Feature Engineering.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Advanced Housing Prices- Feature Engineering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The main aim of this project is to predict the house price based on various features which we will discuss as we go ahead\n",
    "\n",
    "#### Dataset to downloaded from the below link\n",
    "https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will be performing all the below steps in Feature Engineering\n",
    "\n",
    "1. Missing values\n",
    "2. Temporal variables\n",
    "3. Categorical variables: remove rare labels\n",
    "4. Standarise the values of the variables to the same range"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "# to visualise al the columns in the dataframe\n",
    "pd.pandas.set_option('display.max_columns', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>ExterQual</th>\n",
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       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
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       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2003</td>\n",
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       "      <td>Gable</td>\n",
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       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>196.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
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       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
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       "      <td>150</td>\n",
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       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>856</td>\n",
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       "      <td>2008</td>\n",
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       "      <td>208500</td>\n",
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       "      <td>1Fam</td>\n",
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       "      <td>6</td>\n",
       "      <td>8</td>\n",
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       "      <td>1976</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>978</td>\n",
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       "      <td>284</td>\n",
       "      <td>1262</td>\n",
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       "      <td>SBrkr</td>\n",
       "      <td>1262</td>\n",
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       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2001</td>\n",
       "      <td>2002</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>486</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>434</td>\n",
       "      <td>920</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>920</td>\n",
       "      <td>866</td>\n",
       "      <td>0</td>\n",
       "      <td>1786</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>608</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
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       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1915</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
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       "      <td>ALQ</td>\n",
       "      <td>216</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>540</td>\n",
       "      <td>756</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>961</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>1717</td>\n",
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       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
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       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>3</td>\n",
       "      <td>642</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NoRidge</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>350.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>655</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>490</td>\n",
       "      <td>1145</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1145</td>\n",
       "      <td>1053</td>\n",
       "      <td>0</td>\n",
       "      <td>2198</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>836</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>192</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
       "0   1          60       RL         65.0     8450   Pave   NaN      Reg   \n",
       "1   2          20       RL         80.0     9600   Pave   NaN      Reg   \n",
       "2   3          60       RL         68.0    11250   Pave   NaN      IR1   \n",
       "3   4          70       RL         60.0     9550   Pave   NaN      IR1   \n",
       "4   5          60       RL         84.0    14260   Pave   NaN      IR1   \n",
       "\n",
       "  LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
       "0         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "1         Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
       "2         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "3         Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
       "4         Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
       "\n",
       "  Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "0       Norm     1Fam     2Story            7            5       2003   \n",
       "1       Norm     1Fam     1Story            6            8       1976   \n",
       "2       Norm     1Fam     2Story            7            5       2001   \n",
       "3       Norm     1Fam     2Story            7            5       1915   \n",
       "4       Norm     1Fam     2Story            8            5       2000   \n",
       "\n",
       "   YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
       "0          2003     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "1          1976     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "2          2002     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "3          1970     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
       "4          2000     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "\n",
       "   MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
       "0       196.0        Gd        TA      PConc       Gd       TA           No   \n",
       "1         0.0        TA        TA     CBlock       Gd       TA           Gd   \n",
       "2       162.0        Gd        TA      PConc       Gd       TA           Mn   \n",
       "3         0.0        TA        TA     BrkTil       TA       Gd           No   \n",
       "4       350.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "\n",
       "  BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "0          GLQ         706          Unf           0        150          856   \n",
       "1          ALQ         978          Unf           0        284         1262   \n",
       "2          GLQ         486          Unf           0        434          920   \n",
       "3          ALQ         216          Unf           0        540          756   \n",
       "4          GLQ         655          Unf           0        490         1145   \n",
       "\n",
       "  Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  \\\n",
       "0    GasA        Ex          Y      SBrkr       856       854             0   \n",
       "1    GasA        Ex          Y      SBrkr      1262         0             0   \n",
       "2    GasA        Ex          Y      SBrkr       920       866             0   \n",
       "3    GasA        Gd          Y      SBrkr       961       756             0   \n",
       "4    GasA        Ex          Y      SBrkr      1145      1053             0   \n",
       "\n",
       "   GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  \\\n",
       "0       1710             1             0         2         1             3   \n",
       "1       1262             0             1         2         0             3   \n",
       "2       1786             1             0         2         1             3   \n",
       "3       1717             1             0         1         0             3   \n",
       "4       2198             1             0         2         1             4   \n",
       "\n",
       "   KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu  \\\n",
       "0             1          Gd             8        Typ           0         NaN   \n",
       "1             1          TA             6        Typ           1          TA   \n",
       "2             1          Gd             6        Typ           1          TA   \n",
       "3             1          Gd             7        Typ           1          Gd   \n",
       "4             1          Gd             9        Typ           1          TA   \n",
       "\n",
       "  GarageType  GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual  \\\n",
       "0     Attchd       2003.0          RFn           2         548         TA   \n",
       "1     Attchd       1976.0          RFn           2         460         TA   \n",
       "2     Attchd       2001.0          RFn           2         608         TA   \n",
       "3     Detchd       1998.0          Unf           3         642         TA   \n",
       "4     Attchd       2000.0          RFn           3         836         TA   \n",
       "\n",
       "  GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  \\\n",
       "0         TA          Y           0           61              0          0   \n",
       "1         TA          Y         298            0              0          0   \n",
       "2         TA          Y           0           42              0          0   \n",
       "3         TA          Y           0           35            272          0   \n",
       "4         TA          Y         192           84              0          0   \n",
       "\n",
       "   ScreenPorch  PoolArea PoolQC Fence MiscFeature  MiscVal  MoSold  YrSold  \\\n",
       "0            0         0    NaN   NaN         NaN        0       2    2008   \n",
       "1            0         0    NaN   NaN         NaN        0       5    2007   \n",
       "2            0         0    NaN   NaN         NaN        0       9    2008   \n",
       "3            0         0    NaN   NaN         NaN        0       2    2006   \n",
       "4            0         0    NaN   NaN         NaN        0      12    2008   \n",
       "\n",
       "  SaleType SaleCondition  SalePrice  \n",
       "0       WD        Normal     208500  \n",
       "1       WD        Normal     181500  \n",
       "2       WD        Normal     223500  \n",
       "3       WD       Abnorml     140000  \n",
       "4       WD        Normal     250000  "
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset=pd.read_csv('train.csv')\n",
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Always remember there way always be a chance of data leakage so we need to split the data first and then apply feature\n",
    "## Engineering\n",
    "from sklearn.model_selection import train_test_split\n",
    "X_train,X_test,y_train,y_test=train_test_split(dataset,dataset['SalePrice'],test_size=0.1,random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((1314, 81), (146, 81))"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape, X_test.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Missing Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Alley: 0.9377% missing values\n",
      "MasVnrType: 0.0055% missing values\n",
      "BsmtQual: 0.0253% missing values\n",
      "BsmtCond: 0.0253% missing values\n",
      "BsmtExposure: 0.026% missing values\n",
      "BsmtFinType1: 0.0253% missing values\n",
      "BsmtFinType2: 0.026% missing values\n",
      "FireplaceQu: 0.4726% missing values\n",
      "GarageType: 0.0555% missing values\n",
      "GarageFinish: 0.0555% missing values\n",
      "GarageQual: 0.0555% missing values\n",
      "GarageCond: 0.0555% missing values\n",
      "PoolQC: 0.9952% missing values\n",
      "Fence: 0.8075% missing values\n",
      "MiscFeature: 0.963% missing values\n"
     ]
    }
   ],
   "source": [
    "## Let us capture all the nan values\n",
    "## First lets handle Categorical features which are missing\n",
    "features_nan=[feature for feature in dataset.columns if dataset[feature].isnull().sum()>1 and dataset[feature].dtypes=='O']\n",
    "\n",
    "for feature in features_nan:\n",
    "    print(\"{}: {}% missing values\".format(feature,np.round(dataset[feature].isnull().mean(),4)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Alley           0\n",
       "MasVnrType      0\n",
       "BsmtQual        0\n",
       "BsmtCond        0\n",
       "BsmtExposure    0\n",
       "BsmtFinType1    0\n",
       "BsmtFinType2    0\n",
       "FireplaceQu     0\n",
       "GarageType      0\n",
       "GarageFinish    0\n",
       "GarageQual      0\n",
       "GarageCond      0\n",
       "PoolQC          0\n",
       "Fence           0\n",
       "MiscFeature     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Replace missing value with a new label\n",
    "def replace_cat_feature(dataset,features_nan):\n",
    "    data=dataset.copy()\n",
    "    data[features_nan]=data[features_nan].fillna('Missing')\n",
    "    return data\n",
    "\n",
    "dataset=replace_cat_feature(dataset,features_nan)\n",
    "\n",
    "dataset[features_nan].isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2003</td>\n",
       "      <td>2003</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>196.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>706</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>856</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>856</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>1710</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>548</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Veenker</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>1976</td>\n",
       "      <td>1976</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>978</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>284</td>\n",
       "      <td>1262</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>460</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2001</td>\n",
       "      <td>2002</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>486</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>434</td>\n",
       "      <td>920</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>920</td>\n",
       "      <td>866</td>\n",
       "      <td>0</td>\n",
       "      <td>1786</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>608</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1915</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>216</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>540</td>\n",
       "      <td>756</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>961</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>1717</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>3</td>\n",
       "      <td>642</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NoRidge</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>350.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>655</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>490</td>\n",
       "      <td>1145</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1145</td>\n",
       "      <td>1053</td>\n",
       "      <td>0</td>\n",
       "      <td>2198</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>836</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>192</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass MSZoning  LotFrontage  LotArea Street    Alley LotShape  \\\n",
       "0   1          60       RL         65.0     8450   Pave  Missing      Reg   \n",
       "1   2          20       RL         80.0     9600   Pave  Missing      Reg   \n",
       "2   3          60       RL         68.0    11250   Pave  Missing      IR1   \n",
       "3   4          70       RL         60.0     9550   Pave  Missing      IR1   \n",
       "4   5          60       RL         84.0    14260   Pave  Missing      IR1   \n",
       "\n",
       "  LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
       "0         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "1         Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
       "2         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "3         Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
       "4         Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
       "\n",
       "  Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "0       Norm     1Fam     2Story            7            5       2003   \n",
       "1       Norm     1Fam     1Story            6            8       1976   \n",
       "2       Norm     1Fam     2Story            7            5       2001   \n",
       "3       Norm     1Fam     2Story            7            5       1915   \n",
       "4       Norm     1Fam     2Story            8            5       2000   \n",
       "\n",
       "   YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
       "0          2003     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "1          1976     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "2          2002     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "3          1970     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
       "4          2000     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "\n",
       "   MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
       "0       196.0        Gd        TA      PConc       Gd       TA           No   \n",
       "1         0.0        TA        TA     CBlock       Gd       TA           Gd   \n",
       "2       162.0        Gd        TA      PConc       Gd       TA           Mn   \n",
       "3         0.0        TA        TA     BrkTil       TA       Gd           No   \n",
       "4       350.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "\n",
       "  BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "0          GLQ         706          Unf           0        150          856   \n",
       "1          ALQ         978          Unf           0        284         1262   \n",
       "2          GLQ         486          Unf           0        434          920   \n",
       "3          ALQ         216          Unf           0        540          756   \n",
       "4          GLQ         655          Unf           0        490         1145   \n",
       "\n",
       "  Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  \\\n",
       "0    GasA        Ex          Y      SBrkr       856       854             0   \n",
       "1    GasA        Ex          Y      SBrkr      1262         0             0   \n",
       "2    GasA        Ex          Y      SBrkr       920       866             0   \n",
       "3    GasA        Gd          Y      SBrkr       961       756             0   \n",
       "4    GasA        Ex          Y      SBrkr      1145      1053             0   \n",
       "\n",
       "   GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  \\\n",
       "0       1710             1             0         2         1             3   \n",
       "1       1262             0             1         2         0             3   \n",
       "2       1786             1             0         2         1             3   \n",
       "3       1717             1             0         1         0             3   \n",
       "4       2198             1             0         2         1             4   \n",
       "\n",
       "   KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu  \\\n",
       "0             1          Gd             8        Typ           0     Missing   \n",
       "1             1          TA             6        Typ           1          TA   \n",
       "2             1          Gd             6        Typ           1          TA   \n",
       "3             1          Gd             7        Typ           1          Gd   \n",
       "4             1          Gd             9        Typ           1          TA   \n",
       "\n",
       "  GarageType  GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual  \\\n",
       "0     Attchd       2003.0          RFn           2         548         TA   \n",
       "1     Attchd       1976.0          RFn           2         460         TA   \n",
       "2     Attchd       2001.0          RFn           2         608         TA   \n",
       "3     Detchd       1998.0          Unf           3         642         TA   \n",
       "4     Attchd       2000.0          RFn           3         836         TA   \n",
       "\n",
       "  GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  \\\n",
       "0         TA          Y           0           61              0          0   \n",
       "1         TA          Y         298            0              0          0   \n",
       "2         TA          Y           0           42              0          0   \n",
       "3         TA          Y           0           35            272          0   \n",
       "4         TA          Y         192           84              0          0   \n",
       "\n",
       "   ScreenPorch  PoolArea   PoolQC    Fence MiscFeature  MiscVal  MoSold  \\\n",
       "0            0         0  Missing  Missing     Missing        0       2   \n",
       "1            0         0  Missing  Missing     Missing        0       5   \n",
       "2            0         0  Missing  Missing     Missing        0       9   \n",
       "3            0         0  Missing  Missing     Missing        0       2   \n",
       "4            0         0  Missing  Missing     Missing        0      12   \n",
       "\n",
       "   YrSold SaleType SaleCondition  SalePrice  \n",
       "0    2008       WD        Normal     208500  \n",
       "1    2007       WD        Normal     181500  \n",
       "2    2008       WD        Normal     223500  \n",
       "3    2006       WD       Abnorml     140000  \n",
       "4    2008       WD        Normal     250000  "
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LotFrontage: 0.1774% missing value\n",
      "MasVnrArea: 0.0055% missing value\n",
      "GarageYrBlt: 0.0555% missing value\n"
     ]
    }
   ],
   "source": [
    "## Now lets check for numerical variables the contains missing values\n",
    "numerical_with_nan=[feature for feature in dataset.columns if dataset[feature].isnull().sum()>1 and dataset[feature].dtypes!='O']\n",
    "\n",
    "## We will print the numerical nan variables and percentage of missing values\n",
    "\n",
    "for feature in numerical_with_nan:\n",
    "    print(\"{}: {}% missing value\".format(feature,np.around(dataset[feature].isnull().mean(),4)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LotFrontage    0\n",
       "MasVnrArea     0\n",
       "GarageYrBlt    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Replacing the numerical Missing Values\n",
    "\n",
    "for feature in numerical_with_nan:\n",
    "    ## We will replace by using median since there are outliers\n",
    "    median_value=dataset[feature].median()\n",
    "    \n",
    "    ## create a new feature to capture nan values\n",
    "    dataset[feature+'nan']=np.where(dataset[feature].isnull(),1,0)\n",
    "    dataset[feature].fillna(median_value,inplace=True)\n",
    "    \n",
    "dataset[numerical_with_nan].isnull().sum()\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>LotFrontagenan</th>\n",
       "      <th>MasVnrAreanan</th>\n",
       "      <th>GarageYrBltnan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2003</td>\n",
       "      <td>2003</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>196.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>706</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>856</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>856</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>1710</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>548</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Veenker</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>1976</td>\n",
       "      <td>1976</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>978</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>284</td>\n",
       "      <td>1262</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>460</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2001</td>\n",
       "      <td>2002</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>486</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>434</td>\n",
       "      <td>920</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>920</td>\n",
       "      <td>866</td>\n",
       "      <td>0</td>\n",
       "      <td>1786</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>608</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1915</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>216</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>540</td>\n",
       "      <td>756</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>961</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>1717</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>3</td>\n",
       "      <td>642</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NoRidge</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>350.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>655</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>490</td>\n",
       "      <td>1145</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1145</td>\n",
       "      <td>1053</td>\n",
       "      <td>0</td>\n",
       "      <td>2198</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>836</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>192</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>50</td>\n",
       "      <td>RL</td>\n",
       "      <td>85.0</td>\n",
       "      <td>14115</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>1.5Fin</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1993</td>\n",
       "      <td>1995</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Wood</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>732</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>796</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>796</td>\n",
       "      <td>566</td>\n",
       "      <td>0</td>\n",
       "      <td>1362</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>480</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>40</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>320</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Shed</td>\n",
       "      <td>700</td>\n",
       "      <td>10</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>143000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>75.0</td>\n",
