TA   \n",
      "25             Unf          1.0        304.0          TA          TA   \n",
      "26             Fin          2.0        525.0          TA          TA   \n",
      "27             NaN          0.0          0.0         NaN         NaN   \n",
      "28             Fin          2.0        511.0          TA          TA   \n",
      "29             Unf          1.0        264.0          TA          TA   \n",
      "...            ...          ...          ...         ...         ...   \n",
      "2900           Fin          3.0        714.0          TA          TA   \n",
      "2901           RFn          3.0        880.0          TA          TA   \n",
      "2902           Fin          3.0        682.0          TA          TA   \n",
      "2903           Unf          1.0        270.0          Fa          TA   \n",
      "2904           Fin          4.0        784.0          TA          TA   \n",
      "2905           Unf          2.0        402.0          TA          TA   \n",
      "2906           Fin          2.0        405.0          TA          TA   \n",
      "2907           NaN          0.0          0.0         NaN         NaN   \n",
      "2908           RFn          1.0        336.0          TA          TA   \n",
      "2909           RFn          1.0        336.0          TA          TA   \n",
      "2910           Fin          2.0        576.0          TA          TA   \n",
      "2911           RFn          1.0        288.0          TA          TA   \n",
      "2912           Unf          3.0        928.0          TA          TA   \n",
      "2913           NaN          0.0          0.0         NaN         NaN   \n",
      "2914           Unf          1.0        253.0          TA          Fa   \n",
      "2915           RFn          1.0        336.0          TA          TA   \n",
      "2916           NaN          0.0          0.0         NaN         NaN   \n",
      "2917           Unf          1.0        286.0          TA          TA   \n",
      "2918           NaN          0.0          0.0         NaN         NaN   \n",
      "2919           NaN          0.0          0.0         NaN         NaN   \n",
      "2920           Unf          1.0        286.0          TA          TA   \n",
      "2921           Unf          2.0        574.0          TA          TA   \n",
      "2922           Unf          2.0        560.0          TA          TA   \n",
      "2923           RFn          2.0        484.0          TA          TA   \n",
      "2924           Unf          2.0        576.0          TA          TA   \n",
      "2925           Unf          2.0        588.0          TA          TA   \n",
      "2926           Unf          2.0        484.0          TA          TA   \n",
      "2927           NaN          0.0          0.0         NaN         NaN   \n",
      "2928           RFn          2.0        418.0          TA          TA   \n",
      "2929           Fin          3.0        650.0          TA          TA   \n",
      "\n",
      "     Paved Drive  Wood Deck SF  Open Porch SF  Enclosed Porch  3Ssn Porch  \\\n",
      "0              P           210             62               0           0   \n",
      "1              Y           140              0               0           0   \n",
      "2              Y           393             36               0           0   \n",
      "3              Y             0              0               0           0   \n",
      "4              Y           212             34               0           0   \n",
      "5              Y           360             36               0           0   \n",
      "6              Y             0              0             170           0   \n",
      "7              Y             0             82               0           0   \n",
      "8              Y           237            152               0           0   \n",
      "9              Y           140             60               0           0   \n",
      "10             Y           157             84               0           0   \n",
      "11             Y           483             21               0           0   \n",
      "12             Y             0             75               0           0   \n",
      "13             Y           192              0               0           0   \n",
      "14             Y             0             54               0           0   \n",
      "15             Y           503             36               0           0   \n",
      "16             Y           325             12               0           0   \n",
      "17             Y           113              0               0           0   \n",
      "18             Y             0              0               0           0   \n",
      "19             Y           349              0               0           0   \n",
      "20             Y             0            122               0           0   \n",
      "21             Y             0            120               0           0   \n",
      "22             Y             0             96               0           0   \n",
      "23             Y             0              0               0           0   \n",
      "24             Y             0              0               0           0   \n",
      "25             Y             0             85             184           0   \n",
      "26             Y           240              0               0           0   \n",
      "27             Y             0              0               0           0   \n",
      "28             Y           203             68               0           0   \n",
      "29             Y           275              0               0           0   \n",
      "...          ...           ...            ...             ...         ...   \n",
      "2900           Y           172             38               0           0   \n",
      "2901           Y           326             66               0           0   \n",
      "2902           Y           161            225               0           0   \n",
      "2903           N             0              0             135           0   \n",
      "2904           Y             0             48               0           0   \n",
      "2905           Y             0            125               0           0   \n",
      "2906           Y             0            199               0           0   \n",
      "2907           Y            36             56               0           0   \n",
      "2908           Y           141              0               0           0   \n",
      "2909           Y           104             26               0           0   \n",
      "2910           Y           728             20               0           0   \n",
      "2911           Y             0            120               0           0   \n",
      "2912           Y             0              0               0           0   \n",
      "2913           Y             0              0               0           0   \n",
      "2914           Y             0              0               0           0   \n",
      "2915           Y           160              0               0           0   \n",
      "2916           Y             0              0               0           0   \n",
      "2917           Y             0              0               0           0   \n",
      "2918           Y             0             34               0           0   \n",
      "2919           Y             0              0               0           0   \n",
      "2920           Y             0             24               0           0   \n",
      "2921           Y            40              0               0           0   \n",
      "2922           Y             0              0               0           0   \n",
      "2923           P           295             41               0           0   \n",
      "2924           Y           474              0               0           0   \n",
      "2925           Y           120              0               0           0   \n",
      "2926           Y           164              0               0           0   \n",
      "2927           Y            80             32               0           0   \n",
      "2928           Y           240             38               0           0   \n",
      "2929           Y           190             48               0           0   \n",
      "\n",
      "      Screen Porch  Pool Area Pool QC  Fence Misc Feature  Misc Val  Mo Sold  \\\n",
      "0                0          0     NaN    NaN          NaN         0        5   \n",
      "1              120          0     NaN  MnPrv          NaN         0        6   \n",
      "2                0          0     NaN    NaN         Gar2     12500        6   \n",
      "3                0          0     NaN    NaN          NaN         0        4   \n",
      "4                0          0     NaN  MnPrv          NaN         0        3   \n",
      "5                0          0     NaN    NaN          NaN         0        6   \n",
      "6                0          0     NaN    NaN          NaN         0        4   \n",
      "7              144          0     NaN    NaN          NaN         0        1   \n",
      "8                0          0     NaN    NaN          NaN         0        3   \n",
      "9                0          0     NaN    NaN          NaN         0        6   \n",
      "10               0          0     NaN    NaN          NaN         0        4   \n",
      "11               0          0     NaN  GdPrv         Shed       500        3   \n",
      "12               0          0     NaN    NaN          NaN         0        5   \n",
      "13               0          0     NaN    NaN          NaN         0        2   \n",
      "14             140          0     NaN    NaN          NaN         0        6   \n",
      "15             210          0     NaN    NaN          NaN         0        6   \n",
      "16               0          0     NaN    NaN          NaN         0        6   \n",
      "17               0          0     NaN    NaN          NaN         0        6   \n",
      "18               0          0     NaN    NaN          NaN         0        6   \n",
      "19               0          0     NaN  MnPrv          NaN         0        2   \n",
      "20               0          0     NaN  MnPrv          NaN         0        1   \n",
      "21               0          0     NaN  MnPrv          NaN         0        1   \n",
      "22               0          0     NaN    NaN          NaN         0        1   \n",
      "23               0          0     NaN    NaN         Shed       700        3   \n",
      "24               0          0     NaN    NaN          NaN         0        4   \n",
      "25               0          0     NaN    NaN          NaN         0        7   \n",
      "26               0          0     NaN  MnPrv          NaN         0        4   \n",
      "27               0          0     NaN    NaN          NaN         0        4   \n",
      "28               0          0     NaN    NaN          NaN         0        6   \n",
      "29               0          0     NaN    NaN          NaN         0        2   \n",
      "...            ...        ...     ...    ...          ...       ...      ...   \n",
      "2900             0          0     NaN    NaN          NaN         0       11   \n",
      "2901             0          0     NaN    NaN          NaN         0        3   \n",
      "2902             0          0     NaN    NaN          NaN         0        9   \n",
      "2903             0          0     NaN    NaN          NaN         0        5   \n",
      "2904             0          0     NaN    NaN          NaN         0       11   \n",
      "2905             0          0     NaN    NaN          NaN         0        5   \n",
      "2906             0          0     NaN    NaN          NaN         0        3   \n",
      "2907             0          0     NaN    NaN          NaN         0        7   \n",
      "2908             0          0     NaN    NaN          NaN         0        5   \n",
      "2909             0          0     NaN    NaN          NaN         0        7   \n",
      "2910             0          0     NaN  GdPrv          NaN         0        6   \n",
      "2911             0          0     NaN    NaN          NaN         0       10   \n",
      "2912             0          0     NaN    NaN          NaN         0        3   \n",
      "2913             0          0     NaN    NaN          NaN         0        4   \n",
      "2914             0          0     NaN    NaN          NaN         0        5   \n",
      "2915             0          0     NaN    NaN          NaN         0        5   \n",
      "2916             0          0     NaN    NaN          NaN         0        8   \n",
      "2917             0          0     NaN    NaN          NaN         0       12   \n",
      "2918             0          0     NaN  GdPrv          NaN         0        6   \n",
      "2919             0          0     NaN    NaN          NaN         0        6   \n",
      "2920             0          0     NaN    NaN          NaN         0        4   \n",
      "2921             0          0     NaN    NaN          NaN         0        7   \n",
      "2922             0          0     NaN    NaN          NaN         0        7   \n",
      "2923             0          0     NaN    NaN          NaN         0        5   \n",
      "2924             0          0     NaN    NaN          NaN         0        9   \n",
      "2925             0          0     NaN  GdPrv          NaN         0        3   \n",
      "2926             0          0     NaN  MnPrv          NaN         0        6   \n",
      "2927             0          0     NaN  MnPrv         Shed       700        7   \n",
      "2928             0          0     NaN    NaN          NaN         0        4   \n",
      "2929             0          0     NaN    NaN          NaN         0       11   \n",
      "\n",
      "      Yr Sold Sale Type Sale Condition  SalePrice  \n",
      "0        2010       WD          Normal     215000  \n",
      "1        2010       WD          Normal     105000  \n",
      "2        2010       WD          Normal     172000  \n",
      "3        2010       WD          Normal     244000  \n",
      "4        2010       WD          Normal     189900  \n",
      "5        2010       WD          Normal     195500  \n",
      "6        2010       WD          Normal     213500  \n",
      "7        2010       WD          Normal     191500  \n",
      "8        2010       WD          Normal     236500  \n",
      "9        2010       WD          Normal     189000  \n",
      "10       2010       WD          Normal     175900  \n",
      "11       2010       WD          Normal     185000  \n",
      "12       2010       WD          Normal     180400  \n",
      "13       2010       WD          Normal     171500  \n",
      "14       2010       WD          Normal     212000  \n",
      "15       2010       WD          Normal     538000  \n",
      "16       2010       WD          Normal     164000  \n",
      "17       2010       New        Partial     394432  \n",
      "18       2010       WD          Normal     141000  \n",
      "19       2010       WD          Normal     210000  \n",
      "20       2010       COD         Normal     190000  \n",
      "21       2010       WD          Family     170000  \n",
      "22       2010       WD          Normal     216000  \n",
      "23       2010       WD          Normal     149000  \n",
      "24       2010       WD          Normal     149900  \n",
      "25       2010       WD          Normal     142000  \n",
      "26       2010       WD          Normal     126000  \n",
      "27       2010     ConLI         Normal     115000  \n",
      "28       2010       WD          Normal     184000  \n",
      "29       2010       COD         Normal      96000  \n",
      "...       ...       ...            ...        ...  \n",
      "2900     2006       New        Partial     320000  \n",
      "2901     2006       New        Partial     369900  \n",
      "2902     2006       New        Partial     359900  \n",
      "2903     2006       WD          Normal      81500  \n",
      "2904     2006       WD          Normal     215000  \n",
      "2905     2006       WD          Normal     164000  \n",
      "2906     2006       WD          Normal     153500  \n",
      "2907     2006       WD         Abnorml      84500  \n",
      "2908     2006       WD          Normal     104500  \n",
      "2909     2006       WD          Normal     127000  \n",
      "2910     2006       WD          Normal     151400  \n",
      "2911     2006       WD          Normal     126500  \n",
      "2912     2006       WD          Normal     146500  \n",
      "2913     2006       WD          Normal      73000  \n",
      "2914     2006       WD          Normal      79400  \n",
      "2915     2006       WD          Normal     140000  \n",