       "      <td>10084</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>1Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2004</td>\n",
       "      <td>2005</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>186.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>1369</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>317</td>\n",
       "      <td>1686</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1694</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1694</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>636</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>255</td>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>307000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>69.0</td>\n",
       "      <td>10382</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NWAmes</td>\n",
       "      <td>PosN</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>1973</td>\n",
       "      <td>1973</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>Stone</td>\n",
       "      <td>240.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>859</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>32</td>\n",
       "      <td>216</td>\n",
       "      <td>1107</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1107</td>\n",
       "      <td>983</td>\n",
       "      <td>0</td>\n",
       "      <td>2090</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>484</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>235</td>\n",
       "      <td>204</td>\n",
       "      <td>228</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Shed</td>\n",
       "      <td>350</td>\n",
       "      <td>11</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>200000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>50</td>\n",
       "      <td>RM</td>\n",
       "      <td>51.0</td>\n",
       "      <td>6120</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>OldTown</td>\n",
       "      <td>Artery</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1.5Fin</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1931</td>\n",
       "      <td>1950</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>952</td>\n",
       "      <td>952</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>FuseF</td>\n",
       "      <td>1022</td>\n",
       "      <td>752</td>\n",
       "      <td>0</td>\n",
       "      <td>1774</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>8</td>\n",
       "      <td>Min1</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1931.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>468</td>\n",
       "      <td>Fa</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>205</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>129900</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>190</td>\n",
       "      <td>RL</td>\n",
       "      <td>50.0</td>\n",
       "      <td>7420</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>BrkSide</td>\n",
       "      <td>Artery</td>\n",
       "      <td>Artery</td>\n",
       "      <td>2fmCon</td>\n",
       "      <td>1.5Unf</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1939</td>\n",
       "      <td>1950</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>851</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>140</td>\n",
       "      <td>991</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1077</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1077</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1939.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>1</td>\n",
       "      <td>205</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>118000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>70.0</td>\n",
       "      <td>11200</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Sawyer</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>1965</td>\n",
       "      <td>1965</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
       "      <td>906</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>134</td>\n",
       "      <td>1040</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1040</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1040</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>384</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>129500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>85.0</td>\n",
       "      <td>11924</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NridgHt</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</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>WdShing</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>Stone</td>\n",
       "      <td>286.0</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>998</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>177</td>\n",
       "      <td>1175</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1182</td>\n",
       "      <td>1142</td>\n",
       "      <td>0</td>\n",
       "      <td>2324</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Ex</td>\n",
       "      <td>11</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>Gd</td>\n",
       "      <td>BuiltIn</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>3</td>\n",
       "      <td>736</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>147</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2006</td>\n",
       "      <td>New</td>\n",
       "      <td>Partial</td>\n",
       "      <td>345000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>69.0</td>\n",
       "      <td>12968</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR2</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Sawyer</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>1962</td>\n",
       "      <td>1962</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>737</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>175</td>\n",
       "      <td>912</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>912</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>912</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1962.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>352</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>144000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>91.0</td>\n",
       "      <td>10652</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2006</td>\n",
       "      <td>2007</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>306.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1494</td>\n",
       "      <td>1494</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1494</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1494</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>840</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>160</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2007</td>\n",
       "      <td>New</td>\n",
       "      <td>Partial</td>\n",
       "      <td>279500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>69.0</td>\n",
       "      <td>10920</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>212.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>733</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>520</td>\n",
       "      <td>1253</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1253</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1253</td>\n",
       "      <td>1</td>\n",
       "      <td>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>1</td>\n",
       "      <td>Fa</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>1</td>\n",
       "      <td>352</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>213</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>GdWo</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>157000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>45</td>\n",
       "      <td>RM</td>\n",
       "      <td>51.0</td>\n",
       "      <td>6120</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>BrkSide</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1.5Unf</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>1929</td>\n",
       "      <td>2001</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>FuseA</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>576</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>48</td>\n",
       "      <td>112</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>GdPrv</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>132000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>69.0</td>\n",
       "      <td>11241</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>CulDSac</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>180.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>578</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>426</td>\n",
       "      <td>1004</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1004</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1004</td>\n",
       "      <td>1</td>\n",
       "      <td>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>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2</td>\n",
       "      <td>480</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Shed</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",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>90</td>\n",
       "      <td>RL</td>\n",
       "      <td>72.0</td>\n",
       "      <td>10791</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Sawyer</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>1Story</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1967</td>\n",
       "      <td>1967</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1296</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1296</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>CarPort</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>516</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Shed</td>\n",
       "      <td>500</td>\n",
       "      <td>10</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>90000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>66.0</td>\n",
       "      <td>13695</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>SawyerW</td>\n",
       "      <td>RRAe</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>646</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>468</td>\n",
       "      <td>1114</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1114</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1114</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>576</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>102</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>159000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>70.0</td>\n",
       "      <td>7560</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>1958</td>\n",
       "      <td>1965</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>LwQ</td>\n",
       "      <td>504</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>525</td>\n",
       "      <td>1029</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1339</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1339</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Min1</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1958.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>294</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2009</td>\n",
       "      <td>COD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>139000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>101.0</td>\n",
       "      <td>14215</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NridgHt</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>2005</td>\n",
       "      <td>2006</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>380.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1158</td>\n",
       "      <td>1158</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1158</td>\n",
       "      <td>1218</td>\n",
       "      <td>0</td>\n",
       "      <td>2376</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>BuiltIn</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>853</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>240</td>\n",
       "      <td>154</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2006</td>\n",
       "      <td>New</td>\n",
       "      <td>Partial</td>\n",
       "      <td>325300</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>45</td>\n",
       "      <td>RM</td>\n",
       "      <td>57.0</td>\n",
       "      <td>7449</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Grvl</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Bnk</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>IDOTRR</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1.5Unf</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>1930</td>\n",
       "      <td>1950</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>637</td>\n",
       "      <td>637</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>FuseF</td>\n",
       "      <td>1108</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1108</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>280</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>N</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>205</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>GdPrv</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>139400</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>75.0</td>\n",
       "      <td>9742</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2002</td>\n",
       "      <td>2002</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>281.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1777</td>\n",
       "      <td>1777</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1795</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1795</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>534</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>171</td>\n",
       "      <td>159</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>230000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>120</td>\n",
       "      <td>RM</td>\n",
       "      <td>44.0</td>\n",
       "      <td>4224</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>1976</td>\n",
       "      <td>1976</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>840</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>200</td>\n",
       "      <td>1040</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1060</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1060</td>\n",
       "      <td>1</td>\n",
       "      <td>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>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>572</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>100</td>\n",
       "      <td>110</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>129900</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>69.0</td>\n",
       "      <td>8246</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Sawyer</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>1968</td>\n",
       "      <td>2001</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>Rec</td>\n",
       "      <td>188</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>668</td>\n",
       "      <td>204</td>\n",
       "      <td>1060</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1060</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1060</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>270</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>406</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>154000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>110.0</td>\n",
       "      <td>14230</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NridgHt</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>2007</td>\n",
       "      <td>2007</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>640.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1566</td>\n",
       "      <td>1566</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1600</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1600</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>890</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>256300</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>7200</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>5</td>\n",
       "      <td>7</td>\n",
       "      <td>1951</td>\n",
       "      <td>2000</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>234</td>\n",
       "      <td>Rec</td>\n",
       "      <td>486</td>\n",
       "      <td>180</td>\n",
       "      <td>900</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>900</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>900</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>576</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>222</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>134800</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>98.0</td>\n",
       "      <td>11478</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NridgHt</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>2007</td>\n",
       "      <td>2008</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>1218</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>486</td>\n",
       "      <td>1704</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1704</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1704</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>772</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>306000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>47.0</td>\n",
       "      <td>16321</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>1957</td>\n",
       "      <td>1997</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>1277</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>207</td>\n",
       "      <td>1484</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1600</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1600</td>\n",
       "      <td>1</td>\n",
       "      <td>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>2</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1957.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>1</td>\n",
       "      <td>319</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>288</td>\n",
       "      <td>258</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>207500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>RM</td>\n",
       "      <td>60.0</td>\n",
       "      <td>6324</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>BrkSide</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>RRNn</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>1927</td>\n",
       "      <td>1950</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>520</td>\n",
       "      <td>520</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Fa</td>\n",
       "      <td>N</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>520</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>520</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Fa</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1920.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>240</td>\n",
       "      <td>Fa</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>87</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>68500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>70</td>\n",
       "      <td>C (all)</td>\n",
       "      <td>50.0</td>\n",
       "      <td>8500</td>\n",
       "      <td>Pave</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>IDOTRR</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1920</td>\n",
       "      <td>1950</td>\n",
       "      <td>Gambrel</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Fa</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>649</td>\n",
       "      <td>649</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>N</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>649</td>\n",
       "      <td>668</td>\n",
       "      <td>0</td>\n",
       "      <td>1317</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1920.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>250</td>\n",
       "      <td>TA</td>\n",
       "      <td>Fa</td>\n",
       "      <td>N</td>\n",
       "      <td>0</td>\n",
       "      <td>54</td>\n",
       "      <td>172</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>40000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>69.0</td>\n",
       "      <td>8544</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>CulDSac</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Sawyer</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>1966</td>\n",
       "      <td>2006</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1228</td>\n",
       "      <td>1228</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1228</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1228</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>271</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>149350</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>85.0</td>\n",
       "      <td>11049</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</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>2007</td>\n",
       "      <td>2007</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1234</td>\n",
       "      <td>1234</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1234</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1234</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>484</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>179900</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>70.0</td>\n",
       "      <td>10552</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</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>5</td>\n",
       "      <td>1959</td>\n",
       "      <td>1959</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
       "      <td>1018</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>380</td>\n",
       "      <td>1398</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1700</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1700</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1959.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>447</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>165500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>120</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>7313</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NridgHt</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>1Story</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>246.0</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>1153</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>408</td>\n",
       "      <td>1561</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1561</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1561</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Ex</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2</td>\n",
       "      <td>556</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>203</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>277500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>108.0</td>\n",
       "      <td>13418</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NridgHt</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>2004</td>\n",
       "      <td>2005</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>132.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1117</td>\n",
       "      <td>1117</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1132</td>\n",
       "      <td>1320</td>\n",
       "      <td>0</td>\n",
       "      <td>2452</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>BuiltIn</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>3</td>\n",
       "      <td>691</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>113</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>309000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>112.0</td>\n",
       "      <td>10859</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</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>1994</td>\n",
       "      <td>1995</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1097</td>\n",
       "      <td>1097</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1097</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1097</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>672</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>392</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>145000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>74.0</td>\n",
       "      <td>8532</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>1954</td>\n",
       "      <td>1990</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>650.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
       "      <td>1213</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>84</td>\n",
       "      <td>1297</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1297</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1297</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1954.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2</td>\n",
       "      <td>498</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>153000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>7922</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>7</td>\n",
       "      <td>1953</td>\n",
       "      <td>2007</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>731</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>326</td>\n",
       "      <td>1057</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1057</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1057</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1953.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>246</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>109000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>90</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>6040</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Edwards</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>1Story</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1955</td>\n",
       "      <td>1955</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>AsbShng</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>N</td>\n",
       "      <td>FuseP</td>\n",
       "      <td>1152</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1152</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Fa</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>N</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>AdjLand</td>\n",