      "2916     2006       WD         Abnorml      92000  \n",
      "2917     2006       WD         Abnorml      87550  \n",
      "2918     2006       WD          Normal      79500  \n",
      "2919     2006       WD          Normal      90500  \n",
      "2920     2006       WD         Abnorml      71000  \n",
      "2921     2006       WD          Normal     150900  \n",
      "2922     2006       WD          Family     188000  \n",
      "2923     2006       WD          Normal     160000  \n",
      "2924     2006       WD         Abnorml     131000  \n",
      "2925     2006       WD          Normal     142500  \n",
      "2926     2006       WD          Normal     131000  \n",
      "2927     2006       WD          Normal     132000  \n",
      "2928     2006       WD          Normal     170000  \n",
      "2929     2006       WD          Normal     188000  \n",
      "\n",
      "[2930 rows x 82 columns]\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv(\"AmesHousing.tsv\", delimiter=\"\\t\")\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "57088.25161263909"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#we are going to create 3 functions for our model:\n",
    "\n",
    "def transform_features(df):\n",
    "    return 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]\n",
    "    test = df[1460:]\n",
    "    \n",
    "    ## Using `pd.DataFrame.select_dtypes()` to specify column types\n",
    "    ## and return only those columns as a data frame.\n",
    "    numeric_train = train.select_dtypes(include=['integer', 'float'])\n",
    "    numeric_test = test.select_dtypes(include=['integer', 'float'])\n",
    "    \n",
    "    ## Using `pd.Series.drop()` to drop a value.\n",
    "    features = numeric_train.columns.drop(\"SalePrice\")\n",
    "    lr = linear_model.LinearRegression()\n",
    "    lr.fit(train[features], train[\"SalePrice\"])\n",
    "    predictions = lr.predict(test[features])\n",
    "    mse = mean_squared_error(test[\"SalePrice\"], predictions)\n",
    "    rmse = np.sqrt(mse)\n",
    "    \n",
    "    return rmse\n",
    "\n",
    "transform_df = transform_features(df)\n",
    "filtered_df = select_features(transform_df)\n",
    "rmse = train_and_test(filtered_df)\n",
    "\n",
    "rmse"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Engineering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Handle missing values:\n",
    "- All columns:\n",
    "    Drop any with 5% or more missing values for now.\n",
    "- Text columns:\n",
    "    Drop any with 1 or more missing values for now.\n",
    "- Numerical columns:\n",
    "    For columns with missing values, fill in with the most common value in that column"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1: All columns: Drop any with 5% or more missing values for now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## Series object: column name -> number of missing values\n",
    "num_missing = df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Filter Series to columns containing >5% missing values\n",
    "drop_missing_cols = num_missing[(num_missing > len(df)/20)].sort_values()\n",
    "\n",
    "# Drop those columns from the data frame. Note the use of the .index accessor\n",
    "df = df.drop(drop_missing_cols.index, axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2: Text columns: Drop any with 1 or more missing values for now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Bsmt Exposure     83\n",
       "BsmtFin Type 2    81\n",
       "BsmtFin Type 1    80\n",
       "Bsmt Qual         80\n",
       "Bsmt Cond         80\n",
       "Mas Vnr Type      23\n",
       "Electrical         1\n",
       "Utilities          0\n",
       "Lot Config         0\n",
       "Land Slope         0\n",
       "Roof Matl          0\n",
       "Land Contour       0\n",
       "Lot Shape          0\n",
       "Street             0\n",
       "Neighborhood       0\n",
       "Condition 1        0\n",
       "Condition 2        0\n",
       "Bldg Type          0\n",
       "House Style        0\n",
       "Roof Style         0\n",
       "Sale Condition     0\n",
       "Exterior 1st       0\n",
       "Exterior 2nd       0\n",
       "Sale Type          0\n",
       "Exter Qual         0\n",
       "Exter Cond         0\n",
       "Foundation         0\n",
       "Heating            0\n",
       "Heating QC         0\n",
       "Central Air        0\n",
       "Kitchen Qual       0\n",
       "Functional         0\n",
       "Paved Drive        0\n",
       "MS Zoning          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Series object: column name -> number of missing values\n",
    "text_mv_counts = df.select_dtypes(include=['object']).isnull().sum().sort_values(ascending=False)\n",
    "\n",
    "text_mv_counts\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "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>Order</th>\n",
       "      <th>PID</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 Area</th>\n",
       "      <th>Exter Qual</th>\n",
       "      <th>Exter Cond</th>\n",
       "      <th>Foundation</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>Heating</th>\n",
       "      <th>Heating QC</th>\n",
       "      <th>Central Air</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 Cars</th>\n",
       "      <th>Garage Area</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>1</td>\n",
       "      <td>526301100</td>\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>112.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>639.0</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>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>2.0</td>\n",
       "      <td>528.0</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>2</td>\n",
       "      <td>526350040</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>468.0</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>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>1.0</td>\n",
       "      <td>730.0</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>3</td>\n",
       "      <td>526351010</td>\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>108.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>923.0</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>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>1.0</td>\n",
       "      <td>312.0</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>4</td>\n",
       "      <td>526353030</td>\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>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1065.0</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>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>2.0</td>\n",
       "      <td>522.0</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>5</td>\n",
       "      <td>527105010</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>791.0</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>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>2.0</td>\n",
       "      <td>482.0</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>6</td>\n",
       "      <td>527105030</td>\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>20.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>602.0</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>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>2.0</td>\n",
       "      <td>470.0</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>7</td>\n",
       "      <td>527127150</td>\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>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>616.0</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>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>2.0</td>\n",
       "      <td>582.0</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>8</td>\n",
       "      <td>527145080</td>\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>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>263.0</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>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>2.0</td>\n",
       "      <td>506.0</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>9</td>\n",
       "      <td>527146030</td>\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>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>1180.0</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>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>2.0</td>\n",
       "      <td>608.0</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>10</td>\n",
       "      <td>527162130</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>0.0</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>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>2.0</td>\n",
       "      <td>442.0</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>11</td>\n",
       "      <td>527163010</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>0.0</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>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>2.0</td>\n",
       "      <td>440.0</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>12</td>\n",
       "      <td>527165230</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>PConc</td>\n",
       "      <td>935.0</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>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>2.0</td>\n",
       "      <td>420.0</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>13</td>\n",
       "      <td>527166040</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>0.0</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>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>2.0</td>\n",
       "      <td>393.0</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>14</td>\n",
       "      <td>527180040</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>637.0</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>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>2.0</td>\n",
       "      <td>506.0</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>15</td>\n",
       "      <td>527182190</td>\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>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>368.0</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>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>2.0</td>\n",
       "      <td>528.0</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>16</td>\n",
       "      <td>527216070</td>\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>603.0</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>1416.0</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>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>3.0</td>\n",
       "      <td>841.0</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>17</td>\n",
       "      <td>527225035</td>\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>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Wood</td>\n",
       "      <td>427.0</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>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>2.0</td>\n",
       "      <td>492.0</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>18</td>\n",
       "      <td>527258010</td>\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>350.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>1445.0</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>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>3.0</td>\n",
       "      <td>834.0</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>19</td>\n",
       "      <td>527276150</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>120.0</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>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>2.0</td>\n",
       "      <td>400.0</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>527302110</td>\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>119.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>790.0</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>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>2.0</td>\n",
       "      <td>500.0</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>21</td>\n",
       "      <td>527358140</td>\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>480.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>705.0</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>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>2.0</td>\n",
       "      <td>546.0</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>22</td>\n",
       "      <td>527358200</td>\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>81.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>885.0</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>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>2.0</td>\n",
       "      <td>528.0</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>23</td>\n",
       "      <td>527368020</td>\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>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>533.0</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>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>2.0</td>\n",
       "      <td>663.0</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>24</td>\n",
       "      <td>527402200</td>\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>180.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>578.0</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>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>2.0</td>\n",
       "      <td>480.0</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>25</td>\n",
       "      <td>527402250</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>734.0</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>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>2.0</td>\n",
       "      <td>500.0</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>26</td>\n",
       "      <td>527403020</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>775.0</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>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>1.0</td>\n",
       "      <td>304.0</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>27</td>\n",
       "      <td>527404120</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>804.0</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>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>2.0</td>\n",
       "      <td>525.0</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>28</td>\n",
       "      <td>527425090</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>432.0</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>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>0.0</td>\n",
       "      <td>0.0</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>29</td>\n",
       "      <td>527427230</td>\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>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>1051.0</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>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>2.0</td>\n",
       "      <td>511.0</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>30</td>\n",
       "      <td>527451180</td>\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>504.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>156.0</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>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>1.0</td>\n",
       "      <td>264.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2900</th>\n",
       "      <td>2901</td>\n",
       "      <td>916477010</td>\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>198.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>1350.0</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>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>3.0</td>\n",
       "      <td>714.0</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>2902</td>\n",
       "      <td>921205030</td>\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>208.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>1460.0</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>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>3.0</td>\n",
       "      <td>880.0</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>2903</td>\n",
       "      <td>921205050</td>\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>382.0</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>1455.0</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>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>3.0</td>\n",
       "      <td>682.0</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>2904</td>\n",
       "      <td>923125030</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Fa</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>0.0</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>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>1.0</td>\n",
       "      <td>270.0</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>2905</td>\n",
       "      <td>923202025</td>\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>200.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>PConc</td>\n",
       "      <td>1243.0</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>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>4.0</td>\n",
       "      <td>784.0</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>2906</td>\n",
       "      <td>923203090</td>\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>116.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>897.0</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>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>2.0</td>\n",
       "      <td>402.0</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>2907</td>\n",
       "      <td>923203100</td>\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>443.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>PConc</td>\n",
       "      <td>1201.0</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>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>2.0</td>\n",
       "      <td>405.0</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>2908</td>\n",
       "      <td>923205120</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>0.0</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>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>0.0</td>\n",
       "      <td>0.0</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>2909</td>\n",
       "      <td>923225190</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>0.0</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>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>1.0</td>\n",
       "      <td>336.0</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>2910</td>\n",
       "      <td>923225240</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>548.0</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>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>1.0</td>\n",
       "      <td>336.0</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>2911</td>\n",
       "      <td>923225260</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>837.0</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>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>2.0</td>\n",
       "      <td>576.0</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>2912</td>\n",
       "      <td>923225510</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>441.0</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>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>1.0</td>\n",
       "      <td>288.0</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>2913</td>\n",
       "      <td>923226150</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>149.0</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>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>3.0</td>\n",
       "      <td>928.0</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>2914</td>\n",
       "      <td>923226180</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>522.0</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>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>0.0</td>\n",
       "      <td>0.0</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>2915</td>\n",
       "      <td>923226290</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>252.0</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>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>1.0</td>\n",
       "      <td>253.0</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>2916</td>\n",
       "      <td>923227100</td>\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>194.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>119.0</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>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>1.0</td>\n",
       "      <td>336.0</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>2917</td>\n",
       "      <td>923228130</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>553.0</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>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>0.0</td>\n",
       "      <td>0.0</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>2918</td>\n",
       "      <td>923228180</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>408.0</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>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>1.0</td>\n",
       "      <td>286.0</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>2919</td>\n",
       "      <td>923228210</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>0.0</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>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>0.0</td>\n",
       "      <td>0.0</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>2920</td>\n",
       "      <td>923228260</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>0.0</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>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>0.0</td>\n",
       "      <td>0.0</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>2921</td>\n",
       "      <td>923228310</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>252.0</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>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>1.0</td>\n",
       "      <td>286.0</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>2922</td>\n",
       "      <td>923229110</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>936.0</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>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>2.0</td>\n",
       "      <td>574.0</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>2923</td>\n",
       "      <td>923230040</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1606.0</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>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>2.0</td>\n",
       "      <td>560.0</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>2924</td>\n",
       "      <td>923250060</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>936.0</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>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>2.0</td>\n",
       "      <td>484.0</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>2925</td>\n",
       "      <td>923251180</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1224.0</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>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>2.0</td>\n",
       "      <td>576.0</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>2926</td>\n",
       "      <td>923275080</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>819.0</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>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>2.0</td>\n",
       "      <td>588.0</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>2927</td>\n",
       "      <td>923276100</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>301.0</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>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>2.0</td>\n",
       "      <td>484.0</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>2928</td>\n",
       "      <td>923400125</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>337.0</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>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>0.0</td>\n",
       "      <td>0.0</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>2929</td>\n",
       "      <td>924100070</td>\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>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1071.0</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>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>2.0</td>\n",
       "      <td>418.0</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>2930</td>\n",
       "      <td>924151050</td>\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>94.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>758.0</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>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>3.0</td>\n",
       "      <td>650.0</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 × 64 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Order        PID  MS SubClass MS Zoning  Lot Area Street Lot Shape  \\\n",
       "0         1  526301100           20        RL     31770   Pave       IR1   \n",
       "1         2  526350040           20        RH     11622   Pave       Reg   \n",
       "2         3  526351010           20        RL     14267   Pave       IR1   \n",
       "3         4  526353030           20        RL     11160   Pave       Reg   \n",
       "4         5  527105010           60        RL     13830   Pave       IR1   \n",
       "5         6  527105030           60        RL      9978   Pave       IR1   \n",
       "6         7  527127150          120        RL      4920   Pave       Reg   \n",
       "7         8  527145080          120        RL      5005   Pave       IR1   \n",
       "8         9  527146030          120        RL      5389   Pave       IR1   \n",
       "9        10  527162130           60        RL      7500   Pave       Reg   \n",
       "10       11  527163010           60        RL     10000   Pave       IR1   \n",
       "11       12  527165230           20        RL      7980   Pave       IR1   \n",
       "12       13  527166040           60        RL      8402   Pave       IR1   \n",
       "13       14  527180040           20        RL     10176   Pave       Reg   \n",
       "14       15  527182190          120        RL      6820   Pave       IR1   \n",
       "15       16  527216070           60        RL     53504   Pave       IR2   \n",
       "16       17  527225035           50        RL     12134   Pave       IR1   \n",
       "17       18  527258010           20        RL     11394   Pave       Reg   \n",
       "18       19  527276150           20        RL     19138   Pave       Reg   \n",
       "19       20  527302110           20        RL     13175   Pave       Reg   \n",
       "20       21  527358140           20        RL     11751   Pave       IR1   \n",
       "21       22  527358200           85        RL     10625   Pave       Reg   \n",
       "22       23  527368020           60        FV      7500   Pave       Reg   \n",
       "23       24  527402200           20        RL     11241   Pave       IR1   \n",
       "24       25  527402250           20        RL     12537   Pave       IR1   \n",
       "25       26  527403020           20        RL      8450   Pave       Reg   \n",
       "26       27  527404120           20        RL      8400   Pave       Reg   \n",
       "27       28  527425090           20        RL     10500   Pave       Reg   \n",
       "28       29  527427230          120        RH      5858   Pave       IR1   \n",
       "29       30  527451180          160        RM      1680   Pave       Reg   \n",
       "...     ...        ...          ...       ...       ...    ...       ...   \n",
       "2900   2901  916477010           20        RL     13618   Pave       Reg   \n",
       "2901   2902  921205030           20        RL     11443   Pave       Reg   \n",
       "2902   2903  921205050           20        RL     11577   Pave       Reg   \n",
       "2903   2904  923125030           20   A (agr)     31250   Pave       Reg   \n",
       "2904   2905  923202025           90        RM      7020   Pave       Reg   \n",
       "2905   2906  923203090          120        RM      4500   Pave       Reg   \n",
       "2906   2907  923203100          120        RM      4500   Pave       Reg   \n",
       "2907   2908  923205120           20        RL     17217   Pave       Reg   \n",
       "2908   2909  923225190          160        RM      2665   Pave       Reg   \n",
       "2909   2910  923225240          160        RM      2665   Pave       Reg   \n",
       "2910   2911  923225260          160        RM      3964   Pave       Reg   \n",
       "2911   2912  923225510           20        RL     10172   Pave       IR1   \n",
       "2912   2913  923226150           90        RL     11836   Pave       IR1   \n",
       "2913   2914  923226180          180        RM      1470   Pave       Reg   \n",
       "2914   2915  923226290          160        RM      1484   Pave       Reg   \n",
       "2915   2916  923227100           20        RL     13384   Pave       Reg   \n",
       "2916   2917  923228130          180        RM      1533   Pave       Reg   \n",
       "2917   2918  923228180          160        RM      1533   Pave       Reg   \n",
       "2918   2919  923228210          160        RM      1526   Pave       Reg   \n",
       "2919   2920  923228260          160        RM      1936   Pave       Reg   \n",
       "2920   2921  923228310          160        RM      1894   Pave       Reg   \n",
       "2921   2922  923229110           90        RL     12640   Pave       IR1   \n",
       "2922   2923  923230040           90        RL      9297   Pave       Reg   \n",
       "2923   2924  923250060           20        RL     17400   Pave       Reg   \n",
       "2924   2925  923251180           20        RL     20000   Pave       Reg   \n",
       "2925   2926  923275080           80        RL      7937   Pave       IR1   \n",
       "2926   2927  923276100           20        RL      8885   Pave       IR1   \n",
       "2927   2928  923400125           85        RL     10441   Pave       Reg   \n",
       "2928   2929  924100070           20        RL     10010   Pave       Reg   \n",
       "2929   2930  924151050           60        RL      9627   Pave       Reg   \n",
       "\n",
       "     Land Contour Utilities Lot Config Land Slope Neighborhood Condition 1  \\\n",
       "0             Lvl    AllPub     Corner        Gtl        NAmes        Norm   \n",
       "1             Lvl    AllPub     Inside        Gtl        NAmes       Feedr   \n",
       "2             Lvl    AllPub     Corner        Gtl        NAmes        Norm   \n",
       "3             Lvl    AllPub     Corner        Gtl        NAmes        Norm   \n",
       "4             Lvl    AllPub     Inside        Gtl      Gilbert        Norm   \n",
       "5             Lvl    AllPub     Inside        Gtl      Gilbert        Norm   \n",
       "6             Lvl    AllPub     Inside        Gtl      StoneBr        Norm   \n",
       "7             HLS    AllPub     Inside        Gtl      StoneBr        Norm   \n",
       "8             Lvl    AllPub     Inside        Gtl      StoneBr        Norm   \n",
       "9             Lvl    AllPub     Inside        Gtl      Gilbert        Norm   \n",
       "10            Lvl    AllPub     Corner        Gtl      Gilbert        Norm   \n",
       "11            Lvl    AllPub     Inside        Gtl      Gilbert        Norm   \n",
       "12            Lvl    AllPub     Inside        Gtl      Gilbert        Norm   \n",
       "13            Lvl    AllPub     Inside        Gtl      Gilbert        Norm   \n",
       "14            Lvl    AllPub     Corner        Gtl      StoneBr        Norm   \n",
       "15            HLS    AllPub    CulDSac        Mod      StoneBr        Norm   \n",
       "16            Bnk    AllPub     Inside        Mod      Gilbert        Norm   \n",
       "17            Lvl    AllPub     Corner        Gtl      StoneBr        Norm   \n",
       "18            Lvl    AllPub     Corner        Gtl      Gilbert        Norm   \n",
       "19            Lvl    AllPub     Inside        Gtl       NWAmes        Norm   \n",
       "20            Lvl    AllPub     Inside        Gtl       NWAmes        Norm   \n",
       "21            Lvl    AllPub     Inside        Gtl       NWAmes        Norm   \n",
       "22            Lvl    AllPub     Inside        Gtl      Somerst        Norm   \n",
       "23            Lvl    AllPub    CulDSac        Gtl        NAmes        Norm   \n",
       "24            Lvl    AllPub    CulDSac        Gtl        NAmes        Norm   \n",
       "25            Lvl    AllPub     Inside        Gtl        NAmes        Norm   \n",
       "26            Lvl    AllPub     Corner        Gtl        NAmes        Norm   \n",
       "27            Lvl    AllPub        FR2        Gtl        NAmes        Norm   \n",
       "28            Lvl    AllPub        FR2        Gtl        NAmes        Norm   \n",
       "29            Lvl    AllPub     Inside        Gtl       BrDale        Norm   \n",
       "...           ...       ...        ...        ...          ...         ...   \n",
       "2900          Lvl    AllPub     Corner        Gtl       Timber        Norm   \n",
       "2901          Lvl    AllPub     Inside        Gtl       Timber        Norm   \n",
       "2902          Lvl    AllPub     Inside        Gtl       Timber        Norm   \n",
       "2903          Lvl    AllPub     Inside        Gtl      Mitchel      Artery   \n",
       "2904          Lvl    AllPub     Inside        Gtl      Mitchel        Norm   \n",