       "      <td>82000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>8658</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1965</td>\n",
       "      <td>1965</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>101.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
       "      <td>643</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>445</td>\n",
       "      <td>1088</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1324</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1324</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>440</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>138</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>GdWo</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>160000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>115.0</td>\n",
       "      <td>16905</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1959</td>\n",
       "      <td>1959</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>967</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>383</td>\n",
       "      <td>1350</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1328</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1328</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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>2</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1959.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>1</td>\n",
       "      <td>308</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>P</td>\n",
       "      <td>0</td>\n",
       "      <td>104</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>170000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>85</td>\n",
       "      <td>RL</td>\n",
       "      <td>69.0</td>\n",
       "      <td>9180</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>CulDSac</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>SawyerW</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>SFoyer</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>1983</td>\n",
       "      <td>1983</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>747</td>\n",
       "      <td>LwQ</td>\n",
       "      <td>93</td>\n",
       "      <td>0</td>\n",
       "      <td>840</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>884</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>884</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1983.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>504</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</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>Missing</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>144000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>69.0</td>\n",
       "      <td>9200</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>CulDSac</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</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>1975</td>\n",
       "      <td>1980</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>LwQ</td>\n",
       "      <td>280</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>491</td>\n",
       "      <td>167</td>\n",
       "      <td>938</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>938</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>938</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>308</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>145</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>130250</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>70.0</td>\n",
       "      <td>7945</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>1959</td>\n",
       "      <td>1959</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>179</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>506</td>\n",
       "      <td>465</td>\n",
       "      <td>1150</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>FuseA</td>\n",
       "      <td>1150</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1150</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1959.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>1</td>\n",
       "      <td>300</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>141000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>120</td>\n",
       "      <td>RL</td>\n",
       "      <td>61.0</td>\n",
       "      <td>7658</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NridgHt</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>1Story</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>412.0</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>456</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1296</td>\n",
       "      <td>1752</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1752</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1752</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Ex</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>576</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>196</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>319900</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>50</td>\n",
       "      <td>RL</td>\n",
       "      <td>48.0</td>\n",
       "      <td>12822</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>1.5Fin</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2003</td>\n",
       "      <td>2003</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>1351</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>83</td>\n",
       "      <td>1434</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1518</td>\n",
       "      <td>631</td>\n",
       "      <td>0</td>\n",
       "      <td>2149</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>670</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>168</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>198</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>239686</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>20</td>\n",
       "      <td>FV</td>\n",
       "      <td>84.0</td>\n",
       "      <td>11096</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>1Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>24</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1632</td>\n",
       "      <td>1656</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1656</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1656</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>826</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>146</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>249700</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>190</td>\n",
       "      <td>RM</td>\n",
       "      <td>33.0</td>\n",
       "      <td>4456</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>OldTown</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>2fmCon</td>\n",
       "      <td>2Story</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1920</td>\n",
       "      <td>2008</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>736</td>\n",
       "      <td>736</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>736</td>\n",
       "      <td>716</td>\n",
       "      <td>0</td>\n",
       "      <td>1452</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>TA</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>N</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>102</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2009</td>\n",
       "      <td>New</td>\n",
       "      <td>Partial</td>\n",
       "      <td>113000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>66.0</td>\n",
       "      <td>7742</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Sawyer</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>1966</td>\n",
       "      <td>1966</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>763</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>192</td>\n",
       "      <td>955</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>955</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>955</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1966.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>386</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>127000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Id  MSSubClass MSZoning  LotFrontage  LotArea Street    Alley LotShape  \\\n",
       "0    1          60       RL         65.0     8450   Pave  Missing      Reg   \n",
       "1    2          20       RL         80.0     9600   Pave  Missing      Reg   \n",
       "2    3          60       RL         68.0    11250   Pave  Missing      IR1   \n",
       "3    4          70       RL         60.0     9550   Pave  Missing      IR1   \n",
       "4    5          60       RL         84.0    14260   Pave  Missing      IR1   \n",
       "5    6          50       RL         85.0    14115   Pave  Missing      IR1   \n",
       "6    7          20       RL         75.0    10084   Pave  Missing      Reg   \n",
       "7    8          60       RL         69.0    10382   Pave  Missing      IR1   \n",
       "8    9          50       RM         51.0     6120   Pave  Missing      Reg   \n",
       "9   10         190       RL         50.0     7420   Pave  Missing      Reg   \n",
       "10  11          20       RL         70.0    11200   Pave  Missing      Reg   \n",
       "11  12          60       RL         85.0    11924   Pave  Missing      IR1   \n",
       "12  13          20       RL         69.0    12968   Pave  Missing      IR2   \n",
       "13  14          20       RL         91.0    10652   Pave  Missing      IR1   \n",
       "14  15          20       RL         69.0    10920   Pave  Missing      IR1   \n",
       "15  16          45       RM         51.0     6120   Pave  Missing      Reg   \n",
       "16  17          20       RL         69.0    11241   Pave  Missing      IR1   \n",
       "17  18          90       RL         72.0    10791   Pave  Missing      Reg   \n",
       "18  19          20       RL         66.0    13695   Pave  Missing      Reg   \n",
       "19  20          20       RL         70.0     7560   Pave  Missing      Reg   \n",
       "20  21          60       RL        101.0    14215   Pave  Missing      IR1   \n",
       "21  22          45       RM         57.0     7449   Pave     Grvl      Reg   \n",
       "22  23          20       RL         75.0     9742   Pave  Missing      Reg   \n",
       "23  24         120       RM         44.0     4224   Pave  Missing      Reg   \n",
       "24  25          20       RL         69.0     8246   Pave  Missing      IR1   \n",
       "25  26          20       RL        110.0    14230   Pave  Missing      Reg   \n",
       "26  27          20       RL         60.0     7200   Pave  Missing      Reg   \n",
       "27  28          20       RL         98.0    11478   Pave  Missing      Reg   \n",
       "28  29          20       RL         47.0    16321   Pave  Missing      IR1   \n",
       "29  30          30       RM         60.0     6324   Pave  Missing      IR1   \n",
       "30  31          70  C (all)         50.0     8500   Pave     Pave      Reg   \n",
       "31  32          20       RL         69.0     8544   Pave  Missing      IR1   \n",
       "32  33          20       RL         85.0    11049   Pave  Missing      Reg   \n",
       "33  34          20       RL         70.0    10552   Pave  Missing      IR1   \n",
       "34  35         120       RL         60.0     7313   Pave  Missing      Reg   \n",
       "35  36          60       RL        108.0    13418   Pave  Missing      Reg   \n",
       "36  37          20       RL        112.0    10859   Pave  Missing      Reg   \n",
       "37  38          20       RL         74.0     8532   Pave  Missing      Reg   \n",
       "38  39          20       RL         68.0     7922   Pave  Missing      Reg   \n",
       "39  40          90       RL         65.0     6040   Pave  Missing      Reg   \n",
       "40  41          20       RL         84.0     8658   Pave  Missing      Reg   \n",
       "41  42          20       RL        115.0    16905   Pave  Missing      Reg   \n",
       "42  43          85       RL         69.0     9180   Pave  Missing      IR1   \n",
       "43  44          20       RL         69.0     9200   Pave  Missing      IR1   \n",
       "44  45          20       RL         70.0     7945   Pave  Missing      Reg   \n",
       "45  46         120       RL         61.0     7658   Pave  Missing      Reg   \n",
       "46  47          50       RL         48.0    12822   Pave  Missing      IR1   \n",
       "47  48          20       FV         84.0    11096   Pave  Missing      Reg   \n",
       "48  49         190       RM         33.0     4456   Pave  Missing      Reg   \n",
       "49  50          20       RL         66.0     7742   Pave  Missing      Reg   \n",
       "\n",
       "   LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
       "0          Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "1          Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
       "2          Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "3          Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
       "4          Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
       "5          Lvl    AllPub    Inside       Gtl      Mitchel       Norm   \n",
       "6          Lvl    AllPub    Inside       Gtl      Somerst       Norm   \n",
       "7          Lvl    AllPub    Corner       Gtl       NWAmes       PosN   \n",
       "8          Lvl    AllPub    Inside       Gtl      OldTown     Artery   \n",
       "9          Lvl    AllPub    Corner       Gtl      BrkSide     Artery   \n",
       "10         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "11         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "12         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "13         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "14         Lvl    AllPub    Corner       Gtl        NAmes       Norm   \n",
       "15         Lvl    AllPub    Corner       Gtl      BrkSide       Norm   \n",
       "16         Lvl    AllPub   CulDSac       Gtl        NAmes       Norm   \n",
       "17         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "18         Lvl    AllPub    Inside       Gtl      SawyerW       RRAe   \n",
       "19         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "20         Lvl    AllPub    Corner       Gtl      NridgHt       Norm   \n",
       "21         Bnk    AllPub    Inside       Gtl       IDOTRR       Norm   \n",
       "22         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "23         Lvl    AllPub    Inside       Gtl      MeadowV       Norm   \n",
       "24         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "25         Lvl    AllPub    Corner       Gtl      NridgHt       Norm   \n",
       "26         Lvl    AllPub    Corner       Gtl        NAmes       Norm   \n",
       "27         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "28         Lvl    AllPub   CulDSac       Gtl        NAmes       Norm   \n",
       "29         Lvl    AllPub    Inside       Gtl      BrkSide      Feedr   \n",
       "30         Lvl    AllPub    Inside       Gtl       IDOTRR      Feedr   \n",
       "31         Lvl    AllPub   CulDSac       Gtl       Sawyer       Norm   \n",
       "32         Lvl    AllPub    Corner       Gtl      CollgCr       Norm   \n",
       "33         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "34         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "35         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "36         Lvl    AllPub    Corner       Gtl      CollgCr       Norm   \n",
       "37         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "38         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "39         Lvl    AllPub    Inside       Gtl      Edwards       Norm   \n",
       "40         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "41         Lvl    AllPub    Inside       Gtl       Timber       Norm   \n",
       "42         Lvl    AllPub   CulDSac       Gtl      SawyerW       Norm   \n",
       "43         Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm   \n",
       "44         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "45         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "46         Lvl    AllPub   CulDSac       Gtl      Mitchel       Norm   \n",
       "47         Lvl    AllPub    Inside       Gtl      Somerst       Norm   \n",
       "48         Lvl    AllPub    Inside       Gtl      OldTown       Norm   \n",
       "49         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "\n",
       "   Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "0        Norm     1Fam     2Story            7            5       2003   \n",
       "1        Norm     1Fam     1Story            6            8       1976   \n",
       "2        Norm     1Fam     2Story            7            5       2001   \n",
       "3        Norm     1Fam     2Story            7            5       1915   \n",
       "4        Norm     1Fam     2Story            8            5       2000   \n",
       "5        Norm     1Fam     1.5Fin            5            5       1993   \n",
       "6        Norm     1Fam     1Story            8            5       2004   \n",
       "7        Norm     1Fam     2Story            7            6       1973   \n",
       "8        Norm     1Fam     1.5Fin            7            5       1931   \n",
       "9      Artery   2fmCon     1.5Unf            5            6       1939   \n",
       "10       Norm     1Fam     1Story            5            5       1965   \n",
       "11       Norm     1Fam     2Story            9            5       2005   \n",
       "12       Norm     1Fam     1Story            5            6       1962   \n",
       "13       Norm     1Fam     1Story            7            5       2006   \n",
       "14       Norm     1Fam     1Story            6            5       1960   \n",
       "15       Norm     1Fam     1.5Unf            7            8       1929   \n",
       "16       Norm     1Fam     1Story            6            7       1970   \n",
       "17       Norm   Duplex     1Story            4            5       1967   \n",
       "18       Norm     1Fam     1Story            5            5       2004   \n",
       "19       Norm     1Fam     1Story            5            6       1958   \n",
       "20       Norm     1Fam     2Story            8            5       2005   \n",
       "21       Norm     1Fam     1.5Unf            7            7       1930   \n",
       "22       Norm     1Fam     1Story            8            5       2002   \n",
       "23       Norm   TwnhsE     1Story            5            7       1976   \n",
       "24       Norm     1Fam     1Story            5            8       1968   \n",
       "25       Norm     1Fam     1Story            8            5       2007   \n",
       "26       Norm     1Fam     1Story            5            7       1951   \n",
       "27       Norm     1Fam     1Story            8            5       2007   \n",
       "28       Norm     1Fam     1Story            5            6       1957   \n",
       "29       RRNn     1Fam     1Story            4            6       1927   \n",
       "30       Norm     1Fam     2Story            4            4       1920   \n",
       "31       Norm     1Fam     1Story            5            6       1966   \n",
       "32       Norm     1Fam     1Story            8            5       2007   \n",
       "33       Norm     1Fam     1Story            5            5       1959   \n",
       "34       Norm   TwnhsE     1Story            9            5       2005   \n",
       "35       Norm     1Fam     2Story            8            5       2004   \n",
       "36       Norm     1Fam     1Story            5            5       1994   \n",
       "37       Norm     1Fam     1Story            5            6       1954   \n",
       "38       Norm     1Fam     1Story            5            7       1953   \n",
       "39       Norm   Duplex     1Story            4            5       1955   \n",
       "40       Norm     1Fam     1Story            6            5       1965   \n",
       "41       Norm     1Fam     1Story            5            6       1959   \n",
       "42       Norm     1Fam     SFoyer            5            7       1983   \n",
       "43       Norm     1Fam     1Story            5            6       1975   \n",
       "44       Norm     1Fam     1Story            5            6       1959   \n",
       "45       Norm   TwnhsE     1Story            9            5       2005   \n",
       "46       Norm     1Fam     1.5Fin            7            5       2003   \n",
       "47       Norm     1Fam     1Story            8            5       2006   \n",
       "48       Norm   2fmCon     2Story            4            5       1920   \n",
       "49       Norm     1Fam     1Story            5            7       1966   \n",
       "\n",
       "    YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
       "0           2003     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "1           1976     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "2           2002     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "3           1970     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
       "4           2000     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "5           1995     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "6           2005     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "7           1973     Gable  CompShg     HdBoard     HdBoard      Stone   \n",
       "8           1950     Gable  CompShg     BrkFace     Wd Shng       None   \n",
       "9           1950     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "10          1965       Hip  CompShg     HdBoard     HdBoard       None   \n",
       "11          2006       Hip  CompShg     WdShing     Wd Shng      Stone   \n",
       "12          1962       Hip  CompShg     HdBoard     Plywood       None   \n",
       "13          2007     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "14          1960       Hip  CompShg     MetalSd     MetalSd    BrkFace   \n",
       "15          2001     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "16          1970     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace   \n",
       "17          1967     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "18          2004     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "19          1965       Hip  CompShg     BrkFace     Plywood       None   \n",
       "20          2006     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "21          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "22          2002       Hip  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "23          1976     Gable  CompShg     CemntBd     CmentBd       None   \n",
       "24          2001     Gable  CompShg     Plywood     Plywood       None   \n",
       "25          2007     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "26          2000     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "27          2008     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "28          1997     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "29          1950     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "30          1950   Gambrel  CompShg     BrkFace     BrkFace       None   \n",
       "31          2006     Gable  CompShg     HdBoard     HdBoard       None   \n",
       "32          2007     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "33          1959       Hip  CompShg     BrkFace     BrkFace       None   \n",
       "34          2005       Hip  CompShg     MetalSd     MetalSd    BrkFace   \n",
       "35          2005     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "36          1995     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "37          1990       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace   \n",
       "38          2007     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "39          1955     Gable  CompShg     AsbShng     Plywood       None   \n",
       "40          1965     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace   \n",
       "41          1959     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "42          1983     Gable  CompShg     HdBoard     HdBoard       None   \n",
       "43          1980       Hip  CompShg     VinylSd     VinylSd       None   \n",
       "44          1959     Gable  CompShg     BrkFace     Wd Sdng       None   \n",
       "45          2005       Hip  CompShg     MetalSd     MetalSd    BrkFace   \n",
       "46          2003     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "47          2006     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "48          2008     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "49          1966     Gable  CompShg     HdBoard     HdBoard       None   \n",
       "\n",
       "    MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
       "0        196.0        Gd        TA      PConc       Gd       TA           No   \n",
       "1          0.0        TA        TA     CBlock       Gd       TA           Gd   \n",
       "2        162.0        Gd        TA      PConc       Gd       TA           Mn   \n",
       "3          0.0        TA        TA     BrkTil       TA       Gd           No   \n",
       "4        350.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "5          0.0        TA        TA       Wood       Gd       TA           No   \n",
       "6        186.0        Gd        TA      PConc       Ex       TA           Av   \n",
       "7        240.0        TA        TA     CBlock       Gd       TA           Mn   \n",
       "8          0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "9          0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "10         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "11       286.0        Ex        TA      PConc       Ex       TA           No   \n",
       "12         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "13       306.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "14       212.0        TA        TA     CBlock       TA       TA           No   \n",
       "15         0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "16       180.0        TA        TA     CBlock       TA       TA           No   \n",
       "17         0.0        TA        TA       Slab  Missing  Missing      Missing   \n",
       "18         0.0        TA        TA      PConc       TA       TA           No   \n",
       "19         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "20       380.0        Gd        TA      PConc       Ex       TA           Av   \n",