       "2905          Lvl    AllPub        FR2        Gtl      Mitchel        Norm   \n",
       "2906          Lvl    AllPub        FR2        Gtl      Mitchel        Norm   \n",
       "2907          Lvl    AllPub     Inside        Gtl      Mitchel        Norm   \n",
       "2908          Lvl    AllPub     Inside        Gtl      MeadowV        Norm   \n",
       "2909          Lvl    AllPub     Inside        Gtl      MeadowV        Norm   \n",
       "2910          Lvl    AllPub     Inside        Gtl      MeadowV        Norm   \n",
       "2911          Lvl    AllPub     Inside        Gtl      Mitchel        Norm   \n",
       "2912          Lvl    AllPub     Corner        Gtl      Mitchel        Norm   \n",
       "2913          Lvl    AllPub     Inside        Gtl      MeadowV        Norm   \n",
       "2914          Lvl    AllPub     Inside        Gtl      MeadowV        Norm   \n",
       "2915          Lvl    AllPub     Inside        Mod      Mitchel        Norm   \n",
       "2916          Lvl    AllPub     Inside        Gtl      MeadowV        Norm   \n",
       "2917          Lvl    AllPub     Inside        Gtl      MeadowV        Norm   \n",
       "2918          Lvl    AllPub     Inside        Gtl      MeadowV        Norm   \n",
       "2919          Lvl    AllPub     Inside        Gtl      MeadowV        Norm   \n",
       "2920          Lvl    AllPub     Inside        Gtl      MeadowV        Norm   \n",
       "2921          Lvl    AllPub     Inside        Gtl      Mitchel        Norm   \n",
       "2922          Lvl    AllPub     Inside        Gtl      Mitchel        Norm   \n",
       "2923          Low    AllPub     Inside        Mod      Mitchel        Norm   \n",
       "2924          Lvl    AllPub     Inside        Gtl      Mitchel        Norm   \n",
       "2925          Lvl    AllPub    CulDSac        Gtl      Mitchel        Norm   \n",
       "2926          Low    AllPub     Inside        Mod      Mitchel        Norm   \n",
       "2927          Lvl    AllPub     Inside        Gtl      Mitchel        Norm   \n",
       "2928          Lvl    AllPub     Inside        Mod      Mitchel        Norm   \n",
       "2929          Lvl    AllPub     Inside        Mod      Mitchel        Norm   \n",
       "\n",
       "     Condition 2 Bldg Type House Style  Overall Qual  Overall Cond  \\\n",
       "0           Norm      1Fam      1Story             6             5   \n",
       "1           Norm      1Fam      1Story             5             6   \n",
       "2           Norm      1Fam      1Story             6             6   \n",
       "3           Norm      1Fam      1Story             7             5   \n",
       "4           Norm      1Fam      2Story             5             5   \n",
       "5           Norm      1Fam      2Story             6             6   \n",
       "6           Norm    TwnhsE      1Story             8             5   \n",
       "7           Norm    TwnhsE      1Story             8             5   \n",
       "8           Norm    TwnhsE      1Story             8             5   \n",
       "9           Norm      1Fam      2Story             7             5   \n",
       "10          Norm      1Fam      2Story             6             5   \n",
       "11          Norm      1Fam      1Story             6             7   \n",
       "12          Norm      1Fam      2Story             6             5   \n",
       "13          Norm      1Fam      1Story             7             5   \n",
       "14          Norm    TwnhsE      1Story             8             5   \n",
       "15          Norm      1Fam      2Story             8             5   \n",
       "16          Norm      1Fam      1.5Fin             8             7   \n",
       "17          Norm      1Fam      1Story             9             2   \n",
       "18          Norm      1Fam      1Story             4             5   \n",
       "19          Norm      1Fam      1Story             6             6   \n",
       "20          Norm      1Fam      1Story             6             6   \n",
       "21          Norm      1Fam      SFoyer             7             6   \n",
       "22          Norm      1Fam      2Story             7             5   \n",
       "23          Norm      1Fam      1Story             6             7   \n",
       "24          Norm      1Fam      1Story             5             6   \n",
       "25          Norm      1Fam      1Story             5             6   \n",
       "26          Norm      1Fam      1Story             4             5   \n",
       "27          Norm      1Fam      1Story             4             5   \n",
       "28          Norm    TwnhsE      1Story             7             5   \n",
       "29          Norm     Twnhs      2Story             6             5   \n",
       "...          ...       ...         ...           ...           ...   \n",
       "2900        Norm      1Fam      1Story             8             5   \n",
       "2901        Norm      1Fam      1Story             8             5   \n",
       "2902        Norm      1Fam      1Story             9             5   \n",
       "2903        Norm      1Fam      1Story             1             3   \n",
       "2904        Norm    Duplex      SFoyer             7             5   \n",
       "2905        Norm     Twnhs      1Story             6             5   \n",
       "2906        Norm    TwnhsE      1Story             6             5   \n",
       "2907        Norm      1Fam      1Story             5             5   \n",
       "2908        Norm    TwnhsE      2Story             5             6   \n",
       "2909        Norm    TwnhsE      2Story             5             6   \n",
       "2910        Norm    TwnhsE      2Story             6             4   \n",
       "2911        Norm      1Fam      1Story             5             7   \n",
       "2912        Norm    Duplex      1Story             5             5   \n",
       "2913        Norm     Twnhs      SFoyer             4             6   \n",
       "2914        Norm    TwnhsE      2Story             4             4   \n",
       "2915        Norm      1Fam      1Story             5             5   \n",
       "2916        Norm     Twnhs      SFoyer             5             7   \n",
       "2917        Norm     Twnhs      2Story             4             5   \n",
       "2918        Norm     Twnhs      2Story             4             5   \n",
       "2919        Norm     Twnhs      2Story             4             7   \n",
       "2920        Norm    TwnhsE      2Story             4             5   \n",
       "2921        Norm    Duplex      1Story             6             5   \n",
       "2922        Norm    Duplex      1Story             5             5   \n",
       "2923        Norm      1Fam      1Story             5             5   \n",
       "2924        Norm      1Fam      1Story             5             7   \n",
       "2925        Norm      1Fam        SLvl             6             6   \n",
       "2926        Norm      1Fam      1Story             5             5   \n",
       "2927        Norm      1Fam      SFoyer             5             5   \n",
       "2928        Norm      1Fam      1Story             5             5   \n",
       "2929        Norm      1Fam      2Story             7             5   \n",
       "\n",
       "      Year Built  Year Remod/Add Roof Style Roof Matl Exterior 1st  \\\n",
       "0           1960            1960        Hip   CompShg      BrkFace   \n",
       "1           1961            1961      Gable   CompShg      VinylSd   \n",
       "2           1958            1958        Hip   CompShg      Wd Sdng   \n",
       "3           1968            1968        Hip   CompShg      BrkFace   \n",
       "4           1997            1998      Gable   CompShg      VinylSd   \n",
       "5           1998            1998      Gable   CompShg      VinylSd   \n",
       "6           2001            2001      Gable   CompShg      CemntBd   \n",
       "7           1992            1992      Gable   CompShg      HdBoard   \n",
       "8           1995            1996      Gable   CompShg      CemntBd   \n",
       "9           1999            1999      Gable   CompShg      VinylSd   \n",
       "10          1993            1994      Gable   CompShg      HdBoard   \n",
       "11          1992            2007      Gable   CompShg      HdBoard   \n",
       "12          1998            1998      Gable   CompShg      VinylSd   \n",
       "13          1990            1990      Gable   CompShg      HdBoard   \n",
       "14          1985            1985      Gable   CompShg      HdBoard   \n",
       "15          2003            2003        Hip   CompShg      CemntBd   \n",
       "16          1988            2005      Gable   CompShg      Wd Sdng   \n",
       "17          2010            2010        Hip   CompShg      VinylSd   \n",
       "18          1951            1951      Gable   CompShg      VinylSd   \n",
       "19          1978            1988      Gable   CompShg      Plywood   \n",
       "20          1977            1977        Hip   CompShg      Plywood   \n",
       "21          1974            1974      Gable   CompShg      Plywood   \n",
       "22          2000            2000      Gable   CompShg      VinylSd   \n",
       "23          1970            1970      Gable   CompShg      Wd Sdng   \n",
       "24          1971            2008      Gable   CompShg      VinylSd   \n",
       "25          1968            1968      Gable   CompShg      VinylSd   \n",
       "26          1970            1970      Gable   CompShg      Plywood   \n",
       "27          1971            1971      Gable   CompShg      HdBoard   \n",
       "28          1999            1999      Gable   CompShg      MetalSd   \n",
       "29          1971            1971      Gable   CompShg      HdBoard   \n",
       "...          ...             ...        ...       ...          ...   \n",
       "2900        2005            2006      Gable   CompShg      VinylSd   \n",
       "2901        2005            2006        Hip   CompShg      VinylSd   \n",
       "2902        2005            2006        Hip   CompShg      VinylSd   \n",
       "2903        1951            1951      Gable   CompShg       CBlock   \n",
       "2904        1997            1997      Gable   CompShg      MetalSd   \n",
       "2905        1998            1998        Hip   CompShg      VinylSd   \n",
       "2906        1998            1998        Hip   CompShg      VinylSd   \n",
       "2907        2006            2006      Gable   CompShg      VinylSd   \n",
       "2908        1977            1977      Gable   CompShg      CemntBd   \n",
       "2909        1977            1977      Gable   CompShg      CemntBd   \n",
       "2910        1973            1973      Gable   CompShg      CemntBd   \n",
       "2911        1968            2003      Gable   CompShg      Plywood   \n",
       "2912        1970            1970      Gable   CompShg      Plywood   \n",
       "2913        1970            1970      Gable   CompShg      CemntBd   \n",
       "2914        1972            1972      Gable   CompShg      CemntBd   \n",
       "2915        1969            1979      Gable   CompShg      Plywood   \n",
       "2916        1970            1970      Gable   CompShg      CemntBd   \n",
       "2917        1970            1970      Gable   CompShg      CemntBd   \n",
       "2918        1970            1970      Gable   CompShg      CemntBd   \n",
       "2919        1970            1970      Gable   CompShg      CemntBd   \n",
       "2920        1970            1970      Gable   CompShg      CemntBd   \n",
       "2921        1976            1976      Gable   CompShg      Plywood   \n",
       "2922        1976            1976      Gable   CompShg      Plywood   \n",
       "2923        1977            1977      Gable   CompShg      BrkFace   \n",
       "2924        1960            1996      Gable   CompShg      VinylSd   \n",
       "2925        1984            1984      Gable   CompShg      HdBoard   \n",
       "2926        1983            1983      Gable   CompShg      HdBoard   \n",
       "2927        1992            1992      Gable   CompShg      HdBoard   \n",
       "2928        1974            1975      Gable   CompShg      HdBoard   \n",
       "2929        1993            1994      Gable   CompShg      HdBoard   \n",
       "\n",
       "     Exterior 2nd  Mas Vnr Area Exter Qual Exter Cond Foundation  \\\n",
       "0         Plywood         112.0         TA         TA     CBlock   \n",
       "1         VinylSd           0.0         TA         TA     CBlock   \n",
       "2         Wd Sdng         108.0         TA         TA     CBlock   \n",
       "3         BrkFace           0.0         Gd         TA     CBlock   \n",
       "4         VinylSd           0.0         TA         TA      PConc   \n",
       "5         VinylSd          20.0         TA         TA      PConc   \n",
       "6         CmentBd           0.0         Gd         TA      PConc   \n",
       "7         HdBoard           0.0         Gd         TA      PConc   \n",
       "8         CmentBd           0.0         Gd         TA      PConc   \n",
       "9         VinylSd           0.0         TA         TA      PConc   \n",
       "10        HdBoard           0.0         TA         TA      PConc   \n",
       "11        HdBoard           0.0         TA         Gd      PConc   \n",
       "12        VinylSd           0.0         TA         TA      PConc   \n",
       "13        HdBoard           0.0         TA         TA      PConc   \n",
       "14        HdBoard           0.0         Gd         TA      PConc   \n",
       "15        Wd Shng         603.0         Ex         TA      PConc   \n",
       "16        Wd Sdng           0.0         Gd         TA       Wood   \n",
       "17        VinylSd         350.0         Gd         TA      PConc   \n",
       "18        VinylSd           0.0         TA         TA     CBlock   \n",
       "19        Plywood         119.0         TA         TA     CBlock   \n",
       "20        Plywood         480.0         TA         TA     CBlock   \n",
       "21        Plywood          81.0         TA         TA     CBlock   \n",
       "22        VinylSd           0.0         Gd         TA      PConc   \n",
       "23        Wd Sdng         180.0         TA         TA     CBlock   \n",
       "24        VinylSd           0.0         TA         TA     CBlock   \n",
       "25        VinylSd           0.0         TA         TA     CBlock   \n",
       "26        Plywood           0.0         TA         TA     CBlock   \n",
       "27        HdBoard           0.0         TA         TA     CBlock   \n",
       "28        MetalSd           0.0         Gd         TA      PConc   \n",
       "29        HdBoard         504.0         TA         TA     CBlock   \n",
       "...           ...           ...        ...        ...        ...   \n",
       "2900      VinylSd         198.0         Gd         TA      PConc   \n",
       "2901      VinylSd         208.0         Gd         TA      PConc   \n",
       "2902      VinylSd         382.0         Ex         TA      PConc   \n",
       "2903      VinylSd           0.0         TA         Fa     CBlock   \n",
       "2904      MetalSd         200.0         TA         Gd      PConc   \n",
       "2905      VinylSd         116.0         TA         TA      PConc   \n",
       "2906      VinylSd         443.0         TA         Gd      PConc   \n",
       "2907      VinylSd           0.0         TA         TA      PConc   \n",
       "2908      CmentBd           0.0         TA         TA      PConc   \n",
       "2909      CmentBd           0.0         TA         TA      PConc   \n",
       "2910      CmentBd           0.0         TA         TA     CBlock   \n",
       "2911      Plywood           0.0         TA         TA     CBlock   \n",
       "2912      Plywood           0.0         TA         TA     CBlock   \n",
       "2913      CmentBd           0.0         TA         TA     CBlock   \n",
       "2914      CmentBd           0.0         TA         TA     CBlock   \n",
       "2915      Plywood         194.0         TA         TA      PConc   \n",
       "2916      CmentBd           0.0         TA         TA     CBlock   \n",
       "2917      CmentBd           0.0         TA         TA     CBlock   \n",
       "2918      CmentBd           0.0         TA         TA     CBlock   \n",
       "2919      CmentBd           0.0         TA         TA     CBlock   \n",
       "2920      CmentBd           0.0         TA         TA     CBlock   \n",
       "2921      Plywood           0.0         TA         TA     CBlock   \n",
       "2922      Plywood           0.0         TA         TA     CBlock   \n",
       "2923      BrkFace           0.0         TA         TA     CBlock   \n",
       "2924      VinylSd           0.0         TA         TA     CBlock   \n",
       "2925      HdBoard           0.0         TA         TA     CBlock   \n",
       "2926      HdBoard           0.0         TA         TA     CBlock   \n",
       "2927      Wd Shng           0.0         TA         TA      PConc   \n",
       "2928      HdBoard           0.0         TA         TA     CBlock   \n",
       "2929      HdBoard          94.0         TA         TA      PConc   \n",
       "\n",
       "      BsmtFin SF 1  BsmtFin SF 2  Bsmt Unf SF  Total Bsmt SF Heating  \\\n",
       "0            639.0           0.0        441.0         1080.0    GasA   \n",
       "1            468.0         144.0        270.0          882.0    GasA   \n",
       "2            923.0           0.0        406.0         1329.0    GasA   \n",
       "3           1065.0           0.0       1045.0         2110.0    GasA   \n",
       "4            791.0           0.0        137.0          928.0    GasA   \n",
       "5            602.0           0.0        324.0          926.0    GasA   \n",
       "6            616.0           0.0        722.0         1338.0    GasA   \n",
       "7            263.0           0.0       1017.0         1280.0    GasA   \n",
       "8           1180.0           0.0        415.0         1595.0    GasA   \n",
       "9              0.0           0.0        994.0          994.0    GasA   \n",
       "10             0.0           0.0        763.0          763.0    GasA   \n",
       "11           935.0           0.0        233.0         1168.0    GasA   \n",
       "12             0.0           0.0        789.0          789.0    GasA   \n",
       "13           637.0           0.0        663.0         1300.0    GasA   \n",
       "14           368.0        1120.0          0.0         1488.0    GasA   \n",
       "15          1416.0           0.0        234.0         1650.0    GasA   \n",
       "16           427.0           0.0        132.0          559.0    GasA   \n",
       "17          1445.0           0.0        411.0         1856.0    GasA   \n",
       "18           120.0           0.0        744.0          864.0    GasA   \n",
       "19           790.0         163.0        589.0         1542.0    GasA   \n",
       "20           705.0           0.0       1139.0         1844.0    GasA   \n",
       "21           885.0         168.0          0.0         1053.0    GasA   \n",
       "22           533.0           0.0        281.0          814.0    GasA   \n",
       "23           578.0           0.0        426.0         1004.0    GasA   \n",
       "24           734.0           0.0        344.0         1078.0    GasA   \n",
       "25           775.0           0.0        281.0         1056.0    GasA   \n",
       "26           804.0          78.0          0.0          882.0    GasA   \n",
       "27           432.0           0.0        432.0          864.0    GasA   \n",
       "28          1051.0           0.0        354.0         1405.0    GasA   \n",
       "29           156.0           0.0        327.0          483.0    GasA   \n",
       "...            ...           ...          ...            ...     ...   \n",
       "2900        1350.0           0.0        378.0         1728.0    GasA   \n",
       "2901        1460.0           0.0        408.0         1868.0    GasA   \n",
       "2902        1455.0           0.0        383.0         1838.0    GasA   \n",
       "2903           0.0           0.0          0.0            0.0    GasA   \n",
       "2904        1243.0           0.0         45.0         1288.0    GasA   \n",
       "2905         897.0           0.0        319.0         1216.0    GasA   \n",
       "2906        1201.0           0.0         36.0         1237.0    GasA   \n",
       "2907           0.0           0.0       1140.0         1140.0    GasA   \n",
       "2908           0.0           0.0        264.0          264.0    GasA   \n",
       "2909         548.0         173.0         36.0          757.0    GasA   \n",
       "2910         837.0           0.0        105.0          942.0    GasA   \n",
       "2911         441.0           0.0        423.0          864.0    GasA   \n",
       "2912         149.0           0.0       1503.0         1652.0    GasA   \n",
       "2913         522.0           0.0        108.0          630.0    GasA   \n",
       "2914         252.0           0.0        294.0          546.0    GasA   \n",
       "2915         119.0         344.0        641.0         1104.0    GasA   \n",
       "2916         553.0           0.0         77.0          630.0    GasA   \n",
       "2917         408.0           0.0        138.0          546.0    GasA   \n",
       "2918           0.0           0.0        546.0          546.0    GasA   \n",
       "2919           0.0           0.0        546.0          546.0    GasA   \n",
       "2920         252.0           0.0        294.0          546.0    GasA   \n",
       "2921         936.0         396.0        396.0         1728.0    GasA   \n",
       "2922        1606.0           0.0        122.0         1728.0    GasA   \n",
       "2923         936.0           0.0        190.0         1126.0    GasA   \n",
       "2924        1224.0           0.0          0.0         1224.0    GasA   \n",
       "2925         819.0           0.0        184.0         1003.0    GasA   \n",
       "2926         301.0         324.0        239.0          864.0    GasA   \n",
       "2927         337.0           0.0        575.0          912.0    GasA   \n",
       "2928        1071.0         123.0        195.0         1389.0    GasA   \n",
       "2929         758.0           0.0        238.0          996.0    GasA   \n",
       "\n",
       "     Heating QC Central Air  1st Flr SF  2nd Flr SF  Low Qual Fin SF  \\\n",
       "0            Fa           Y        1656           0                0   \n",
       "1            TA           Y         896           0                0   \n",
       "2            TA           Y        1329           0                0   \n",
       "3            Ex           Y        2110           0                0   \n",
       "4            Gd           Y         928         701                0   \n",
       "5            Ex           Y         926         678                0   \n",
       "6            Ex           Y        1338           0                0   \n",
       "7            Ex           Y        1280           0                0   \n",
       "8            Ex           Y        1616           0                0   \n",
       "9            Gd           Y        1028         776                0   \n",
       "10           Gd           Y         763         892                0   \n",
       "11           Ex           Y        1187           0                0   \n",
       "12           Gd           Y         789         676                0   \n",
       "13           Gd           Y        1341           0                0   \n",
       "14           TA           Y        1502           0                0   \n",
       "15           Ex           Y        1690        1589                0   \n",
       "16           Gd           Y        1080         672                0   \n",
       "17           Ex           Y        1856           0                0   \n",
       "18           Ex           Y         864           0                0   \n",
       "19           TA           Y        2073           0                0   \n",
       "20           Ex           Y        1844           0                0   \n",
       "21           TA           Y        1173           0                0   \n",
       "22           Ex           Y         814         860                0   \n",
       "23           Ex           Y        1004           0                0   \n",
       "24           Ex           Y        1078           0                0   \n",
       "25           Ex           Y        1056           0                0   \n",
       "26           TA           Y         882           0                0   \n",
       "27           TA           Y         864           0                0   \n",
       "28           Ex           Y        1337           0                0   \n",
       "29           TA           Y         483         504                0   \n",
       "...         ...         ...         ...         ...              ...   \n",
       "2900         Ex           Y        1960           0                0   \n",
       "2901         Ex           Y        2028           0                0   \n",
       "2902         Ex           Y        1838           0                0   \n",
       "2903         TA           Y        1600           0                0   \n",
       "2904         Gd           Y        1368           0                0   \n",
       "2905         Ex           Y        1216           0                0   \n",
       "2906         Ex           Y        1337           0                0   \n",
       "2907         Ex           Y        1140           0                0   \n",
       "2908         TA           Y         616         688                0   \n",
       "2909         Ex           Y         925         550                0   \n",
       "2910         Gd           Y        1291        1230                0   \n",
       "2911         Ex           Y         874           0                0   \n",
       "2912         TA           Y        1652           0                0   \n",
       "2913         TA           Y         630           0                0   \n",
       "2914         TA           Y         546         546                0   \n",
       "2915         Fa           Y        1360           0                0   \n",
       "2916         Ex           Y         630           0                0   \n",
       "2917         TA           Y         546         546                0   \n",
       "2918         TA           Y         546         546                0   \n",
       "2919         Gd           Y         546         546                0   \n",
       "2920         TA           Y         546         546                0   \n",
       "2921         TA           Y        1728           0                0   \n",
       "2922         TA           Y        1728           0                0   \n",
       "2923         Fa           Y        1126           0                0   \n",
       "2924         Ex           Y        1224           0                0   \n",
       "2925         TA           Y        1003           0                0   \n",
       "2926         TA           Y         902           0                0   \n",
       "2927         TA           Y         970           0                0   \n",
       "2928         Gd           Y        1389           0                0   \n",
       "2929         Ex           Y         996        1004                0   \n",
       "\n",
       "      Gr Liv Area  Bsmt Full Bath  Bsmt Half Bath  Full Bath  Half Bath  \\\n",
       "0            1656             1.0             0.0          1          0   \n",
       "1             896             0.0             0.0          1          0   \n",
       "2            1329             0.0             0.0          1          1   \n",
       "3            2110             1.0             0.0          2          1   \n",
       "4            1629             0.0             0.0          2          1   \n",
       "5            1604             0.0             0.0          2          1   \n",
       "6            1338             1.0             0.0          2          0   \n",
       "7            1280             0.0             0.0          2          0   \n",
       "8            1616             1.0             0.0          2          0   \n",
       "9            1804             0.0             0.0          2          1   \n",
       "10           1655             0.0             0.0          2          1   \n",
       "11           1187             1.0             0.0          2          0   \n",
       "12           1465             0.0             0.0          2          1   \n",
       "13           1341             1.0             0.0          1          1   \n",
       "14           1502             1.0             0.0          1          1   \n",
       "15           3279             1.0             0.0          3          1   \n",
       "16           1752             0.0             0.0          2          0   \n",
       "17           1856             1.0             0.0          1          1   \n",
       "18            864             0.0             0.0          1          0   \n",
       "19           2073             1.0             0.0          2          0   \n",
       "20           1844             0.0             0.0          2          0   \n",
       "21           1173             1.0             0.0          2          0   \n",
       "22           1674             1.0             0.0          2          1   \n",
       "23           1004             1.0             0.0          1          0   \n",
       "24           1078             1.0             0.0          1          1   \n",
       "25           1056             1.0             0.0          1          0   \n",
       "26            882             1.0             0.0          1          0   \n",
       "27            864             0.0             0.0          1          0   \n",
       "28           1337             1.0             0.0          2          0   \n",
       "29            987             0.0             0.0          1          1   \n",
       "...           ...             ...             ...        ...        ...   \n",
       "2900         1960             1.0             0.0          2          0   \n",
       "2901         2028             1.0             0.0          2          0   \n",
       "2902         1838             1.0             0.0          2          0   \n",
       "2903         1600             0.0             0.0          1          1   \n",
       "2904         1368             2.0             0.0          2          0   \n",
       "2905         1216             1.0             0.0          2          0   \n",
       "2906         1337             1.0             0.0          2          0   \n",
       "2907         1140             0.0             0.0          1          0   \n",
       "2908         1304             0.0             0.0          1          1   \n",
       "2909         1475             0.0             0.0          2          0   \n",
       "2910         2521             1.0             0.0          2          1   \n",
       "2911          874             1.0             0.0          1          0   \n",
       "2912         1652             0.0             0.0          2          0   \n",
       "2913          630             1.0             0.0          1          0   \n",
       "2914         1092             0.0             0.0          1          1   \n",
       "2915         1360             1.0             0.0          1          0   \n",
       "2916          630             1.0             0.0          1          0   \n",
       "2917         1092             0.0             0.0          1          1   \n",
       "2918         1092             0.0             0.0          1          1   \n",
       "2919         1092             0.0             0.0          1          1   \n",
       "2920         1092             0.0             0.0          1          1   \n",
       "2921         1728             0.0             0.0          2          0   \n",
       "2922         1728             2.0             0.0          2          0   \n",
       "2923         1126             1.0             0.0          2          0   \n",
       "2924         1224             1.0             0.0          1          0   \n",
       "2925         1003             1.0             0.0          1          0   \n",
       "2926          902             1.0             0.0          1          0   \n",
       "2927          970             0.0             1.0          1          0   \n",
       "2928         1389             1.0             0.0          1          0   \n",
       "2929         2000             0.0             0.0          2          1   \n",
       "\n",
       "      Bedroom AbvGr  Kitchen AbvGr Kitchen Qual  TotRms AbvGrd Functional  \\\n",
       "0                 3              1           TA              7        Typ   \n",
       "1                 2              1           TA              5        Typ   \n",
       "2                 3              1           Gd              6        Typ   \n",
       "3                 3              1           Ex              8        Typ   \n",
       "4                 3              1           TA              6        Typ   \n",
       "5                 3              1           Gd              7        Typ   \n",
       "6                 2              1           Gd              6        Typ   \n",
       "7                 2              1           Gd              5        Typ   \n",
       "8                 2              1           Gd              5        Typ   \n",
       "9                 3              1           Gd              7        Typ   \n",