       "21         0.0        TA        TA      PConc       TA       TA           No   \n",
       "22       281.0        Gd        TA      PConc       Gd       TA           No   \n",
       "23         0.0        TA        TA      PConc       Gd       TA           No   \n",
       "24         0.0        TA        Gd     CBlock       TA       TA           Mn   \n",
       "25       640.0        Gd        TA      PConc       Gd       TA           No   \n",
       "26         0.0        TA        TA     CBlock       TA       TA           Mn   \n",
       "27       200.0        Gd        TA      PConc       Ex       TA           No   \n",
       "28         0.0        TA        TA     CBlock       TA       TA           Gd   \n",
       "29         0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "30         0.0        TA        Fa     BrkTil       TA       TA           No   \n",
       "31         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "32         0.0        Gd        TA      PConc       Ex       TA           Av   \n",
       "33         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "34       246.0        Ex        TA      PConc       Ex       TA           No   \n",
       "35       132.0        Gd        TA      PConc       Ex       TA           Av   \n",
       "36         0.0        TA        TA      PConc       Gd       TA           No   \n",
       "37       650.0        TA        TA     CBlock       TA       TA           No   \n",
       "38         0.0        TA        Gd     CBlock       TA       TA           No   \n",
       "39         0.0        TA        TA      PConc  Missing  Missing      Missing   \n",
       "40       101.0        TA        TA     CBlock       TA       TA           No   \n",
       "41         0.0        TA        Gd     CBlock       TA       TA           Gd   \n",
       "42         0.0        TA        TA     CBlock       Gd       TA           Av   \n",
       "43         0.0        TA        TA     CBlock       Gd       TA           Av   \n",
       "44         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "45       412.0        Ex        TA      PConc       Ex       TA           No   \n",
       "46         0.0        Gd        TA      PConc       Ex       TA           No   \n",
       "47         0.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "48         0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "49         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "\n",
       "   BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "0           GLQ         706          Unf           0        150          856   \n",
       "1           ALQ         978          Unf           0        284         1262   \n",
       "2           GLQ         486          Unf           0        434          920   \n",
       "3           ALQ         216          Unf           0        540          756   \n",
       "4           GLQ         655          Unf           0        490         1145   \n",
       "5           GLQ         732          Unf           0         64          796   \n",
       "6           GLQ        1369          Unf           0        317         1686   \n",
       "7           ALQ         859          BLQ          32        216         1107   \n",
       "8           Unf           0          Unf           0        952          952   \n",
       "9           GLQ         851          Unf           0        140          991   \n",
       "10          Rec         906          Unf           0        134         1040   \n",
       "11          GLQ         998          Unf           0        177         1175   \n",
       "12          ALQ         737          Unf           0        175          912   \n",
       "13          Unf           0          Unf           0       1494         1494   \n",
       "14          BLQ         733          Unf           0        520         1253   \n",
       "15          Unf           0          Unf           0        832          832   \n",
       "16          ALQ         578          Unf           0        426         1004   \n",
       "17      Missing           0      Missing           0          0            0   \n",
       "18          GLQ         646          Unf           0        468         1114   \n",
       "19          LwQ         504          Unf           0        525         1029   \n",
       "20          Unf           0          Unf           0       1158         1158   \n",
       "21          Unf           0          Unf           0        637          637   \n",
       "22          Unf           0          Unf           0       1777         1777   \n",
       "23          GLQ         840          Unf           0        200         1040   \n",
       "24          Rec         188          ALQ         668        204         1060   \n",
       "25          Unf           0          Unf           0       1566         1566   \n",
       "26          BLQ         234          Rec         486        180          900   \n",
       "27          GLQ        1218          Unf           0        486         1704   \n",
       "28          BLQ        1277          Unf           0        207         1484   \n",
       "29          Unf           0          Unf           0        520          520   \n",
       "30          Unf           0          Unf           0        649          649   \n",
       "31          Unf           0          Unf           0       1228         1228   \n",
       "32          Unf           0          Unf           0       1234         1234   \n",
       "33          Rec        1018          Unf           0        380         1398   \n",
       "34          GLQ        1153          Unf           0        408         1561   \n",
       "35          Unf           0          Unf           0       1117         1117   \n",
       "36          Unf           0          Unf           0       1097         1097   \n",
       "37          Rec        1213          Unf           0         84         1297   \n",
       "38          GLQ         731          Unf           0        326         1057   \n",
       "39      Missing           0      Missing           0          0            0   \n",
       "40          Rec         643          Unf           0        445         1088   \n",
       "41          BLQ         967          Unf           0        383         1350   \n",
       "42          ALQ         747          LwQ          93          0          840   \n",
       "43          LwQ         280          BLQ         491        167          938   \n",
       "44          ALQ         179          BLQ         506        465         1150   \n",
       "45          GLQ         456          Unf           0       1296         1752   \n",
       "46          GLQ        1351          Unf           0         83         1434   \n",
       "47          GLQ          24          Unf           0       1632         1656   \n",
       "48          Unf           0          Unf           0        736          736   \n",
       "49          BLQ         763          Unf           0        192          955   \n",
       "\n",
       "   Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  \\\n",
       "0     GasA        Ex          Y      SBrkr       856       854             0   \n",
       "1     GasA        Ex          Y      SBrkr      1262         0             0   \n",
       "2     GasA        Ex          Y      SBrkr       920       866             0   \n",
       "3     GasA        Gd          Y      SBrkr       961       756             0   \n",
       "4     GasA        Ex          Y      SBrkr      1145      1053             0   \n",
       "5     GasA        Ex          Y      SBrkr       796       566             0   \n",
       "6     GasA        Ex          Y      SBrkr      1694         0             0   \n",
       "7     GasA        Ex          Y      SBrkr      1107       983             0   \n",
       "8     GasA        Gd          Y      FuseF      1022       752             0   \n",
       "9     GasA        Ex          Y      SBrkr      1077         0             0   \n",
       "10    GasA        Ex          Y      SBrkr      1040         0             0   \n",
       "11    GasA        Ex          Y      SBrkr      1182      1142             0   \n",
       "12    GasA        TA          Y      SBrkr       912         0             0   \n",
       "13    GasA        Ex          Y      SBrkr      1494         0             0   \n",
       "14    GasA        TA          Y      SBrkr      1253         0             0   \n",
       "15    GasA        Ex          Y      FuseA       854         0             0   \n",
       "16    GasA        Ex          Y      SBrkr      1004         0             0   \n",
       "17    GasA        TA          Y      SBrkr      1296         0             0   \n",
       "18    GasA        Ex          Y      SBrkr      1114         0             0   \n",
       "19    GasA        TA          Y      SBrkr      1339         0             0   \n",
       "20    GasA        Ex          Y      SBrkr      1158      1218             0   \n",
       "21    GasA        Ex          Y      FuseF      1108         0             0   \n",
       "22    GasA        Ex          Y      SBrkr      1795         0             0   \n",
       "23    GasA        TA          Y      SBrkr      1060         0             0   \n",
       "24    GasA        Ex          Y      SBrkr      1060         0             0   \n",
       "25    GasA        Ex          Y      SBrkr      1600         0             0   \n",
       "26    GasA        TA          Y      SBrkr       900         0             0   \n",
       "27    GasA        Ex          Y      SBrkr      1704         0             0   \n",
       "28    GasA        TA          Y      SBrkr      1600         0             0   \n",
       "29    GasA        Fa          N      SBrkr       520         0             0   \n",
       "30    GasA        TA          N      SBrkr       649       668             0   \n",
       "31    GasA        Gd          Y      SBrkr      1228         0             0   \n",
       "32    GasA        Ex          Y      SBrkr      1234         0             0   \n",
       "33    GasA        Gd          Y      SBrkr      1700         0             0   \n",
       "34    GasA        Ex          Y      SBrkr      1561         0             0   \n",
       "35    GasA        Ex          Y      SBrkr      1132      1320             0   \n",
       "36    GasA        Ex          Y      SBrkr      1097         0             0   \n",
       "37    GasA        Gd          Y      SBrkr      1297         0             0   \n",
       "38    GasA        TA          Y      SBrkr      1057         0             0   \n",
       "39    GasA        TA          N      FuseP      1152         0             0   \n",
       "40    GasA        Ex          Y      SBrkr      1324         0             0   \n",
       "41    GasA        Gd          Y      SBrkr      1328         0             0   \n",
       "42    GasA        Gd          Y      SBrkr       884         0             0   \n",
       "43    GasA        TA          Y      SBrkr       938         0             0   \n",
       "44    GasA        Ex          Y      FuseA      1150         0             0   \n",
       "45    GasA        Ex          Y      SBrkr      1752         0             0   \n",
       "46    GasA        Ex          Y      SBrkr      1518       631             0   \n",
       "47    GasA        Ex          Y      SBrkr      1656         0             0   \n",
       "48    GasA        Gd          Y      SBrkr       736       716             0   \n",
       "49    GasA        Ex          Y      SBrkr       955         0             0   \n",
       "\n",
       "    GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  \\\n",
       "0        1710             1             0         2         1             3   \n",
       "1        1262             0             1         2         0             3   \n",
       "2        1786             1             0         2         1             3   \n",
       "3        1717             1             0         1         0             3   \n",
       "4        2198             1             0         2         1             4   \n",
       "5        1362             1             0         1         1             1   \n",
       "6        1694             1             0         2         0             3   \n",
       "7        2090             1             0         2         1             3   \n",
       "8        1774             0             0         2         0             2   \n",
       "9        1077             1             0         1         0             2   \n",
       "10       1040             1             0         1         0             3   \n",
       "11       2324             1             0         3         0             4   \n",
       "12        912             1             0         1         0             2   \n",
       "13       1494             0             0         2         0             3   \n",
       "14       1253             1             0         1         1             2   \n",
       "15        854             0             0         1         0             2   \n",
       "16       1004             1             0         1         0             2   \n",
       "17       1296             0             0         2         0             2   \n",
       "18       1114             1             0         1         1             3   \n",
       "19       1339             0             0         1         0             3   \n",
       "20       2376             0             0         3         1             4   \n",
       "21       1108             0             0         1         0             3   \n",
       "22       1795             0             0         2         0             3   \n",
       "23       1060             1             0         1         0             3   \n",
       "24       1060             1             0         1         0             3   \n",
       "25       1600             0             0         2         0             3   \n",
       "26        900             0             1         1         0             3   \n",
       "27       1704             1             0         2         0             3   \n",
       "28       1600             1             0         1         0             2   \n",
       "29        520             0             0         1         0             1   \n",
       "30       1317             0             0         1         0             3   \n",
       "31       1228             0             0         1         1             3   \n",
       "32       1234             0             0         2         0             3   \n",
       "33       1700             0             1         1         1             4   \n",
       "34       1561             1             0         2         0             2   \n",
       "35       2452             0             0         3         1             4   \n",
       "36       1097             0             0         1         1             3   \n",
       "37       1297             0             1         1         0             3   \n",
       "38       1057             1             0         1         0             3   \n",
       "39       1152             0             0         2         0             2   \n",
       "40       1324             0             0         2         0             3   \n",
       "41       1328             0             1         1         1             2   \n",
       "42        884             1             0         1         0             2   \n",
       "43        938             1             0         1         0             3   \n",
       "44       1150             1             0         1         0             3   \n",
       "45       1752             1             0         2         0             2   \n",
       "46       2149             1             0         1         1             1   \n",
       "47       1656             0             0         2         0             3   \n",
       "48       1452             0             0         2         0             2   \n",
       "49        955             1             0         1         0             3   \n",
       "\n",
       "    KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu  \\\n",
       "0              1          Gd             8        Typ           0     Missing   \n",
       "1              1          TA             6        Typ           1          TA   \n",
       "2              1          Gd             6        Typ           1          TA   \n",
       "3              1          Gd             7        Typ           1          Gd   \n",
       "4              1          Gd             9        Typ           1          TA   \n",
       "5              1          TA             5        Typ           0     Missing   \n",
       "6              1          Gd             7        Typ           1          Gd   \n",
       "7              1          TA             7        Typ           2          TA   \n",
       "8              2          TA             8       Min1           2          TA   \n",
       "9              2          TA             5        Typ           2          TA   \n",
       "10             1          TA             5        Typ           0     Missing   \n",
       "11             1          Ex            11        Typ           2          Gd   \n",
       "12             1          TA             4        Typ           0     Missing   \n",
       "13             1          Gd             7        Typ           1          Gd   \n",
       "14             1          TA             5        Typ           1          Fa   \n",
       "15             1          TA             5        Typ           0     Missing   \n",
       "16             1          TA             5        Typ           1          TA   \n",
       "17             2          TA             6        Typ           0     Missing   \n",
       "18             1          Gd             6        Typ           0     Missing   \n",
       "19             1          TA             6       Min1           0     Missing   \n",
       "20             1          Gd             9        Typ           1          Gd   \n",
       "21             1          Gd             6        Typ           1          Gd   \n",
       "22             1          Gd             7        Typ           1          Gd   \n",
       "23             1          TA             6        Typ           1          TA   \n",
       "24             1          Gd             6        Typ           1          TA   \n",
       "25             1          Gd             7        Typ           1          Gd   \n",
       "26             1          Gd             5        Typ           0     Missing   \n",
       "27             1          Gd             7        Typ           1          Gd   \n",
       "28             1          TA             6        Typ           2          Gd   \n",
       "29             1          Fa             4        Typ           0     Missing   \n",
       "30             1          TA             6        Typ           0     Missing   \n",
       "31             1          Gd             6        Typ           0     Missing   \n",
       "32             1          Gd             7        Typ           0     Missing   \n",
       "33             1          Gd             6        Typ           1          Gd   \n",
       "34             1          Ex             6        Typ           1          Gd   \n",
       "35             1          Gd             9        Typ           1          Gd   \n",
       "36             1          TA             6        Typ           0     Missing   \n",
       "37             1          TA             5        Typ           1          TA   \n",
       "38             1          Gd             5        Typ           0     Missing   \n",
       "39             2          Fa             6        Typ           0     Missing   \n",
       "40             1          TA             6        Typ           1          TA   \n",
       "41             1          TA             5        Typ           2          Gd   \n",
       "42             1          Gd             5        Typ           0     Missing   \n",
       "43             1          TA             5        Typ           0     Missing   \n",
       "44             1          TA             6        Typ           0     Missing   \n",
       "45             1          Ex             6        Typ           1          Gd   \n",
       "46             1          Gd             6        Typ           1          Ex   \n",
       "47             1          Gd             7        Typ           0     Missing   \n",
       "48             3          TA             8        Typ           0     Missing   \n",
       "49             1          TA             6        Typ           0     Missing   \n",
       "\n",
       "   GarageType  GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual  \\\n",
       "0      Attchd       2003.0          RFn           2         548         TA   \n",
       "1      Attchd       1976.0          RFn           2         460         TA   \n",
       "2      Attchd       2001.0          RFn           2         608         TA   \n",
       "3      Detchd       1998.0          Unf           3         642         TA   \n",
       "4      Attchd       2000.0          RFn           3         836         TA   \n",
       "5      Attchd       1993.0          Unf           2         480         TA   \n",
       "6      Attchd       2004.0          RFn           2         636         TA   \n",
       "7      Attchd       1973.0          RFn           2         484         TA   \n",
       "8      Detchd       1931.0          Unf           2         468         Fa   \n",
       "9      Attchd       1939.0          RFn           1         205         Gd   \n",
       "10     Detchd       1965.0          Unf           1         384         TA   \n",
       "11    BuiltIn       2005.0          Fin           3         736         TA   \n",
       "12     Detchd       1962.0          Unf           1         352         TA   \n",
       "13     Attchd       2006.0          RFn           3         840         TA   \n",
       "14     Attchd       1960.0          RFn           1         352         TA   \n",
       "15     Detchd       1991.0          Unf           2         576         TA   \n",
       "16     Attchd       1970.0          Fin           2         480         TA   \n",
       "17    CarPort       1967.0          Unf           2         516         TA   \n",
       "18     Detchd       2004.0          Unf           2         576         TA   \n",
       "19     Attchd       1958.0          Unf           1         294         TA   \n",
       "20    BuiltIn       2005.0          RFn           3         853         TA   \n",
       "21     Attchd       1930.0          Unf           1         280         TA   \n",
       "22     Attchd       2002.0          RFn           2         534         TA   \n",
       "23     Attchd       1976.0          Unf           2         572         TA   \n",
       "24     Attchd       1968.0          Unf           1         270         TA   \n",
       "25     Attchd       2007.0          RFn           3         890         TA   \n",
       "26     Detchd       2005.0          Unf           2         576         TA   \n",
       "27     Attchd       2008.0          RFn           3         772         TA   \n",
       "28     Attchd       1957.0          RFn           1         319         TA   \n",
       "29     Detchd       1920.0          Unf           1         240         Fa   \n",
       "30     Detchd       1920.0          Unf           1         250         TA   \n",
       "31     Attchd       1966.0          Unf           1         271         TA   \n",
       "32     Attchd       2007.0          RFn           2         484         TA   \n",
       "33     Attchd       1959.0          RFn           2         447         TA   \n",
       "34     Attchd       2005.0          Fin           2         556         TA   \n",
       "35    BuiltIn       2004.0          Fin           3         691         TA   \n",
       "36     Attchd       1995.0          Unf           2         672         TA   \n",
       "37     Attchd       1954.0          Fin           2         498         TA   \n",
       "38     Detchd       1953.0          Unf           1         246         TA   \n",
       "39    Missing       1980.0      Missing           0           0    Missing   \n",
       "40     Attchd       1965.0          RFn           2         440         TA   \n",
       "41     Attchd       1959.0          RFn           1         308         TA   \n",
       "42     Attchd       1983.0          RFn           2         504         TA   \n",
       "43     Detchd       1977.0          Unf           1         308         TA   \n",
       "44     Attchd       1959.0          RFn           1         300         TA   \n",
       "45     Attchd       2005.0          RFn           2         576         TA   \n",
       "46     Attchd       2003.0          RFn           2         670         TA   \n",
       "47     Attchd       2006.0          RFn           3         826         TA   \n",
       "48    Missing       1980.0      Missing           0           0    Missing   \n",
       "49     Attchd       1966.0          Unf           1         386         TA   \n",
       "\n",
       "   GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  \\\n",
       "0          TA          Y           0           61              0          0   \n",
       "1          TA          Y         298            0              0          0   \n",
       "2          TA          Y           0           42              0          0   \n",
       "3          TA          Y           0           35            272          0   \n",
       "4          TA          Y         192           84              0          0   \n",
       "5          TA          Y          40           30              0        320   \n",
       "6          TA          Y         255           57              0          0   \n",
       "7          TA          Y         235          204            228          0   \n",
       "8          TA          Y          90            0            205          0   \n",
       "9          TA          Y           0            4              0          0   \n",
       "10         TA          Y           0            0              0          0   \n",
       "11         TA          Y         147           21              0          0   \n",