       "10                3              1           TA              7        Typ   \n",
       "11                3              1           TA              6        Typ   \n",
       "12                3              1           TA              7        Typ   \n",
       "13                2              1           Gd              5        Typ   \n",
       "14                1              1           Gd              4        Typ   \n",
       "15                4              1           Ex             12        Mod   \n",
       "16                4              1           TA              8        Typ   \n",
       "17                1              1           Ex              8        Typ   \n",
       "18                2              1           TA              4        Typ   \n",
       "19                3              1           TA              7       Min1   \n",
       "20                3              1           TA              7        Typ   \n",
       "21                3              1           Gd              6        Typ   \n",
       "22                3              1           Gd              7        Typ   \n",
       "23                2              1           TA              5        Typ   \n",
       "24                3              1           TA              6        Typ   \n",
       "25                3              1           TA              6        Typ   \n",
       "26                2              1           TA              4        Typ   \n",
       "27                3              1           TA              5        Typ   \n",
       "28                2              1           Gd              5        Typ   \n",
       "29                2              1           TA              5        Typ   \n",
       "...             ...            ...          ...            ...        ...   \n",
       "2900              3              1           Gd              8        Typ   \n",
       "2901              2              1           Gd              7        Typ   \n",
       "2902              3              1           Ex              9        Typ   \n",
       "2903              3              1           TA              6        Mod   \n",
       "2904              2              2           TA              8        Typ   \n",
       "2905              2              1           TA              5        Typ   \n",
       "2906              2              1           TA              5        Typ   \n",
       "2907              3              1           TA              6        Typ   \n",
       "2908              3              1           TA              5        Typ   \n",
       "2909              4              1           TA              6        Typ   \n",
       "2910              5              1           TA             10       Maj1   \n",
       "2911              3              1           TA              5        Typ   \n",
       "2912              4              2           TA              8        Typ   \n",
       "2913              1              1           TA              3        Typ   \n",
       "2914              3              1           TA              5        Typ   \n",
       "2915              3              1           TA              8        Typ   \n",
       "2916              1              1           Ex              3        Typ   \n",
       "2917              3              1           TA              5        Typ   \n",
       "2918              3              1           TA              5        Typ   \n",
       "2919              3              1           TA              5        Typ   \n",
       "2920              3              1           TA              6        Typ   \n",
       "2921              4              2           TA              8        Typ   \n",
       "2922              4              2           TA              8        Typ   \n",
       "2923              3              1           TA              5        Typ   \n",
       "2924              4              1           TA              7        Typ   \n",
       "2925              3              1           TA              6        Typ   \n",
       "2926              2              1           TA              5        Typ   \n",
       "2927              3              1           TA              6        Typ   \n",
       "2928              2              1           TA              6        Typ   \n",
       "2929              3              1           TA              9        Typ   \n",
       "\n",
       "      Fireplaces  Garage Cars  Garage Area Paved Drive  Wood Deck SF  \\\n",
       "0              2          2.0        528.0           P           210   \n",
       "1              0          1.0        730.0           Y           140   \n",
       "2              0          1.0        312.0           Y           393   \n",
       "3              2          2.0        522.0           Y             0   \n",
       "4              1          2.0        482.0           Y           212   \n",
       "5              1          2.0        470.0           Y           360   \n",
       "6              0          2.0        582.0           Y             0   \n",
       "7              0          2.0        506.0           Y             0   \n",
       "8              1          2.0        608.0           Y           237   \n",
       "9              1          2.0        442.0           Y           140   \n",
       "10             1          2.0        440.0           Y           157   \n",
       "11             0          2.0        420.0           Y           483   \n",
       "12             1          2.0        393.0           Y             0   \n",
       "13             1          2.0        506.0           Y           192   \n",
       "14             0          2.0        528.0           Y             0   \n",
       "15             1          3.0        841.0           Y           503   \n",
       "16             0          2.0        492.0           Y           325   \n",
       "17             1          3.0        834.0           Y           113   \n",
       "18             0          2.0        400.0           Y             0   \n",
       "19             2          2.0        500.0           Y           349   \n",
       "20             1          2.0        546.0           Y             0   \n",
       "21             2          2.0        528.0           Y             0   \n",
       "22             0          2.0        663.0           Y             0   \n",
       "23             1          2.0        480.0           Y             0   \n",
       "24             1          2.0        500.0           Y             0   \n",
       "25             1          1.0        304.0           Y             0   \n",
       "26             0          2.0        525.0           Y           240   \n",
       "27             1          0.0          0.0           Y             0   \n",
       "28             1          2.0        511.0           Y           203   \n",
       "29             0          1.0        264.0           Y           275   \n",
       "...          ...          ...          ...         ...           ...   \n",
       "2900           2          3.0        714.0           Y           172   \n",
       "2901           2          3.0        880.0           Y           326   \n",
       "2902           1          3.0        682.0           Y           161   \n",
       "2903           0          1.0        270.0           N             0   \n",
       "2904           0          4.0        784.0           Y             0   \n",
       "2905           0          2.0        402.0           Y             0   \n",
       "2906           0          2.0        405.0           Y             0   \n",
       "2907           0          0.0          0.0           Y            36   \n",
       "2908           1          1.0        336.0           Y           141   \n",
       "2909           1          1.0        336.0           Y           104   \n",
       "2910           1          2.0        576.0           Y           728   \n",
       "2911           0          1.0        288.0           Y             0   \n",
       "2912           0          3.0        928.0           Y             0   \n",
       "2913           0          0.0          0.0           Y             0   \n",
       "2914           0          1.0        253.0           Y             0   \n",
       "2915           1          1.0        336.0           Y           160   \n",
       "2916           0          0.0          0.0           Y             0   \n",
       "2917           0          1.0        286.0           Y             0   \n",
       "2918           0          0.0          0.0           Y             0   \n",
       "2919           0          0.0          0.0           Y             0   \n",
       "2920           0          1.0        286.0           Y             0   \n",
       "2921           0          2.0        574.0           Y            40   \n",
       "2922           0          2.0        560.0           Y             0   \n",
       "2923           1          2.0        484.0           P           295   \n",
       "2924           1          2.0        576.0           Y           474   \n",
       "2925           0          2.0        588.0           Y           120   \n",
       "2926           0          2.0        484.0           Y           164   \n",
       "2927           0          0.0          0.0           Y            80   \n",
       "2928           1          2.0        418.0           Y           240   \n",
       "2929           1          3.0        650.0           Y           190   \n",
       "\n",
       "      Open Porch SF  Enclosed Porch  3Ssn Porch  Screen Porch  Pool Area  \\\n",
       "0                62               0           0             0          0   \n",
       "1                 0               0           0           120          0   \n",
       "2                36               0           0             0          0   \n",
       "3                 0               0           0             0          0   \n",
       "4                34               0           0             0          0   \n",
       "5                36               0           0             0          0   \n",
       "6                 0             170           0             0          0   \n",
       "7                82               0           0           144          0   \n",
       "8               152               0           0             0          0   \n",
       "9                60               0           0             0          0   \n",
       "10               84               0           0             0          0   \n",
       "11               21               0           0             0          0   \n",
       "12               75               0           0             0          0   \n",
       "13                0               0           0             0          0   \n",
       "14               54               0           0           140          0   \n",
       "15               36               0           0           210          0   \n",
       "16               12               0           0             0          0   \n",
       "17                0               0           0             0          0   \n",
       "18                0               0           0             0          0   \n",
       "19                0               0           0             0          0   \n",
       "20              122               0           0             0          0   \n",
       "21              120               0           0             0          0   \n",
       "22               96               0           0             0          0   \n",
       "23                0               0           0             0          0   \n",
       "24                0               0           0             0          0   \n",
       "25               85             184           0             0          0   \n",
       "26                0               0           0             0          0   \n",
       "27                0               0           0             0          0   \n",
       "28               68               0           0             0          0   \n",
       "29                0               0           0             0          0   \n",
       "...             ...             ...         ...           ...        ...   \n",
       "2900             38               0           0             0          0   \n",
       "2901             66               0           0             0          0   \n",
       "2902            225               0           0             0          0   \n",
       "2903              0             135           0             0          0   \n",
       "2904             48               0           0             0          0   \n",
       "2905            125               0           0             0          0   \n",
       "2906            199               0           0             0          0   \n",
       "2907             56               0           0             0          0   \n",
       "2908              0               0           0             0          0   \n",
       "2909             26               0           0             0          0   \n",
       "2910             20               0           0             0          0   \n",
       "2911            120               0           0             0          0   \n",
       "2912              0               0           0             0          0   \n",
       "2913              0               0           0             0          0   \n",
       "2914              0               0           0             0          0   \n",
       "2915              0               0           0             0          0   \n",
       "2916              0               0           0             0          0   \n",
       "2917              0               0           0             0          0   \n",
       "2918             34               0           0             0          0   \n",
       "2919              0               0           0             0          0   \n",
       "2920             24               0           0             0          0   \n",
       "2921              0               0           0             0          0   \n",
       "2922              0               0           0             0          0   \n",
       "2923             41               0           0             0          0   \n",
       "2924              0               0           0             0          0   \n",
       "2925              0               0           0             0          0   \n",
       "2926              0               0           0             0          0   \n",
       "2927             32               0           0             0          0   \n",
       "2928             38               0           0             0          0   \n",
       "2929             48               0           0             0          0   \n",
       "\n",
       "      Misc Val  Mo Sold  Yr Sold Sale Type Sale Condition  SalePrice  \n",
       "0            0        5     2010       WD          Normal     215000  \n",
       "1            0        6     2010       WD          Normal     105000  \n",
       "2        12500        6     2010       WD          Normal     172000  \n",
       "3            0        4     2010       WD          Normal     244000  \n",
       "4            0        3     2010       WD          Normal     189900  \n",
       "5            0        6     2010       WD          Normal     195500  \n",
       "6            0        4     2010       WD          Normal     213500  \n",
       "7            0        1     2010       WD          Normal     191500  \n",
       "8            0        3     2010       WD          Normal     236500  \n",
       "9            0        6     2010       WD          Normal     189000  \n",
       "10           0        4     2010       WD          Normal     175900  \n",
       "11         500        3     2010       WD          Normal     185000  \n",
       "12           0        5     2010       WD          Normal     180400  \n",
       "13           0        2     2010       WD          Normal     171500  \n",
       "14           0        6     2010       WD          Normal     212000  \n",
       "15           0        6     2010       WD          Normal     538000  \n",
       "16           0        6     2010       WD          Normal     164000  \n",
       "17           0        6     2010       New        Partial     394432  \n",
       "18           0        6     2010       WD          Normal     141000  \n",
       "19           0        2     2010       WD          Normal     210000  \n",
       "20           0        1     2010       COD         Normal     190000  \n",
       "21           0        1     2010       WD          Family     170000  \n",