       "12         TA          Y         140            0              0          0   \n",
       "13         TA          Y         160           33              0          0   \n",
       "14         TA          Y           0          213            176          0   \n",
       "15         TA          Y          48          112              0          0   \n",
       "16         TA          Y           0            0              0          0   \n",
       "17         TA          Y           0            0              0          0   \n",
       "18         TA          Y           0          102              0          0   \n",
       "19         TA          Y           0            0              0          0   \n",
       "20         TA          Y         240          154              0          0   \n",
       "21         TA          N           0            0            205          0   \n",
       "22         TA          Y         171          159              0          0   \n",
       "23         TA          Y         100          110              0          0   \n",
       "24         TA          Y         406           90              0          0   \n",
       "25         TA          Y           0           56              0          0   \n",
       "26         TA          Y         222           32              0          0   \n",
       "27         TA          Y           0           50              0          0   \n",
       "28         TA          Y         288          258              0          0   \n",
       "29         TA          Y          49            0             87          0   \n",
       "30         Fa          N           0           54            172          0   \n",
       "31         TA          Y           0           65              0          0   \n",
       "32         TA          Y           0           30              0          0   \n",
       "33         TA          Y           0           38              0          0   \n",
       "34         TA          Y         203           47              0          0   \n",
       "35         TA          Y         113           32              0          0   \n",
       "36         TA          Y         392           64              0          0   \n",
       "37         TA          Y           0            0              0          0   \n",
       "38         TA          Y           0           52              0          0   \n",
       "39    Missing          N           0            0              0          0   \n",
       "40         TA          Y           0          138              0          0   \n",
       "41         TA          P           0          104              0          0   \n",
       "42         Gd          Y         240            0              0          0   \n",
       "43         TA          Y         145            0              0          0   \n",
       "44         TA          Y           0            0              0          0   \n",
       "45         TA          Y         196           82              0          0   \n",
       "46         TA          Y         168           43              0          0   \n",
       "47         TA          Y           0          146              0          0   \n",
       "48    Missing          N           0            0            102          0   \n",
       "49         TA          Y           0            0              0          0   \n",
       "\n",
       "    ScreenPorch  PoolArea   PoolQC    Fence MiscFeature  MiscVal  MoSold  \\\n",
       "0             0         0  Missing  Missing     Missing        0       2   \n",
       "1             0         0  Missing  Missing     Missing        0       5   \n",
       "2             0         0  Missing  Missing     Missing        0       9   \n",
       "3             0         0  Missing  Missing     Missing        0       2   \n",
       "4             0         0  Missing  Missing     Missing        0      12   \n",
       "5             0         0  Missing    MnPrv        Shed      700      10   \n",
       "6             0         0  Missing  Missing     Missing        0       8   \n",
       "7             0         0  Missing  Missing        Shed      350      11   \n",
       "8             0         0  Missing  Missing     Missing        0       4   \n",
       "9             0         0  Missing  Missing     Missing        0       1   \n",
       "10            0         0  Missing  Missing     Missing        0       2   \n",
       "11            0         0  Missing  Missing     Missing        0       7   \n",
       "12          176         0  Missing  Missing     Missing        0       9   \n",
       "13            0         0  Missing  Missing     Missing        0       8   \n",
       "14            0         0  Missing     GdWo     Missing        0       5   \n",
       "15            0         0  Missing    GdPrv     Missing        0       7   \n",
       "16            0         0  Missing  Missing        Shed      700       3   \n",
       "17            0         0  Missing  Missing        Shed      500      10   \n",
       "18            0         0  Missing  Missing     Missing        0       6   \n",
       "19            0         0  Missing    MnPrv     Missing        0       5   \n",
       "20            0         0  Missing  Missing     Missing        0      11   \n",
       "21            0         0  Missing    GdPrv     Missing        0       6   \n",
       "22            0         0  Missing  Missing     Missing        0       9   \n",
       "23            0         0  Missing  Missing     Missing        0       6   \n",
       "24            0         0  Missing    MnPrv     Missing        0       5   \n",
       "25            0         0  Missing  Missing     Missing        0       7   \n",
       "26            0         0  Missing  Missing     Missing        0       5   \n",
       "27            0         0  Missing  Missing     Missing        0       5   \n",
       "28            0         0  Missing  Missing     Missing        0      12   \n",
       "29            0         0  Missing  Missing     Missing        0       5   \n",
       "30            0         0  Missing    MnPrv     Missing        0       7   \n",
       "31            0         0  Missing    MnPrv     Missing        0       6   \n",
       "32            0         0  Missing  Missing     Missing        0       1   \n",
       "33            0         0  Missing  Missing     Missing        0       4   \n",
       "34            0         0  Missing  Missing     Missing        0       8   \n",
       "35            0         0  Missing  Missing     Missing        0       9   \n",
       "36            0         0  Missing  Missing     Missing        0       6   \n",
       "37            0         0  Missing  Missing     Missing        0      10   \n",
       "38            0         0  Missing  Missing     Missing        0       1   \n",
       "39            0         0  Missing  Missing     Missing        0       6   \n",
       "40            0         0  Missing     GdWo     Missing        0      12   \n",
       "41            0         0  Missing  Missing     Missing        0       7   \n",
       "42            0         0  Missing    MnPrv     Missing        0      12   \n",
       "43            0         0  Missing    MnPrv     Missing        0       7   \n",
       "44            0         0  Missing  Missing     Missing        0       5   \n",
       "45            0         0  Missing  Missing     Missing        0       2   \n",
       "46          198         0  Missing  Missing     Missing        0       8   \n",
       "47            0         0  Missing  Missing     Missing        0       7   \n",
       "48            0         0  Missing  Missing     Missing        0       6   \n",
       "49            0         0  Missing    MnPrv     Missing        0       1   \n",
       "\n",
       "    YrSold SaleType SaleCondition  SalePrice  LotFrontagenan  MasVnrAreanan  \\\n",
       "0     2008       WD        Normal     208500               0              0   \n",
       "1     2007       WD        Normal     181500               0              0   \n",
       "2     2008       WD        Normal     223500               0              0   \n",
       "3     2006       WD       Abnorml     140000               0              0   \n",
       "4     2008       WD        Normal     250000               0              0   \n",
       "5     2009       WD        Normal     143000               0              0   \n",
       "6     2007       WD        Normal     307000               0              0   \n",
       "7     2009       WD        Normal     200000               1              0   \n",
       "8     2008       WD       Abnorml     129900               0              0   \n",
       "9     2008       WD        Normal     118000               0              0   \n",
       "10    2008       WD        Normal     129500               0              0   \n",
       "11    2006      New       Partial     345000               0              0   \n",
       "12    2008       WD        Normal     144000               1              0   \n",
       "13    2007      New       Partial     279500               0              0   \n",
       "14    2008       WD        Normal     157000               1              0   \n",
       "15    2007       WD        Normal     132000               0              0   \n",
       "16    2010       WD        Normal     149000               1              0   \n",
       "17    2006       WD        Normal      90000               0              0   \n",
       "18    2008       WD        Normal     159000               0              0   \n",
       "19    2009      COD       Abnorml     139000               0              0   \n",
       "20    2006      New       Partial     325300               0              0   \n",
       "21    2007       WD        Normal     139400               0              0   \n",
       "22    2008       WD        Normal     230000               0              0   \n",
       "23    2007       WD        Normal     129900               0              0   \n",
       "24    2010       WD        Normal     154000               1              0   \n",
       "25    2009       WD        Normal     256300               0              0   \n",
       "26    2010       WD        Normal     134800               0              0   \n",
       "27    2010       WD        Normal     306000               0              0   \n",
       "28    2006       WD        Normal     207500               0              0   \n",
       "29    2008       WD        Normal      68500               0              0   \n",
       "30    2008       WD        Normal      40000               0              0   \n",
       "31    2008       WD        Normal     149350               1              0   \n",
       "32    2008       WD        Normal     179900               0              0   \n",
       "33    2010       WD        Normal     165500               0              0   \n",
       "34    2007       WD        Normal     277500               0              0   \n",
       "35    2006       WD        Normal     309000               0              0   \n",
       "36    2009       WD        Normal     145000               0              0   \n",
       "37    2009       WD        Normal     153000               0              0   \n",
       "38    2010       WD       Abnorml     109000               0              0   \n",
       "39    2008       WD       AdjLand      82000               0              0   \n",
       "40    2006       WD       Abnorml     160000               0              0   \n",
       "41    2007       WD        Normal     170000               0              0   \n",
       "42    2007       WD        Normal     144000               1              0   \n",
       "43    2008       WD        Normal     130250               1              0   \n",
       "44    2006       WD        Normal     141000               0              0   \n",
       "45    2010       WD        Normal     319900               0              0   \n",
       "46    2009       WD       Abnorml     239686               0              0   \n",
       "47    2007       WD        Normal     249700               0              0   \n",
       "48    2009      New       Partial     113000               0              0   \n",
       "49    2007       WD        Normal     127000               0              0   \n",
       "\n",
       "    GarageYrBltnan  \n",
       "0                0  \n",
       "1                0  \n",
       "2                0  \n",
       "3                0  \n",
       "4                0  \n",
       "5                0  \n",
       "6                0  \n",
       "7                0  \n",
       "8                0  \n",
       "9                0  \n",
       "10               0  \n",
       "11               0  \n",
       "12               0  \n",
       "13               0  \n",
       "14               0  \n",
       "15               0  \n",
       "16               0  \n",
       "17               0  \n",
       "18               0  \n",
       "19               0  \n",
       "20               0  \n",
       "21               0  \n",
       "22               0  \n",
       "23               0  \n",
       "24               0  \n",
       "25               0  \n",
       "26               0  \n",
       "27               0  \n",
       "28               0  \n",
       "29               0  \n",
       "30               0  \n",
       "31               0  \n",
       "32               0  \n",
       "33               0  \n",
       "34               0  \n",
       "35               0  \n",
       "36               0  \n",
       "37               0  \n",
       "38               0  \n",
       "39               1  \n",
       "40               0  \n",
       "41               0  \n",
       "42               0  \n",
       "43               0  \n",
       "44               0  \n",
       "45               0  \n",
       "46               0  \n",
       "47               0  \n",
       "48               1  \n",
       "49               0  "
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Temporal Variables (Date Time Variables)\n",
    "\n",
    "for feature in ['YearBuilt','YearRemodAdd','GarageYrBlt']:\n",
    "       \n",
    "    dataset[feature]=dataset['YrSold']-dataset[feature]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>LotFrontagenan</th>\n",
       "      <th>MasVnrAreanan</th>\n",
       "      <th>GarageYrBltnan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>196.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>706</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>856</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>856</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>1710</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>5.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>548</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Veenker</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>978</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>284</td>\n",
       "      <td>1262</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>31.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>460</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>486</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>434</td>\n",
       "      <td>920</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>920</td>\n",
       "      <td>866</td>\n",
       "      <td>0</td>\n",
       "      <td>1786</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>7.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>608</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>91</td>\n",
       "      <td>36</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>216</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>540</td>\n",
       "      <td>756</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>961</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>1717</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>3</td>\n",
       "      <td>642</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NoRidge</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>350.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>655</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>490</td>\n",
       "      <td>1145</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1145</td>\n",
       "      <td>1053</td>\n",
       "      <td>0</td>\n",
       "      <td>2198</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>8.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>836</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>192</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass MSZoning  LotFrontage  LotArea Street    Alley LotShape  \\\n",
       "0   1          60       RL         65.0     8450   Pave  Missing      Reg   \n",
       "1   2          20       RL         80.0     9600   Pave  Missing      Reg   \n",
       "2   3          60       RL         68.0    11250   Pave  Missing      IR1   \n",
       "3   4          70       RL         60.0     9550   Pave  Missing      IR1   \n",
       "4   5          60       RL         84.0    14260   Pave  Missing      IR1   \n",
       "\n",
       "  LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
       "0         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "1         Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
       "2         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "3         Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
       "4         Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
       "\n",
       "  Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "0       Norm     1Fam     2Story            7            5          5   \n",
       "1       Norm     1Fam     1Story            6            8         31   \n",
       "2       Norm     1Fam     2Story            7            5          7   \n",
       "3       Norm     1Fam     2Story            7            5         91   \n",
       "4       Norm     1Fam     2Story            8            5          8   \n",
       "\n",
       "   YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
       "0             5     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "1            31     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "2             6     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "3            36     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
       "4             8     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "\n",
       "   MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
       "0       196.0        Gd        TA      PConc       Gd       TA           No   \n",
       "1         0.0        TA        TA     CBlock       Gd       TA           Gd   \n",
       "2       162.0        Gd        TA      PConc       Gd       TA           Mn   \n",
       "3         0.0        TA        TA     BrkTil       TA       Gd           No   \n",
       "4       350.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "\n",
       "  BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "0          GLQ         706          Unf           0        150          856   \n",
       "1          ALQ         978          Unf           0        284         1262   \n",
       "2          GLQ         486          Unf           0        434          920   \n",
       "3          ALQ         216          Unf           0        540          756   \n",
       "4          GLQ         655          Unf           0        490         1145   \n",
       "\n",
       "  Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  \\\n",
       "0    GasA        Ex          Y      SBrkr       856       854             0   \n",
       "1    GasA        Ex          Y      SBrkr      1262         0             0   \n",
       "2    GasA        Ex          Y      SBrkr       920       866             0   \n",
       "3    GasA        Gd          Y      SBrkr       961       756             0   \n",
       "4    GasA        Ex          Y      SBrkr      1145      1053             0   \n",
       "\n",
       "   GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  \\\n",
       "0       1710             1             0         2         1             3   \n",
       "1       1262             0             1         2         0             3   \n",
       "2       1786             1             0         2         1             3   \n",
       "3       1717             1             0         1         0             3   \n",
       "4       2198             1             0         2         1             4   \n",
       "\n",
       "   KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu  \\\n",
       "0             1          Gd             8        Typ           0     Missing   \n",
       "1             1          TA             6        Typ           1          TA   \n",
       "2             1          Gd             6        Typ           1          TA   \n",
       "3             1          Gd             7        Typ           1          Gd   \n",
       "4             1          Gd             9        Typ           1          TA   \n",
       "\n",
       "  GarageType  GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual  \\\n",
       "0     Attchd          5.0          RFn           2         548         TA   \n",
       "1     Attchd         31.0          RFn           2         460         TA   \n",
       "2     Attchd          7.0          RFn           2         608         TA   \n",
       "3     Detchd          8.0          Unf           3         642         TA   \n",
       "4     Attchd          8.0          RFn           3         836         TA   \n",
       "\n",
       "  GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  \\\n",
       "0         TA          Y           0           61              0          0   \n",
       "1         TA          Y         298            0              0          0   \n",
       "2         TA          Y           0           42              0          0   \n",
       "3         TA          Y           0           35            272          0   \n",
       "4         TA          Y         192           84              0          0   \n",
       "\n",
       "   ScreenPorch  PoolArea   PoolQC    Fence MiscFeature  MiscVal  MoSold  \\\n",
       "0            0         0  Missing  Missing     Missing        0       2   \n",
       "1            0         0  Missing  Missing     Missing        0       5   \n",
       "2            0         0  Missing  Missing     Missing        0       9   \n",
       "3            0         0  Missing  Missing     Missing        0       2   \n",
       "4            0         0  Missing  Missing     Missing        0      12   \n",
       "\n",
       "   YrSold SaleType SaleCondition  SalePrice  LotFrontagenan  MasVnrAreanan  \\\n",
       "0    2008       WD        Normal     208500               0              0   \n",
       "1    2007       WD        Normal     181500               0              0   \n",
       "2    2008       WD        Normal     223500               0              0   \n",
       "3    2006       WD       Abnorml     140000               0              0   \n",
       "4    2008       WD        Normal     250000               0              0   \n",
       "\n",
       "   GarageYrBltnan  \n",
       "0               0  \n",
       "1               0  \n",
       "2               0  \n",
       "3               0  \n",
       "4               0  "
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>91</td>\n",
       "      <td>36</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   YearBuilt  YearRemodAdd  GarageYrBlt\n",
       "0          5             5          5.0\n",
       "1         31            31         31.0\n",
       "2          7             6          7.0\n",
       "3         91            36          8.0\n",
       "4          8             8          8.0"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset[['YearBuilt','YearRemodAdd','GarageYrBlt']].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Numerical Variables\n",
    "Since the numerical variables are skewed we will perform log normal distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>LotFrontagenan</th>\n",
       "      <th>MasVnrAreanan</th>\n",
       "      <th>GarageYrBltnan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>196.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>706</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>856</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>856</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>1710</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>5.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>548</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Veenker</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>978</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>284</td>\n",
       "      <td>1262</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>31.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>460</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>486</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>434</td>\n",
       "      <td>920</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>920</td>\n",
       "      <td>866</td>\n",
       "      <td>0</td>\n",
       "      <td>1786</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>7.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>608</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>91</td>\n",
       "      <td>36</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>216</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>540</td>\n",
       "      <td>756</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>961</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>1717</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>3</td>\n",
       "      <td>642</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NoRidge</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>350.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>655</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>490</td>\n",
       "      <td>1145</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1145</td>\n",
       "      <td>1053</td>\n",
       "      <td>0</td>\n",
       "      <td>2198</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>8.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>836</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>192</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass MSZoning  LotFrontage  LotArea Street    Alley LotShape  \\\n",