       "22           0        1     2010       WD          Normal     216000  \n",
       "23         700        3     2010       WD          Normal     149000  \n",
       "24           0        4     2010       WD          Normal     149900  \n",
       "25           0        7     2010       WD          Normal     142000  \n",
       "26           0        4     2010       WD          Normal     126000  \n",
       "27           0        4     2010     ConLI         Normal     115000  \n",
       "28           0        6     2010       WD          Normal     184000  \n",
       "29           0        2     2010       COD         Normal      96000  \n",
       "...        ...      ...      ...       ...            ...        ...  \n",
       "2900         0       11     2006       New        Partial     320000  \n",
       "2901         0        3     2006       New        Partial     369900  \n",
       "2902         0        9     2006       New        Partial     359900  \n",
       "2903         0        5     2006       WD          Normal      81500  \n",
       "2904         0       11     2006       WD          Normal     215000  \n",
       "2905         0        5     2006       WD          Normal     164000  \n",
       "2906         0        3     2006       WD          Normal     153500  \n",
       "2907         0        7     2006       WD         Abnorml      84500  \n",
       "2908         0        5     2006       WD          Normal     104500  \n",
       "2909         0        7     2006       WD          Normal     127000  \n",
       "2910         0        6     2006       WD          Normal     151400  \n",
       "2911         0       10     2006       WD          Normal     126500  \n",
       "2912         0        3     2006       WD          Normal     146500  \n",
       "2913         0        4     2006       WD          Normal      73000  \n",
       "2914         0        5     2006       WD          Normal      79400  \n",
       "2915         0        5     2006       WD          Normal     140000  \n",
       "2916         0        8     2006       WD         Abnorml      92000  \n",
       "2917         0       12     2006       WD         Abnorml      87550  \n",
       "2918         0        6     2006       WD          Normal      79500  \n",
       "2919         0        6     2006       WD          Normal      90500  \n",
       "2920         0        4     2006       WD         Abnorml      71000  \n",
       "2921         0        7     2006       WD          Normal     150900  \n",
       "2922         0        7     2006       WD          Family     188000  \n",
       "2923         0        5     2006       WD          Normal     160000  \n",
       "2924         0        9     2006       WD         Abnorml     131000  \n",
       "2925         0        3     2006       WD          Normal     142500  \n",
       "2926         0        6     2006       WD          Normal     131000  \n",
       "2927       700        7     2006       WD          Normal     132000  \n",
       "2928         0        4     2006       WD          Normal     170000  \n",
       "2929         0       11     2006       WD          Normal     188000  \n",
       "\n",
       "[2930 rows x 64 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Filter Series to columns containing *any* missing values\n",
    "drop_missing_cols_2 = text_mv_counts[text_mv_counts > 0]\n",
    "\n",
    "df = df.drop(drop_missing_cols_2.index, axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3: Numerical columns: For columns with missing values, fill in with the most common value in that column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BsmtFin SF 1       1\n",
       "BsmtFin SF 2       1\n",
       "Bsmt Unf SF        1\n",
       "Total Bsmt SF      1\n",
       "Garage Cars        1\n",
       "Garage Area        1\n",
       "Bsmt Full Bath     2\n",
       "Bsmt Half Bath     2\n",
       "Mas Vnr Area      23\n",
       "dtype: int64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Compute column-wise missing value counts\n",
    "num_missing = df.select_dtypes(include=['int', 'float']).isnull().sum()\n",
    "fixable_numeric_cols = num_missing[(num_missing < len(df)/20) & (num_missing > 0)].sort_values()\n",
    "fixable_numeric_cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Bsmt Full Bath': 0.0,\n",
       " 'Bsmt Half Bath': 0.0,\n",
       " 'Bsmt Unf SF': 0.0,\n",
       " 'BsmtFin SF 1': 0.0,\n",
       " 'BsmtFin SF 2': 0.0,\n",
       " 'Garage Area': 0.0,\n",
       " 'Garage Cars': 2.0,\n",
       " 'Mas Vnr Area': 0.0,\n",
       " 'Total Bsmt SF': 0.0}"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Compute the most common value for each column in `fixable_nmeric_missing_cols`.\n",
    "replacement_values_dict = df[fixable_numeric_cols.index].mode().to_dict(orient='records')[0]\n",
    "replacement_values_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## Use `pd.DataFrame.fillna()` to replace missing values.\n",
    "df = df.fillna(replacement_values_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    64\n",
       "dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Verify that every column has 0 missing values\n",
    "df.isnull().sum().value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "What new features can we create, that better capture the information in some of the features?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2180   -1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "years_sold = df['Yr Sold'] - df['Year Built']\n",
    "years_sold[years_sold < 0] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1702   -1\n",
       "2180   -2\n",
       "2181   -1\n",
       "dtype: int64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "years_since_remod = df['Yr Sold'] - df['Year Remod/Add']\n",
    "years_since_remod[years_since_remod < 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## Create new columns\n",
    "df['Years Before Sale'] = years_sold\n",
    "df['Years Since Remod'] = years_since_remod\n",
    "\n",
    "## Drop rows with negative values for both of these new features\n",
    "df = df.drop([1702, 2180, 2181], axis=0)\n",
    "\n",
    "## No longer need original year columns\n",
    "df = df.drop([\"Year Built\", \"Year Remod/Add\"], axis = 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Which columns need to be dropped for other reasons?\n",
    "\n",
    "    -columns that aren't useful for ML\n",
    "    -leak data about the final sale, read more about columns here (http://jse.amstat.org/v19n3/decock/DataDocumentation.txt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## Drop columns that aren't useful for ML\n",
    "df = df.drop([\"PID\", \"Order\"], axis=1)\n",
    "\n",
    "## Drop columns that leak info about the final sale\n",
    "df = df.drop([\"Mo Sold\", \"Sale Condition\", \"Sale Type\", \"Yr Sold\"], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's update transform_features() using all the features that we have created"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "55275.36731241307"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def transform_features(df):\n",
    "    num_missing = df.isnull().sum()\n",
    "    drop_missing_cols = num_missing[(num_missing > len(df)/20)].sort_values()\n",
    "    df = df.drop(drop_missing_cols.index, axis=1)\n",
    "    \n",
    "    text_mv_counts = df.select_dtypes(include=['object']).isnull().sum().sort_values(ascending=False)\n",
    "    drop_missing_cols_2 = text_mv_counts[text_mv_counts > 0]\n",
    "    df = df.drop(drop_missing_cols_2.index, axis=1)\n",
    "    \n",
    "    num_missing = df.select_dtypes(include=['int', 'float']).isnull().sum()\n",
    "    fixable_numeric_cols = num_missing[(num_missing < len(df)/20) & (num_missing > 0)].sort_values()\n",
    "    replacement_values_dict = df[fixable_numeric_cols.index].mode().to_dict(orient='records')[0]\n",
    "    df = df.fillna(replacement_values_dict)\n",
    "    \n",
    "    years_sold = df['Yr Sold'] - df['Year Built']\n",
    "    years_since_remod = df['Yr Sold'] - df['Year Remod/Add']\n",
    "    df['Years Before Sale'] = years_sold\n",
    "    df['Years Since Remod'] = years_since_remod\n",
    "    df = df.drop([1702, 2180, 2181], axis=0)\n",
    "\n",
    "    df = df.drop([\"PID\", \"Order\", \"Mo Sold\", \"Sale Condition\", \"Sale Type\", \"Year Built\", \"Year Remod/Add\"], axis=1)\n",
    "    return 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]\n",
    "    test = df[1460:]\n",
    "    \n",
    "    ## You can use `pd.DataFrame.select_dtypes()` to specify column types\n",
    "    ## and return only those columns as a data frame.\n",
    "    numeric_train = train.select_dtypes(include=['integer', 'float'])\n",
    "    numeric_test = test.select_dtypes(include=['integer', 'float'])\n",
    "    \n",
    "    ## You can use `pd.Series.drop()` to drop a value.\n",
    "    features = numeric_train.columns.drop(\"SalePrice\")\n",
    "    lr = linear_model.LinearRegression()\n",
    "    lr.fit(train[features], train[\"SalePrice\"])\n",
    "    predictions = lr.predict(test[features])\n",
    "    mse = mean_squared_error(test[\"SalePrice\"], predictions)\n",
    "    rmse = np.sqrt(mse)\n",
    "    \n",
    "    return rmse\n",
    "\n",
    "df = pd.read_csv(\"AmesHousing.tsv\", delimiter=\"\\t\")\n",
    "transform_df = transform_features(df)\n",
    "filtered_df = select_features(transform_df)\n",
    "rmse = train_and_test(filtered_df)\n",
    "\n",
    "rmse"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Selection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we have cleaned and transformed a lot of the features in the data set, it's time to move on to feature selection for numerical features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>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 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>Yr Sold</th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>Years Before Sale</th>\n",
       "      <th>Years Since Remod</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20</td>\n",
       "      <td>31770</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>112.0</td>\n",
       "      <td>639.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>441.0</td>\n",
       "      <td>1080.0</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>7</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>528.0</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>2010</td>\n",
       "      <td>215000</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20</td>\n",
       "      <td>11622</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>468.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>882.0</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>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>730.0</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>2010</td>\n",
       "      <td>105000</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20</td>\n",
       "      <td>14267</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>108.0</td>\n",
       "      <td>923.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>406.0</td>\n",
       "      <td>1329.0</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>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>312.0</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>2010</td>\n",
       "      <td>172000</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20</td>\n",
       "      <td>11160</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1065.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1045.0</td>\n",
       "      <td>2110.0</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>8</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>522.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2010</td>\n",
       "      <td>244000</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>60</td>\n",
       "      <td>13830</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>791.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>928.0</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>6</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>482.0</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>2010</td>\n",
       "      <td>189900</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   MS SubClass  Lot Area  Overall Qual  Overall Cond  Mas Vnr Area  \\\n",
       "0           20     31770             6             5         112.0   \n",
       "1           20     11622             5             6           0.0   \n",
       "2           20     14267             6             6         108.0   \n",
       "3           20     11160             7             5           0.0   \n",
       "4           60     13830             5             5           0.0   \n",
       "\n",
       "   BsmtFin SF 1  BsmtFin SF 2  Bsmt Unf SF  Total Bsmt SF  1st Flr SF  \\\n",
       "0         639.0           0.0        441.0         1080.0        1656   \n",
       "1         468.0         144.0        270.0          882.0         896   \n",
       "2         923.0           0.0        406.0         1329.0        1329   \n",
       "3        1065.0           0.0       1045.0         2110.0        2110   \n",
       "4         791.0           0.0        137.0          928.0         928   \n",
       "\n",
       "   2nd Flr SF  Low Qual Fin SF  Gr Liv Area  Bsmt Full Bath  Bsmt Half Bath  \\\n",
       "0           0                0         1656             1.0             0.0   \n",
       "1           0                0          896             0.0             0.0   \n",
       "2           0                0         1329             0.0             0.0   \n",
       "3           0                0         2110             1.0             0.0   \n",
       "4         701                0         1629             0.0             0.0   \n",
       "\n",
       "   Full Bath  Half Bath  Bedroom AbvGr  Kitchen AbvGr  TotRms AbvGrd  \\\n",
       "0          1          0              3              1              7   \n",
       "1          1          0              2              1              5   \n",
       "2          1          1              3              1              6   \n",
       "3          2          1              3              1              8   \n",
       "4          2          1              3              1              6   \n",
       "\n",
       "   Fireplaces  Garage Cars  Garage Area  Wood Deck SF  Open Porch SF  \\\n",
       "0           2          2.0        528.0           210             62   \n",
       "1           0          1.0        730.0           140              0   \n",
       "2           0          1.0        312.0           393             36   \n",
       "3           2          2.0        522.0             0              0   \n",
       "4           1          2.0        482.0           212             34   \n",
       "\n",
       "   Enclosed Porch  3Ssn Porch  Screen Porch  Pool Area  Misc Val  Yr Sold  \\\n",
       "0               0           0             0          0         0     2010   \n",
       "1               0           0           120          0         0     2010   \n",
       "2               0           0             0          0     12500     2010   \n",
       "3               0           0             0          0         0     2010   \n",
       "4               0           0             0          0         0     2010   \n",
       "\n",
       "   SalePrice  Years Before Sale  Years Since Remod  \n",
       "0     215000                 50                 50  \n",
       "1     105000                 49                 49  \n",
       "2     172000                 52                 52  \n",
       "3     244000                 42                 42  \n",
       "4     189900                 13                 12  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numerical_df = transform_df.select_dtypes(include=['int', 'float'])\n",
    "numerical_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BsmtFin SF 2         0.006127\n",
       "Misc Val             0.019273\n",
       "Yr Sold              0.030358\n",
       "3Ssn Porch           0.032268\n",
       "Bsmt Half Bath       0.035875\n",
       "Low Qual Fin SF      0.037629\n",
       "Pool Area            0.068438\n",
       "MS SubClass          0.085128\n",
       "Overall Cond         0.101540\n",
       "Screen Porch         0.112280\n",
       "Kitchen AbvGr        0.119760\n",
       "Enclosed Porch       0.128685\n",
       "Bedroom AbvGr        0.143916\n",
       "Bsmt Unf SF          0.182751\n",
       "Lot Area             0.267520\n",
       "2nd Flr SF           0.269601\n",
       "Bsmt Full Bath       0.276258\n",
       "Half Bath            0.284871\n",
       "Open Porch SF        0.316262\n",
       "Wood Deck SF         0.328183\n",
       "BsmtFin SF 1         0.439284\n",
       "Fireplaces           0.474831\n",