       "0   1          60       RL         65.0     8450   Pave  Missing      Reg   \n",
       "1   2          20       RL         80.0     9600   Pave  Missing      Reg   \n",
       "2   3          60       RL         68.0    11250   Pave  Missing      IR1   \n",
       "3   4          70       RL         60.0     9550   Pave  Missing      IR1   \n",
       "4   5          60       RL         84.0    14260   Pave  Missing      IR1   \n",
       "\n",
       "  LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
       "0         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "1         Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
       "2         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "3         Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
       "4         Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
       "\n",
       "  Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "0       Norm     1Fam     2Story            7            5          5   \n",
       "1       Norm     1Fam     1Story            6            8         31   \n",
       "2       Norm     1Fam     2Story            7            5          7   \n",
       "3       Norm     1Fam     2Story            7            5         91   \n",
       "4       Norm     1Fam     2Story            8            5          8   \n",
       "\n",
       "   YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
       "0             5     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "1            31     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "2             6     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "3            36     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
       "4             8     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "\n",
       "   MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
       "0       196.0        Gd        TA      PConc       Gd       TA           No   \n",
       "1         0.0        TA        TA     CBlock       Gd       TA           Gd   \n",
       "2       162.0        Gd        TA      PConc       Gd       TA           Mn   \n",
       "3         0.0        TA        TA     BrkTil       TA       Gd           No   \n",
       "4       350.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "\n",
       "  BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "0          GLQ         706          Unf           0        150          856   \n",
       "1          ALQ         978          Unf           0        284         1262   \n",
       "2          GLQ         486          Unf           0        434          920   \n",
       "3          ALQ         216          Unf           0        540          756   \n",
       "4          GLQ         655          Unf           0        490         1145   \n",
       "\n",
       "  Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  \\\n",
       "0    GasA        Ex          Y      SBrkr       856       854             0   \n",
       "1    GasA        Ex          Y      SBrkr      1262         0             0   \n",
       "2    GasA        Ex          Y      SBrkr       920       866             0   \n",
       "3    GasA        Gd          Y      SBrkr       961       756             0   \n",
       "4    GasA        Ex          Y      SBrkr      1145      1053             0   \n",
       "\n",
       "   GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  \\\n",
       "0       1710             1             0         2         1             3   \n",
       "1       1262             0             1         2         0             3   \n",
       "2       1786             1             0         2         1             3   \n",
       "3       1717             1             0         1         0             3   \n",
       "4       2198             1             0         2         1             4   \n",
       "\n",
       "   KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu  \\\n",
       "0             1          Gd             8        Typ           0     Missing   \n",
       "1             1          TA             6        Typ           1          TA   \n",
       "2             1          Gd             6        Typ           1          TA   \n",
       "3             1          Gd             7        Typ           1          Gd   \n",
       "4             1          Gd             9        Typ           1          TA   \n",
       "\n",
       "  GarageType  GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual  \\\n",
       "0     Attchd          5.0          RFn           2         548         TA   \n",
       "1     Attchd         31.0          RFn           2         460         TA   \n",
       "2     Attchd          7.0          RFn           2         608         TA   \n",
       "3     Detchd          8.0          Unf           3         642         TA   \n",
       "4     Attchd          8.0          RFn           3         836         TA   \n",
       "\n",
       "  GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  \\\n",
       "0         TA          Y           0           61              0          0   \n",
       "1         TA          Y         298            0              0          0   \n",
       "2         TA          Y           0           42              0          0   \n",
       "3         TA          Y           0           35            272          0   \n",
       "4         TA          Y         192           84              0          0   \n",
       "\n",
       "   ScreenPorch  PoolArea   PoolQC    Fence MiscFeature  MiscVal  MoSold  \\\n",
       "0            0         0  Missing  Missing     Missing        0       2   \n",
       "1            0         0  Missing  Missing     Missing        0       5   \n",
       "2            0         0  Missing  Missing     Missing        0       9   \n",
       "3            0         0  Missing  Missing     Missing        0       2   \n",
       "4            0         0  Missing  Missing     Missing        0      12   \n",
       "\n",
       "   YrSold SaleType SaleCondition  SalePrice  LotFrontagenan  MasVnrAreanan  \\\n",
       "0    2008       WD        Normal     208500               0              0   \n",
       "1    2007       WD        Normal     181500               0              0   \n",
       "2    2008       WD        Normal     223500               0              0   \n",
       "3    2006       WD       Abnorml     140000               0              0   \n",
       "4    2008       WD        Normal     250000               0              0   \n",
       "\n",
       "   GarageYrBltnan  \n",
       "0               0  \n",
       "1               0  \n",
       "2               0  \n",
       "3               0  \n",
       "4               0  "
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "num_features=['LotFrontage', 'LotArea', '1stFlrSF', 'GrLivArea', 'SalePrice']\n",
    "\n",
    "for feature in num_features:\n",
    "    dataset[feature]=np.log(dataset[feature])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>LotFrontagenan</th>\n",
       "      <th>MasVnrAreanan</th>\n",
       "      <th>GarageYrBltnan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.174387</td>\n",
       "      <td>9.041922</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>196.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>706</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>856</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.752270</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>7.444249</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>5.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>548</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.247694</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.382027</td>\n",
       "      <td>9.169518</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Veenker</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>978</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>284</td>\n",
       "      <td>1262</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.140453</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.140453</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>31.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>460</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.109011</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.219508</td>\n",
       "      <td>9.328123</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>486</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>434</td>\n",
       "      <td>920</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.824374</td>\n",
       "      <td>866</td>\n",
       "      <td>0</td>\n",
       "      <td>7.487734</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>7.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>608</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.317167</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.094345</td>\n",
       "      <td>9.164296</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>91</td>\n",
       "      <td>36</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>216</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>540</td>\n",
       "      <td>756</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.867974</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>7.448334</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>3</td>\n",
       "      <td>642</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>11.849398</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.430817</td>\n",
       "      <td>9.565214</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NoRidge</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>350.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>655</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>490</td>\n",
       "      <td>1145</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.043160</td>\n",
       "      <td>1053</td>\n",
       "      <td>0</td>\n",
       "      <td>7.695303</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>8.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>836</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>192</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.429216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass MSZoning  LotFrontage   LotArea Street    Alley LotShape  \\\n",
       "0   1          60       RL     4.174387  9.041922   Pave  Missing      Reg   \n",
       "1   2          20       RL     4.382027  9.169518   Pave  Missing      Reg   \n",
       "2   3          60       RL     4.219508  9.328123   Pave  Missing      IR1   \n",
       "3   4          70       RL     4.094345  9.164296   Pave  Missing      IR1   \n",
       "4   5          60       RL     4.430817  9.565214   Pave  Missing      IR1   \n",
       "\n",
       "  LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
       "0         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "1         Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
       "2         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "3         Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
       "4         Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
       "\n",
       "  Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "0       Norm     1Fam     2Story            7            5          5   \n",
       "1       Norm     1Fam     1Story            6            8         31   \n",
       "2       Norm     1Fam     2Story            7            5          7   \n",
       "3       Norm     1Fam     2Story            7            5         91   \n",
       "4       Norm     1Fam     2Story            8            5          8   \n",
       "\n",
       "   YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
       "0             5     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "1            31     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "2             6     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "3            36     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
       "4             8     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "\n",
       "   MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
       "0       196.0        Gd        TA      PConc       Gd       TA           No   \n",
       "1         0.0        TA        TA     CBlock       Gd       TA           Gd   \n",
       "2       162.0        Gd        TA      PConc       Gd       TA           Mn   \n",
       "3         0.0        TA        TA     BrkTil       TA       Gd           No   \n",
       "4       350.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "\n",
       "  BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "0          GLQ         706          Unf           0        150          856   \n",
       "1          ALQ         978          Unf           0        284         1262   \n",
       "2          GLQ         486          Unf           0        434          920   \n",
       "3          ALQ         216          Unf           0        540          756   \n",
       "4          GLQ         655          Unf           0        490         1145   \n",
       "\n",
       "  Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  \\\n",
       "0    GasA        Ex          Y      SBrkr  6.752270       854             0   \n",
       "1    GasA        Ex          Y      SBrkr  7.140453         0             0   \n",
       "2    GasA        Ex          Y      SBrkr  6.824374       866             0   \n",
       "3    GasA        Gd          Y      SBrkr  6.867974       756             0   \n",
       "4    GasA        Ex          Y      SBrkr  7.043160      1053             0   \n",
       "\n",
       "   GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  \\\n",
       "0   7.444249             1             0         2         1             3   \n",
       "1   7.140453             0             1         2         0             3   \n",
       "2   7.487734             1             0         2         1             3   \n",
       "3   7.448334             1             0         1         0             3   \n",
       "4   7.695303             1             0         2         1             4   \n",
       "\n",
       "   KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu  \\\n",
       "0             1          Gd             8        Typ           0     Missing   \n",
       "1             1          TA             6        Typ           1          TA   \n",
       "2             1          Gd             6        Typ           1          TA   \n",
       "3             1          Gd             7        Typ           1          Gd   \n",
       "4             1          Gd             9        Typ           1          TA   \n",
       "\n",
       "  GarageType  GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual  \\\n",
       "0     Attchd          5.0          RFn           2         548         TA   \n",
       "1     Attchd         31.0          RFn           2         460         TA   \n",
       "2     Attchd          7.0          RFn           2         608         TA   \n",
       "3     Detchd          8.0          Unf           3         642         TA   \n",
       "4     Attchd          8.0          RFn           3         836         TA   \n",
       "\n",
       "  GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  \\\n",
       "0         TA          Y           0           61              0          0   \n",
       "1         TA          Y         298            0              0          0   \n",
       "2         TA          Y           0           42              0          0   \n",
       "3         TA          Y           0           35            272          0   \n",
       "4         TA          Y         192           84              0          0   \n",
       "\n",
       "   ScreenPorch  PoolArea   PoolQC    Fence MiscFeature  MiscVal  MoSold  \\\n",
       "0            0         0  Missing  Missing     Missing        0       2   \n",
       "1            0         0  Missing  Missing     Missing        0       5   \n",
       "2            0         0  Missing  Missing     Missing        0       9   \n",
       "3            0         0  Missing  Missing     Missing        0       2   \n",
       "4            0         0  Missing  Missing     Missing        0      12   \n",
       "\n",
       "   YrSold SaleType SaleCondition  SalePrice  LotFrontagenan  MasVnrAreanan  \\\n",
       "0    2008       WD        Normal  12.247694               0              0   \n",
       "1    2007       WD        Normal  12.109011               0              0   \n",
       "2    2008       WD        Normal  12.317167               0              0   \n",
       "3    2006       WD       Abnorml  11.849398               0              0   \n",
       "4    2008       WD        Normal  12.429216               0              0   \n",
       "\n",
       "   GarageYrBltnan  \n",
       "0               0  \n",
       "1               0  \n",
       "2               0  \n",
       "3               0  \n",
       "4               0  "
      ]
     },
     "execution_count": 153,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Handling Rare Categorical Feature\n",
    "\n",
    "We will remove categorical variables that are present less than 1% of the observations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "categorical_features=[feature for feature in dataset.columns if dataset[feature].dtype=='O']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['MSZoning',\n",
       " 'Street',\n",
       " 'Alley',\n",
       " 'LotShape',\n",
       " 'LandContour',\n",
       " 'Utilities',\n",
       " 'LotConfig',\n",
       " 'LandSlope',\n",
       " 'Neighborhood',\n",
       " 'Condition1',\n",
       " 'Condition2',\n",
       " 'BldgType',\n",
       " 'HouseStyle',\n",
       " 'RoofStyle',\n",
       " 'RoofMatl',\n",
       " 'Exterior1st',\n",
       " 'Exterior2nd',\n",
       " 'MasVnrType',\n",
       " 'ExterQual',\n",
       " 'ExterCond',\n",
       " 'Foundation',\n",
       " 'BsmtQual',\n",
       " 'BsmtCond',\n",
       " 'BsmtExposure',\n",
       " 'BsmtFinType1',\n",
       " 'BsmtFinType2',\n",
       " 'Heating',\n",
       " 'HeatingQC',\n",
       " 'CentralAir',\n",
       " 'Electrical',\n",
       " 'KitchenQual',\n",
       " 'Functional',\n",
       " 'FireplaceQu',\n",
       " 'GarageType',\n",
       " 'GarageFinish',\n",
       " 'GarageQual',\n",
       " 'GarageCond',\n",
       " 'PavedDrive',\n",
       " 'PoolQC',\n",
       " 'Fence',\n",
       " 'MiscFeature',\n",
       " 'SaleType',\n",
       " 'SaleCondition']"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "categorical_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [],
   "source": [
    "for feature in categorical_features:\n",
    "    temp=dataset.groupby(feature)['SalePrice'].count()/len(dataset)\n",
    "    temp_df=temp[temp>0.01].index\n",
    "    dataset[feature]=np.where(dataset[feature].isin(temp_df),dataset[feature],'Rare_var')\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>LotFrontagenan</th>\n",
       "      <th>MasVnrAreanan</th>\n",
       "      <th>GarageYrBltnan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.174387</td>\n",
       "      <td>9.041922</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>196.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>706</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>856</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.752270</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>7.444249</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>5.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>548</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.247694</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.382027</td>\n",
       "      <td>9.169518</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Rare_var</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>978</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>284</td>\n",
       "      <td>1262</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.140453</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.140453</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>31.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>460</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.109011</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.219508</td>\n",
       "      <td>9.328123</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>486</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>434</td>\n",
       "      <td>920</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.824374</td>\n",
       "      <td>866</td>\n",
       "      <td>0</td>\n",
       "      <td>7.487734</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>7.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>608</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.317167</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.094345</td>\n",
       "      <td>9.164296</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>91</td>\n",
       "      <td>36</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>216</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>540</td>\n",
       "      <td>756</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.867974</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>7.448334</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>3</td>\n",
       "      <td>642</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>11.849398</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.430817</td>\n",
       "      <td>9.565214</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NoRidge</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>350.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>655</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>490</td>\n",
       "      <td>1145</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.043160</td>\n",
       "      <td>1053</td>\n",
       "      <td>0</td>\n",
       "      <td>7.695303</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>8.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>836</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>192</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.429216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>50</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.442651</td>\n",
       "      <td>9.554993</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>1.5Fin</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>16</td>\n",
       "      <td>14</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Rare_var</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>732</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>796</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.679599</td>\n",
       "      <td>566</td>\n",
       "      <td>0</td>\n",
       "      <td>7.216709</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>480</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>40</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>320</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Shed</td>\n",
       "      <td>700</td>\n",
       "      <td>10</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.870600</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.317488</td>\n",
       "      <td>9.218705</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>1Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>186.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>1369</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>317</td>\n",
       "      <td>1686</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.434848</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.434848</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>3.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>636</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>255</td>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.634603</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.234107</td>\n",
       "      <td>9.247829</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NWAmes</td>\n",
       "      <td>PosN</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>Stone</td>\n",
       "      <td>240.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>859</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>32</td>\n",
       "      <td>216</td>\n",
       "      <td>1107</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.009409</td>\n",
       "      <td>983</td>\n",
       "      <td>0</td>\n",
       "      <td>7.644919</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>36.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>484</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>235</td>\n",
       "      <td>204</td>\n",
       "      <td>228</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Shed</td>\n",
       "      <td>350</td>\n",
       "      <td>11</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.206073</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>50</td>\n",
       "      <td>RM</td>\n",
       "      <td>3.931826</td>\n",
       "      <td>8.719317</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>OldTown</td>\n",
       "      <td>Artery</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1.5Fin</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>77</td>\n",
       "      <td>58</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>952</td>\n",
       "      <td>952</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>FuseF</td>\n",
       "      <td>6.929517</td>\n",
       "      <td>752</td>\n",
       "      <td>0</td>\n",
       "      <td>7.480992</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>8</td>\n",
       "      <td>Min1</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>77.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>468</td>\n",
       "      <td>Fa</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>205</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>11.774520</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>190</td>\n",
       "      <td>RL</td>\n",
       "      <td>3.912023</td>\n",
       "      <td>8.911934</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>BrkSide</td>\n",
       "      <td>Artery</td>\n",
       "      <td>Rare_var</td>\n",
       "      <td>2fmCon</td>\n",
       "      <td>Rare_var</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>69</td>\n",
       "      <td>58</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>851</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>140</td>\n",
       "      <td>991</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.981935</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.981935</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>69.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>1</td>\n",
       "      <td>205</td>\n",
       "      <td>Rare_var</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.678440</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.248495</td>\n",
       "      <td>9.323669</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Sawyer</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>43</td>\n",
       "      <td>43</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
       "      <td>906</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>134</td>\n",
       "      <td>1040</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.946976</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.946976</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>384</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.771436</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.442651</td>\n",
       "      <td>9.386308</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NridgHt</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>WdShing</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>Stone</td>\n",
       "      <td>286.0</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>998</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>177</td>\n",
       "      <td>1175</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.074963</td>\n",
       "      <td>1142</td>\n",
       "      <td>0</td>\n",
       "      <td>7.751045</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Ex</td>\n",
       "      <td>11</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>Gd</td>\n",
       "      <td>BuiltIn</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>3</td>\n",
       "      <td>736</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>147</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2006</td>\n",
       "      <td>New</td>\n",
       "      <td>Partial</td>\n",
       "      <td>12.751300</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.234107</td>\n",
       "      <td>9.470240</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR2</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Sawyer</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>46</td>\n",
       "      <td>46</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>737</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>175</td>\n",
       "      <td>912</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.815640</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.815640</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>46.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>352</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.877569</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.510860</td>\n",
       "      <td>9.273503</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>306.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1494</td>\n",
       "      <td>1494</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.309212</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.309212</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>840</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>160</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2007</td>\n",
       "      <td>New</td>\n",
       "      <td>Partial</td>\n",
       "      <td>12.540758</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.234107</td>\n",
       "      <td>9.298351</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>48</td>\n",
       "      <td>48</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>212.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>733</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>520</td>\n",
       "      <td>1253</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.133296</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.133296</td>\n",
       "      <td>1</td>\n",
       "      <td>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>1</td>\n",
       "      <td>Fa</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>48.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>1</td>\n",
       "      <td>352</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>213</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>GdWo</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.964001</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>45</td>\n",
       "      <td>RM</td>\n",
       "      <td>3.931826</td>\n",
       "      <td>8.719317</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>BrkSide</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>Rare_var</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>78</td>\n",
       "      <td>6</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>FuseA</td>\n",
       "      <td>6.749931</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.749931</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>576</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>48</td>\n",
       "      <td>112</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>GdPrv</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.790557</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.234107</td>\n",
       "      <td>9.327323</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>40</td>\n",
       "      <td>40</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>180.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>578</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>426</td>\n",
       "      <td>1004</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.911747</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.911747</td>\n",
       "      <td>1</td>\n",
       "      <td>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>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>40.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2</td>\n",
       "      <td>480</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Shed</td>\n",
       "      <td>700</td>\n",
       "      <td>3</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.911702</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>90</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.276666</td>\n",
       "      <td>9.286468</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Sawyer</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>1Story</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.167038</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.167038</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Rare_var</td>\n",
       "      <td>39.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>516</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Shed</td>\n",
       "      <td>500</td>\n",
       "      <td>10</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.407565</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.189655</td>\n",
       "      <td>9.524786</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>SawyerW</td>\n",
       "      <td>Rare_var</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>646</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>468</td>\n",
       "      <td>1114</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.015712</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.015712</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>576</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>102</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.976659</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.248495</td>\n",
       "      <td>8.930626</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>51</td>\n",
       "      <td>44</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>LwQ</td>\n",
       "      <td>504</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>525</td>\n",
       "      <td>1029</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.199678</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.199678</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Min1</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>51.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>294</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2009</td>\n",
       "      <td>COD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>11.842229</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.615121</td>\n",
       "      <td>9.562053</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NridgHt</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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>380.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1158</td>\n",
       "      <td>1158</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.054450</td>\n",
       "      <td>1218</td>\n",
       "      <td>0</td>\n",
       "      <td>7.773174</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>BuiltIn</td>\n",
       "      <td>1.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>853</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>240</td>\n",
       "      <td>154</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2006</td>\n",
       "      <td>New</td>\n",
       "      <td>Partial</td>\n",
       "      <td>12.692503</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>45</td>\n",
       "      <td>RM</td>\n",
       "      <td>4.043051</td>\n",
       "      <td>8.915835</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Grvl</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Bnk</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>IDOTRR</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>Rare_var</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>77</td>\n",
       "      <td>57</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>637</td>\n",
       "      <td>637</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>FuseF</td>\n",
       "      <td>7.010312</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.010312</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>77.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>280</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>N</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>205</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>GdPrv</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.845103</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.317488</td>\n",
       "      <td>9.184202</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>281.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1777</td>\n",
       "      <td>1777</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.492760</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.492760</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>6.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>534</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>171</td>\n",
       "      <td>159</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.345835</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>120</td>\n",
       "      <td>RM</td>\n",
       "      <td>3.784190</td>\n",
       "      <td>8.348538</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>840</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>200</td>\n",
       "      <td>1040</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.966024</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.966024</td>\n",
       "      <td>1</td>\n",
       "      <td>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>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>31.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>572</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>100</td>\n",
       "      <td>110</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.774520</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.234107</td>\n",
       "      <td>9.017484</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Sawyer</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>42</td>\n",
       "      <td>9</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>Rec</td>\n",
       "      <td>188</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>668</td>\n",
       "      <td>204</td>\n",
       "      <td>1060</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.966024</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.966024</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>270</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>406</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.944708</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.700480</td>\n",
       "      <td>9.563108</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NridgHt</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>640.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1566</td>\n",
       "      <td>1566</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.377759</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.377759</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>890</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.454104</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.094345</td>\n",
       "      <td>8.881836</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>5</td>\n",
       "      <td>7</td>\n",
       "      <td>59</td>\n",
       "      <td>10</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>234</td>\n",
       "      <td>Rec</td>\n",
       "      <td>486</td>\n",
       "      <td>180</td>\n",
       "      <td>900</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.802395</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.802395</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>576</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>222</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.811547</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.584967</td>\n",
       "      <td>9.348187</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NridgHt</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>3</td>\n",
       "      <td>2</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>200.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>1218</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>486</td>\n",
       "      <td>1704</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.440734</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.440734</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>772</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.631340</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>3.850148</td>\n",
       "      <td>9.700208</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>49</td>\n",
       "      <td>9</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>1277</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>207</td>\n",
       "      <td>1484</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.377759</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.377759</td>\n",
       "      <td>1</td>\n",
       "      <td>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>2</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>49.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>1</td>\n",
       "      <td>319</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>288</td>\n",
       "      <td>258</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.242887</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>RM</td>\n",
       "      <td>4.094345</td>\n",
       "      <td>8.752107</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>BrkSide</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Rare_var</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>81</td>\n",
       "      <td>58</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>520</td>\n",
       "      <td>520</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Fa</td>\n",
       "      <td>N</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.253829</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.253829</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Fa</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>240</td>\n",
       "      <td>Fa</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>87</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.134589</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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>70</th>\n",
       "      <td>71</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.553877</td>\n",
       "      <td>9.521568</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</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>7</td>\n",
       "      <td>6</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>1115.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>1880</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>343</td>\n",
       "      <td>2223</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.706613</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.706613</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</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>2</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>34.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2</td>\n",
       "      <td>516</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>300</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.404924</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>72</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.234107</td>\n",
       "      <td>8.935772</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</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>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>565</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>280</td>\n",
       "      <td>845</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.739337</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.739337</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>360</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.771436</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>73</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.304065</td>\n",
       "      <td>9.224342</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>7</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>40.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.785588</td>\n",
       "      <td>833</td>\n",
       "      <td>0</td>\n",
       "      <td>7.448916</td>\n",
       "      <td>0</td>\n",
       "      <td>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>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>11.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2</td>\n",
       "      <td>427</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>94</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>291</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.128111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>74</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.442651</td>\n",
       "      <td>9.230143</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>7</td>\n",
       "      <td>56</td>\n",
       "      <td>7</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>104.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>320</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>362</td>\n",
       "      <td>404</td>\n",
       "      <td>1086</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.990257</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.990257</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>21.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>490</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>GdWo</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.883799</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>75</td>\n",
       "      <td>50</td>\n",
       "      <td>RM</td>\n",
       "      <td>4.094345</td>\n",
       "      <td>8.663888</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>OldTown</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>95</td>\n",
       "      <td>60</td>\n",
       "      <td>Rare_var</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Gd</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Fa</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>840</td>\n",
       "      <td>840</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>N</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.733402</td>\n",
       "      <td>765</td>\n",
       "      <td>0</td>\n",
       "      <td>7.380879</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>95.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>379</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>202</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.584315</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>76</td>\n",
       "      <td>180</td>\n",
       "      <td>RM</td>\n",
       "      <td>3.044522</td>\n",
       "      <td>7.375256</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>SLvl</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>462</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>462</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.265301</td>\n",
       "      <td>462</td>\n",
       "      <td>0</td>\n",
       "      <td>6.895683</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>BuiltIn</td>\n",
       "      <td>36.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>297</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>120</td>\n",
       "      <td>101</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>GdWo</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.418615</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>77</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.234107</td>\n",
       "      <td>9.044876</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</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>4</td>\n",
       "      <td>7</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>228</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>724</td>\n",
       "      <td>952</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>FuseA</td>\n",
       "      <td>6.858565</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.858565</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>283</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.818570</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>78</td>\n",
       "      <td>50</td>\n",
       "      <td>RM</td>\n",
       "      <td>3.912023</td>\n",
       "      <td>9.063579</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>BrkSide</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1.5Fin</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>7</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>336</td>\n",
       "      <td>Rare_var</td>\n",
       "      <td>41</td>\n",
       "      <td>295</td>\n",
       "      <td>672</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.977281</td>\n",
       "      <td>213</td>\n",
       "      <td>0</td>\n",
       "      <td>7.158514</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Min1</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>60.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>240</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.751942</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>79</td>\n",
       "      <td>90</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.276666</td>\n",
       "      <td>9.285262</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Sawyer</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>1Story</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1768</td>\n",
       "      <td>1768</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>N</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.477604</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.477604</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</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>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.824080</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>80</td>\n",
       "      <td>50</td>\n",
       "      <td>RM</td>\n",
       "      <td>4.094345</td>\n",
       "      <td>9.253400</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Grvl</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>OldTown</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>99</td>\n",
       "      <td>28</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>440</td>\n",
       "      <td>440</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.525030</td>\n",
       "      <td>548</td>\n",
       "      <td>0</td>\n",
       "      <td>7.114769</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>43.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>440</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>74</td>\n",
       "      <td>0</td>\n",
       "      <td>128</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.608236</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>81</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.605170</td>\n",
       "      <td>9.472705</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>2Story</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>576.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
       "      <td>448</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>448</td>\n",
       "      <td>896</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.074963</td>\n",
       "      <td>960</td>\n",
       "      <td>0</td>\n",
       "      <td>7.669495</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>41.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>1</td>\n",
       "      <td>509</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>252</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.173033</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>82</td>\n",
       "      <td>120</td>\n",
       "      <td>RM</td>\n",
       "      <td>3.465736</td>\n",
       "      <td>8.411833</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>8</td>\n",
       "      <td>8</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>443.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Gd</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>1201</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>1237</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.198184</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.198184</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2</td>\n",