       "TotRms AbvGrd        0.498574\n",
       "Mas Vnr Area         0.506983\n",
       "Years Since Remod    0.534985\n",
       "Full Bath            0.546118\n",
       "Years Before Sale    0.558979\n",
       "1st Flr SF           0.635185\n",
       "Garage Area          0.641425\n",
       "Total Bsmt SF        0.644012\n",
       "Garage Cars          0.648361\n",
       "Gr Liv Area          0.717596\n",
       "Overall Qual         0.801206\n",
       "SalePrice            1.000000\n",
       "Name: SalePrice, dtype: float64"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Generating a correlation heatmap matrix of the numerical features in the training data set.\n",
    "abs_corr_coeffs = numerical_df.corr()['SalePrice'].abs().sort_values()\n",
    "abs_corr_coeffs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BsmtFin SF 1         0.439284\n",
       "Fireplaces           0.474831\n",
       "TotRms AbvGrd        0.498574\n",
       "Mas Vnr Area         0.506983\n",
       "Years Since Remod    0.534985\n",
       "Full Bath            0.546118\n",
       "Years Before Sale    0.558979\n",
       "1st Flr SF           0.635185\n",
       "Garage Area          0.641425\n",
       "Total Bsmt SF        0.644012\n",
       "Garage Cars          0.648361\n",
       "Gr Liv Area          0.717596\n",
       "Overall Qual         0.801206\n",
       "SalePrice            1.000000\n",
       "Name: SalePrice, dtype: float64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Let's only keep columns with a correlation coefficient of larger than 0.4 (arbitrary, worth experimenting later!)\n",
    "abs_corr_coeffs[abs_corr_coeffs > 0.4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MS Zoning</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>Roof Style</th>\n",
       "      <th>Roof Matl</th>\n",
       "      <th>Exterior 1st</th>\n",
       "      <th>Exterior 2nd</th>\n",
       "      <th>Mas Vnr Area</th>\n",
       "      <th>Exter Qual</th>\n",
       "      <th>Exter Cond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtFin SF 1</th>\n",
       "      <th>Total Bsmt SF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>Heating QC</th>\n",
       "      <th>Central Air</th>\n",
       "      <th>1st Flr SF</th>\n",
       "      <th>Gr Liv Area</th>\n",
       "      <th>Full Bath</th>\n",
       "      <th>Kitchen Qual</th>\n",
       "      <th>TotRms AbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>Garage Cars</th>\n",
       "      <th>Garage Area</th>\n",
       "      <th>Paved Drive</th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>Years Before Sale</th>\n",
       "      <th>Years Since Remod</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RL</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>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>112.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>639.0</td>\n",
       "      <td>1080.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Fa</td>\n",
       "      <td>Y</td>\n",
       "      <td>1656</td>\n",
       "      <td>1656</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>528.0</td>\n",
       "      <td>P</td>\n",
       "      <td>215000</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RH</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>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>468.0</td>\n",
       "      <td>882.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>896</td>\n",
       "      <td>896</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>730.0</td>\n",
       "      <td>Y</td>\n",
       "      <td>105000</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RL</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>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>108.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>923.0</td>\n",
       "      <td>1329.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>1329</td>\n",
       "      <td>1329</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>312.0</td>\n",
       "      <td>Y</td>\n",
       "      <td>172000</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RL</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>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1065.0</td>\n",
       "      <td>2110.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>2110</td>\n",
       "      <td>2110</td>\n",
       "      <td>2</td>\n",
       "      <td>Ex</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>522.0</td>\n",
       "      <td>Y</td>\n",
       "      <td>244000</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RL</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>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>791.0</td>\n",
       "      <td>928.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>928</td>\n",
       "      <td>1629</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>482.0</td>\n",
       "      <td>Y</td>\n",
       "      <td>189900</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  MS Zoning Street Lot Shape Land Contour Utilities Lot Config Land Slope  \\\n",
       "0        RL   Pave       IR1          Lvl    AllPub     Corner        Gtl   \n",
       "1        RH   Pave       Reg          Lvl    AllPub     Inside        Gtl   \n",
       "2        RL   Pave       IR1          Lvl    AllPub     Corner        Gtl   \n",
       "3        RL   Pave       Reg          Lvl    AllPub     Corner        Gtl   \n",
       "4        RL   Pave       IR1          Lvl    AllPub     Inside        Gtl   \n",
       "\n",
       "  Neighborhood Condition 1 Condition 2 Bldg Type House Style  Overall Qual  \\\n",
       "0        NAmes        Norm        Norm      1Fam      1Story             6   \n",
       "1        NAmes       Feedr        Norm      1Fam      1Story             5   \n",
       "2        NAmes        Norm        Norm      1Fam      1Story             6   \n",
       "3        NAmes        Norm        Norm      1Fam      1Story             7   \n",
       "4      Gilbert        Norm        Norm      1Fam      2Story             5   \n",
       "\n",
       "  Roof Style Roof Matl Exterior 1st Exterior 2nd  Mas Vnr Area Exter Qual  \\\n",
       "0        Hip   CompShg      BrkFace      Plywood         112.0         TA   \n",
       "1      Gable   CompShg      VinylSd      VinylSd           0.0         TA   \n",
       "2        Hip   CompShg      Wd Sdng      Wd Sdng         108.0         TA   \n",
       "3        Hip   CompShg      BrkFace      BrkFace           0.0         Gd   \n",
       "4      Gable   CompShg      VinylSd      VinylSd           0.0         TA   \n",
       "\n",
       "  Exter Cond Foundation  BsmtFin SF 1  Total Bsmt SF Heating Heating QC  \\\n",
       "0         TA     CBlock         639.0         1080.0    GasA         Fa   \n",
       "1         TA     CBlock         468.0          882.0    GasA         TA   \n",
       "2         TA     CBlock         923.0         1329.0    GasA         TA   \n",
       "3         TA     CBlock        1065.0         2110.0    GasA         Ex   \n",
       "4         TA      PConc         791.0          928.0    GasA         Gd   \n",
       "\n",
       "  Central Air  1st Flr SF  Gr Liv Area  Full Bath Kitchen Qual  TotRms AbvGrd  \\\n",
       "0           Y        1656         1656          1           TA              7   \n",
       "1           Y         896          896          1           TA              5   \n",
       "2           Y        1329         1329          1           Gd              6   \n",
       "3           Y        2110         2110          2           Ex              8   \n",
       "4           Y         928         1629          2           TA              6   \n",
       "\n",
       "  Functional  Fireplaces  Garage Cars  Garage Area Paved Drive  SalePrice  \\\n",
       "0        Typ           2          2.0        528.0           P     215000   \n",
       "1        Typ           0          1.0        730.0           Y     105000   \n",
       "2        Typ           0          1.0        312.0           Y     172000   \n",
       "3        Typ           2          2.0        522.0           Y     244000   \n",
       "4        Typ           1          2.0        482.0           Y     189900   \n",
       "\n",
       "   Years Before Sale  Years Since Remod  \n",
       "0                 50                 50  \n",
       "1                 49                 49  \n",
       "2                 52                 52  \n",
       "3                 42                 42  \n",
       "4                 13                 12  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Drop columns with less than 0.4 correlation with SalePrice\n",
    "transform_df = transform_df.drop(abs_corr_coeffs[abs_corr_coeffs < 0.4].index, axis=1)\n",
    "transform_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## Creating a list of column names from documentation that are *meant* to be categorical\n",
    "nominal_features = [\"PID\", \"MS SubClass\", \"MS Zoning\", \"Street\", \"Alley\", \"Land Contour\", \"Lot Config\", \"Neighborhood\", \n",
    "                    \"Condition 1\", \"Condition 2\", \"Bldg Type\", \"House Style\", \"Roof Style\", \"Roof Matl\", \"Exterior 1st\", \n",
    "                    \"Exterior 2nd\", \"Mas Vnr Type\", \"Foundation\", \"Heating\", \"Central Air\", \"Garage Type\", \n",
    "                    \"Misc Feature\", \"Sale Type\", \"Sale Condition\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Which columns are currently numerical but need to be encoded as categorical instead (because the numbers don't have any semantic meaning)?\n",
    "If a categorical column has hundreds of unique values (or categories), should we keep it? When we dummy code this column, hundreds of columns will need to be added back to the data frame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## Which categorical columns have we still carried with us? We'll test these \n",
    "transform_cat_cols = []\n",
    "for col in nominal_features:\n",
    "    if col in transform_df.columns:\n",
    "        transform_cat_cols.append(col)\n",
    "\n",
    "## How many unique values in each categorical column?\n",
    "uniqueness_counts = transform_df[transform_cat_cols].apply(lambda col: len(col.value_counts())).sort_values()\n",
    "## Aribtrary cutoff of 10 unique values (worth experimenting)\n",
    "drop_nonuniq_cols = uniqueness_counts[uniqueness_counts > 10].index\n",
    "transform_df = transform_df.drop(drop_nonuniq_cols, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## Select just the remaining text columns and convert to categorical\n",
    "text_cols = transform_df.select_dtypes(include=['object'])\n",
    "for col in text_cols:\n",
    "    transform_df[col] = transform_df[col].astype('category')\n",
    "    \n",
    "## Create dummy columns and add back to the dataframe!\n",
    "transform_df = pd.concat([\n",
    "    transform_df, \n",
    "    pd.get_dummies(transform_df.select_dtypes(include=['category']))\n",
    "], axis=1).drop(text_cols,axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Update select_features()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[37246.653429265294, 25742.623622743096, 26556.93682849566, 26304.26613872849]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "28962.620004808134"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def transform_features(df):\n",
    "    num_missing = df.isnull().sum()\n",
    "    drop_missing_cols = num_missing[(num_missing > len(df)/20)].sort_values()\n",
    "    df = df.drop(drop_missing_cols.index, axis=1)\n",
    "    \n",
    "    text_mv_counts = df.select_dtypes(include=['object']).isnull().sum().sort_values(ascending=False)\n",
    "    drop_missing_cols_2 = text_mv_counts[text_mv_counts > 0]\n",
    "    df = df.drop(drop_missing_cols_2.index, axis=1)\n",
    "    \n",
    "    num_missing = df.select_dtypes(include=['int', 'float']).isnull().sum()\n",
    "    fixable_numeric_cols = num_missing[(num_missing < len(df)/20) & (num_missing > 0)].sort_values()\n",
    "    replacement_values_dict = df[fixable_numeric_cols.index].mode().to_dict(orient='records')[0]\n",
    "    df = df.fillna(replacement_values_dict)\n",
    "    \n",
    "    years_sold = df['Yr Sold'] - df['Year Built']\n",
    "    years_since_remod = df['Yr Sold'] - df['Year Remod/Add']\n",
    "    df['Years Before Sale'] = years_sold\n",
    "    df['Years Since Remod'] = years_since_remod\n",
    "    df = df.drop([1702, 2180, 2181], axis=0)\n",
    "\n",
    "    df = df.drop([\"PID\", \"Order\", \"Mo Sold\", \"Sale Condition\", \"Sale Type\", \"Year Built\", \"Year Remod/Add\"], axis=1)\n",
    "    return df\n",
    "\n",
    "def select_features(df, coeff_threshold=0.4, uniq_threshold=10):\n",
    "    numerical_df = df.select_dtypes(include=['int', 'float'])\n",
    "    abs_corr_coeffs = numerical_df.corr()['SalePrice'].abs().sort_values()\n",
    "    df = df.drop(abs_corr_coeffs[abs_corr_coeffs < coeff_threshold].index, axis=1)\n",
    "    \n",
    "    nominal_features = [\"PID\", \"MS SubClass\", \"MS Zoning\", \"Street\", \"Alley\", \"Land Contour\", \"Lot Config\", \"Neighborhood\", \n",
    "                    \"Condition 1\", \"Condition 2\", \"Bldg Type\", \"House Style\", \"Roof Style\", \"Roof Matl\", \"Exterior 1st\", \n",
    "                    \"Exterior 2nd\", \"Mas Vnr Type\", \"Foundation\", \"Heating\", \"Central Air\", \"Garage Type\", \n",
    "                    \"Misc Feature\", \"Sale Type\", \"Sale Condition\"]\n",
    "    \n",
    "    transform_cat_cols = []\n",
    "    for col in nominal_features:\n",
    "        if col in df.columns:\n",
    "            transform_cat_cols.append(col)\n",
    "\n",
    "    uniqueness_counts = df[transform_cat_cols].apply(lambda col: len(col.value_counts())).sort_values()\n",
    "    drop_nonuniq_cols = uniqueness_counts[uniqueness_counts > 10].index\n",
    "    df = df.drop(drop_nonuniq_cols, axis=1)\n",
    "    \n",
    "    text_cols = df.select_dtypes(include=['object'])\n",
    "    for col in text_cols:\n",
    "        df[col] = df[col].astype('category')\n",
    "    df = pd.concat([df, pd.get_dummies(df.select_dtypes(include=['category']))], axis=1).drop(text_cols,axis=1)\n",
    "    \n",
    "    return df\n",
    "\n",
    "def train_and_test(df, k=0):\n",
    "    numeric_df = df.select_dtypes(include=['integer', 'float'])\n",
    "    features = numeric_df.columns.drop(\"SalePrice\")\n",
    "    lr = linear_model.LinearRegression()\n",
    "    \n",
    "    if k == 0:\n",
    "        train = df[:1460]\n",
    "        test = df[1460:]\n",
    "\n",
    "        lr.fit(train[features], train[\"SalePrice\"])\n",
    "        predictions = lr.predict(test[features])\n",
    "        mse = mean_squared_error(test[\"SalePrice\"], predictions)\n",
    "        rmse = np.sqrt(mse)\n",
    "\n",
    "        return rmse\n",
    "    \n",
    "    if k == 1:\n",
    "        # Randomize *all* rows (frac=1) from `df` and return\n",
    "        shuffled_df = df.sample(frac=1, )\n",
    "        train = df[:1460]\n",
    "        test = df[1460:]\n",
    "        \n",
    "        lr.fit(train[features], train[\"SalePrice\"])\n",
    "        predictions_one = lr.predict(test[features])        \n",
    "        \n",
    "        mse_one = mean_squared_error(test[\"SalePrice\"], predictions_one)\n",
    "        rmse_one = np.sqrt(mse_one)\n",
    "        \n",
    "        lr.fit(test[features], test[\"SalePrice\"])\n",
    "        predictions_two = lr.predict(train[features])        \n",
    "       \n",
    "        mse_two = mean_squared_error(train[\"SalePrice\"], predictions_two)\n",
    "        rmse_two = np.sqrt(mse_two)\n",
    "        \n",
    "        avg_rmse = np.mean([rmse_one, rmse_two])\n",
    "        print(rmse_one)\n",
    "        print(rmse_two)\n",
    "        return avg_rmse\n",
    "    else:\n",
    "        kf = KFold(n_splits=k, shuffle=True)\n",
    "        rmse_values = []\n",
    "        for train_index, test_index, in kf.split(df):\n",
    "            train = df.iloc[train_index]\n",
    "            test = df.iloc[test_index]\n",
    "            lr.fit(train[features], train[\"SalePrice\"])\n",
    "            predictions = lr.predict(test[features])\n",
    "            mse = mean_squared_error(test[\"SalePrice\"], predictions)\n",
    "            rmse = np.sqrt(mse)\n",
    "            rmse_values.append(rmse)\n",
    "        print(rmse_values)\n",
    "        avg_rmse = np.mean(rmse_values)\n",
    "        return avg_rmse\n",
    "\n",
    "df = pd.read_csv(\"AmesHousing.tsv\", delimiter=\"\\t\")\n",
    "transform_df = transform_features(df)\n",
    "filtered_df = select_features(transform_df)\n",
    "rmse = train_and_test(filtered_df, k=4)\n",
    "\n",
    "rmse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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