       "      <td>405</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>199</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.941456</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>83</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.356709</td>\n",
       "      <td>9.230731</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>1Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>468.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>33</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1530</td>\n",
       "      <td>1563</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.354362</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.354362</td>\n",
       "      <td>0</td>\n",
       "      <td>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>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>758</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>144</td>\n",
       "      <td>99</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.409013</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>84</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.382027</td>\n",
       "      <td>9.092907</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</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>5</td>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>BrkCmn</td>\n",
       "      <td>66.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1065</td>\n",
       "      <td>1065</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.970730</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.970730</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>33.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>461</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>74</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2007</td>\n",
       "      <td>COD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.747998</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>85</td>\n",
       "      <td>80</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.234107</td>\n",
       "      <td>9.051345</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>SLvl</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>14</td>\n",
       "      <td>13</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>22.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>384</td>\n",
       "      <td>384</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.689599</td>\n",
       "      <td>670</td>\n",
       "      <td>0</td>\n",
       "      <td>7.295735</td>\n",
       "      <td>0</td>\n",
       "      <td>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>TA</td>\n",
       "      <td>BuiltIn</td>\n",
       "      <td>14.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>120</td>\n",
       "      <td>72</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Shed</td>\n",
       "      <td>700</td>\n",
       "      <td>5</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.034691</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>86</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.795791</td>\n",
       "      <td>9.684025</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NoRidge</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>284.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1288</td>\n",
       "      <td>1288</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.170888</td>\n",
       "      <td>1116</td>\n",
       "      <td>0</td>\n",
       "      <td>7.790282</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>15.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>462</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>127</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.468437</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>87</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.804021</td>\n",
       "      <td>9.385218</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR2</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>4</td>\n",
       "      <td>4</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>684</td>\n",
       "      <td>684</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.527958</td>\n",
       "      <td>876</td>\n",
       "      <td>0</td>\n",
       "      <td>7.352441</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>BuiltIn</td>\n",
       "      <td>4.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>100</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.066811</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>88</td>\n",
       "      <td>160</td>\n",
       "      <td>FV</td>\n",
       "      <td>3.688879</td>\n",
       "      <td>8.281724</td>\n",
       "      <td>Pave</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>Somerst</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>2Story</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>76.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>612</td>\n",
       "      <td>612</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.416732</td>\n",
       "      <td>612</td>\n",
       "      <td>0</td>\n",
       "      <td>7.109879</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>0.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>528</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>234</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2009</td>\n",
       "      <td>New</td>\n",
       "      <td>Partial</td>\n",
       "      <td>12.010666</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>89</td>\n",
       "      <td>50</td>\n",
       "      <td>Rare_var</td>\n",
       "      <td>4.653960</td>\n",
       "      <td>9.044286</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>IDOTRR</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Rare_var</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1.5Fin</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>94</td>\n",
       "      <td>27</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Rare_var</td>\n",
       "      <td>Fa</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>Fa</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1013</td>\n",
       "      <td>1013</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>N</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.920672</td>\n",
       "      <td>0</td>\n",
       "      <td>513</td>\n",
       "      <td>7.330405</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Fa</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>29.0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>N</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>156</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>2009</td>\n",
       "      <td>Rare_var</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>11.350407</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>90</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.094345</td>\n",
       "      <td>8.995909</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>588</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>402</td>\n",
       "      <td>990</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.897705</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.897705</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>27.0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</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>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.724806</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>91</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.094345</td>\n",
       "      <td>8.881836</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>4</td>\n",
       "      <td>5</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Slab</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>FuseA</td>\n",
       "      <td>6.946976</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.946976</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>56.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>420</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.607326</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>92</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.442651</td>\n",
       "      <td>9.047821</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</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>3</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>BrkCmn</td>\n",
       "      <td>203.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
       "      <td>600</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>635</td>\n",
       "      <td>1235</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.118826</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.118826</td>\n",
       "      <td>0</td>\n",
       "      <td>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>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>45.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>480</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>GdWo</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>11.498827</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>93</td>\n",
       "      <td>30</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.382027</td>\n",
       "      <td>9.500020</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Grvl</td>\n",
       "      <td>IR1</td>\n",
       "      <td>HLS</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</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>88</td>\n",
       "      <td>3</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>713</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>163</td>\n",
       "      <td>876</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.871091</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.871091</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>88.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>432</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.004568</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>94</td>\n",
       "      <td>190</td>\n",
       "      <td>Rare_var</td>\n",
       "      <td>4.094345</td>\n",
       "      <td>8.881836</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>OldTown</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>2fmCon</td>\n",
       "      <td>Rare_var</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>97</td>\n",
       "      <td>9</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>Fa</td>\n",
       "      <td>Mn</td>\n",
       "      <td>Rec</td>\n",
       "      <td>1046</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>168</td>\n",
       "      <td>1214</td>\n",
       "      <td>GasW</td>\n",
       "      <td>Ex</td>\n",
       "      <td>N</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.138867</td>\n",
       "      <td>1031</td>\n",
       "      <td>0</td>\n",
       "      <td>7.736744</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>107.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>506</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.804849</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>95</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.234107</td>\n",
       "      <td>9.141740</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>648</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>824</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.807935</td>\n",
       "      <td>881</td>\n",
       "      <td>0</td>\n",
       "      <td>7.487734</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>10.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>684</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>162</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.229545</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>96</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.234107</td>\n",
       "      <td>9.186560</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR2</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>8</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>68.0</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Gd</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Gd</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>310</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>370</td>\n",
       "      <td>680</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.522093</td>\n",
       "      <td>790</td>\n",
       "      <td>0</td>\n",
       "      <td>7.293018</td>\n",
       "      <td>0</td>\n",
       "      <td>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>TA</td>\n",
       "      <td>BuiltIn</td>\n",
       "      <td>16.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2</td>\n",
       "      <td>420</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>232</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Shed</td>\n",
       "      <td>480</td>\n",
       "      <td>4</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.128111</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>97</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.356709</td>\n",
       "      <td>9.236398</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>183.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>1162</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>426</td>\n",
       "      <td>1588</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.370231</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.370231</td>\n",
       "      <td>0</td>\n",
       "      <td>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>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>7.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>472</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>158</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>12.273731</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>98</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.290459</td>\n",
       "      <td>9.298443</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>HLS</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Edwards</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>42</td>\n",
       "      <td>42</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>48.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
       "      <td>520</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>440</td>\n",
       "      <td>960</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>FuseF</td>\n",
       "      <td>6.866933</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.866933</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>42.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>1</td>\n",
       "      <td>432</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>P</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>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.458997</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>99</td>\n",
       "      <td>30</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.442651</td>\n",
       "      <td>9.270965</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Edwards</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>90</td>\n",
       "      <td>60</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>108</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>350</td>\n",
       "      <td>458</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Fa</td>\n",
       "      <td>N</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>6.727432</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.727432</td>\n",
       "      <td>0</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Basment</td>\n",
       "      <td>90.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>366</td>\n",
       "      <td>Fa</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Shed</td>\n",
       "      <td>400</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "      <td>COD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>11.326596</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>100</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.343805</td>\n",
       "      <td>9.139918</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Missing</td>\n",
       "      <td>IR1</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>4</td>\n",
       "      <td>5</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>569</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>381</td>\n",
       "      <td>950</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Fa</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>7.110696</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.110696</td>\n",
       "      <td>1</td>\n",
       "      <td>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>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Y</td>\n",
       "      <td>352</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Missing</td>\n",
       "      <td>Shed</td>\n",
       "      <td>400</td>\n",
       "      <td>1</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>11.767180</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 84 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Id  MSSubClass  MSZoning  LotFrontage   LotArea Street    Alley LotShape  \\\n",
       "0     1          60        RL     4.174387  9.041922   Pave  Missing      Reg   \n",
       "1     2          20        RL     4.382027  9.169518   Pave  Missing      Reg   \n",
       "2     3          60        RL     4.219508  9.328123   Pave  Missing      IR1   \n",
       "3     4          70        RL     4.094345  9.164296   Pave  Missing      IR1   \n",
       "4     5          60        RL     4.430817  9.565214   Pave  Missing      IR1   \n",
       "5     6          50        RL     4.442651  9.554993   Pave  Missing      IR1   \n",
       "6     7          20        RL     4.317488  9.218705   Pave  Missing      Reg   \n",
       "7     8          60        RL     4.234107  9.247829   Pave  Missing      IR1   \n",
       "8     9          50        RM     3.931826  8.719317   Pave  Missing      Reg   \n",
       "9    10         190        RL     3.912023  8.911934   Pave  Missing      Reg   \n",
       "10   11          20        RL     4.248495  9.323669   Pave  Missing      Reg   \n",
       "11   12          60        RL     4.442651  9.386308   Pave  Missing      IR1   \n",
       "12   13          20        RL     4.234107  9.470240   Pave  Missing      IR2   \n",
       "13   14          20        RL     4.510860  9.273503   Pave  Missing      IR1   \n",
       "14   15          20        RL     4.234107  9.298351   Pave  Missing      IR1   \n",
       "15   16          45        RM     3.931826  8.719317   Pave  Missing      Reg   \n",
       "16   17          20        RL     4.234107  9.327323   Pave  Missing      IR1   \n",
       "17   18          90        RL     4.276666  9.286468   Pave  Missing      Reg   \n",
       "18   19          20        RL     4.189655  9.524786   Pave  Missing      Reg   \n",
       "19   20          20        RL     4.248495  8.930626   Pave  Missing      Reg   \n",
       "20   21          60        RL     4.615121  9.562053   Pave  Missing      IR1   \n",
       "21   22          45        RM     4.043051  8.915835   Pave     Grvl      Reg   \n",
       "22   23          20        RL     4.317488  9.184202   Pave  Missing      Reg   \n",
       "23   24         120        RM     3.784190  8.348538   Pave  Missing      Reg   \n",
       "24   25          20        RL     4.234107  9.017484   Pave  Missing      IR1   \n",
       "25   26          20        RL     4.700480  9.563108   Pave  Missing      Reg   \n",
       "26   27          20        RL     4.094345  8.881836   Pave  Missing      Reg   \n",
       "27   28          20        RL     4.584967  9.348187   Pave  Missing      Reg   \n",
       "28   29          20        RL     3.850148  9.700208   Pave  Missing      IR1   \n",
       "29   30          30        RM     4.094345  8.752107   Pave  Missing      IR1   \n",
       "..  ...         ...       ...          ...       ...    ...      ...      ...   \n",
       "70   71          20        RL     4.553877  9.521568   Pave  Missing      IR1   \n",
       "71   72          20        RL     4.234107  8.935772   Pave  Missing      Reg   \n",
       "72   73          60        RL     4.304065  9.224342   Pave  Missing      IR1   \n",
       "73   74          20        RL     4.442651  9.230143   Pave  Missing      Reg   \n",
       "74   75          50        RM     4.094345  8.663888   Pave  Missing      Reg   \n",
       "75   76         180        RM     3.044522  7.375256   Pave  Missing      Reg   \n",
       "76   77          20        RL     4.234107  9.044876   Pave  Missing      IR1   \n",
       "77   78          50        RM     3.912023  9.063579   Pave  Missing      Reg   \n",
       "78   79          90        RL     4.276666  9.285262   Pave  Missing      Reg   \n",
       "79   80          50        RM     4.094345  9.253400   Pave     Grvl      Reg   \n",
       "80   81          60        RL     4.605170  9.472705   Pave  Missing      Reg   \n",
       "81   82         120        RM     3.465736  8.411833   Pave  Missing      Reg   \n",
       "82   83          20        RL     4.356709  9.230731   Pave  Missing      Reg   \n",
       "83   84          20        RL     4.382027  9.092907   Pave  Missing      IR1   \n",
       "84   85          80        RL     4.234107  9.051345   Pave  Missing      IR1   \n",
       "85   86          60        RL     4.795791  9.684025   Pave  Missing      Reg   \n",
       "86   87          60        RL     4.804021  9.385218   Pave  Missing      IR2   \n",
       "87   88         160        FV     3.688879  8.281724   Pave     Pave      Reg   \n",
       "88   89          50  Rare_var     4.653960  9.044286   Pave  Missing      IR1   \n",
       "89   90          20        RL     4.094345  8.995909   Pave  Missing      Reg   \n",
       "90   91          20        RL     4.094345  8.881836   Pave  Missing      Reg   \n",
       "91   92          20        RL     4.442651  9.047821   Pave  Missing      Reg   \n",
       "92   93          30        RL     4.382027  9.500020   Pave     Grvl      IR1   \n",
       "93   94         190  Rare_var     4.094345  8.881836   Pave  Missing      Reg   \n",
       "94   95          60        RL     4.234107  9.141740   Pave  Missing      IR1   \n",
       "95   96          60        RL     4.234107  9.186560   Pave  Missing      IR2   \n",
       "96   97          20        RL     4.356709  9.236398   Pave  Missing      IR1   \n",
       "97   98          20        RL     4.290459  9.298443   Pave  Missing      Reg   \n",
       "98   99          30        RL     4.442651  9.270965   Pave  Missing      Reg   \n",
       "99  100          20        RL     4.343805  9.139918   Pave  Missing      IR1   \n",
       "\n",
       "   LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
       "0          Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "1          Lvl    AllPub       FR2       Gtl     Rare_var      Feedr   \n",
       "2          Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "3          Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
       "4          Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
       "5          Lvl    AllPub    Inside       Gtl      Mitchel       Norm   \n",
       "6          Lvl    AllPub    Inside       Gtl      Somerst       Norm   \n",
       "7          Lvl    AllPub    Corner       Gtl       NWAmes       PosN   \n",
       "8          Lvl    AllPub    Inside       Gtl      OldTown     Artery   \n",
       "9          Lvl    AllPub    Corner       Gtl      BrkSide     Artery   \n",
       "10         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "11         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "12         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "13         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "14         Lvl    AllPub    Corner       Gtl        NAmes       Norm   \n",
       "15         Lvl    AllPub    Corner       Gtl      BrkSide       Norm   \n",
       "16         Lvl    AllPub   CulDSac       Gtl        NAmes       Norm   \n",
       "17         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "18         Lvl    AllPub    Inside       Gtl      SawyerW   Rare_var   \n",
       "19         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "20         Lvl    AllPub    Corner       Gtl      NridgHt       Norm   \n",
       "21         Bnk    AllPub    Inside       Gtl       IDOTRR       Norm   \n",
       "22         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "23         Lvl    AllPub    Inside       Gtl      MeadowV       Norm   \n",
       "24         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "25         Lvl    AllPub    Corner       Gtl      NridgHt       Norm   \n",
       "26         Lvl    AllPub    Corner       Gtl        NAmes       Norm   \n",
       "27         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "28         Lvl    AllPub   CulDSac       Gtl        NAmes       Norm   \n",
       "29         Lvl    AllPub    Inside       Gtl      BrkSide      Feedr   \n",
       "..         ...       ...       ...       ...          ...        ...   \n",
       "70         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "71         Lvl    AllPub    Corner       Gtl      Mitchel       Norm   \n",
       "72         Lvl    AllPub    Corner       Gtl      Gilbert       Norm   \n",
       "73         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "74         Lvl    AllPub    Corner       Gtl      OldTown       Norm   \n",
       "75         Lvl    AllPub    Inside       Gtl      MeadowV       Norm   \n",
       "76         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "77         Lvl    AllPub    Inside       Gtl      BrkSide       Norm   \n",
       "78         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "79         Lvl    AllPub    Corner       Gtl      OldTown       Norm   \n",
       "80         Lvl    AllPub    Corner       Gtl        NAmes       Norm   \n",
       "81         Lvl    AllPub       FR2       Gtl      Mitchel       Norm   \n",
       "82         Lvl    AllPub    Inside       Gtl      Somerst       Norm   \n",
       "83         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "84         Lvl    AllPub    Inside       Gtl      Gilbert       Norm   \n",
       "85         Lvl    AllPub    Corner       Gtl      NoRidge       Norm   \n",
       "86         Lvl    AllPub    Inside       Gtl      Gilbert       Norm   \n",
       "87         Lvl    AllPub    Corner       Gtl      Somerst       Norm   \n",
       "88         Lvl    AllPub    Corner       Gtl       IDOTRR      Feedr   \n",
       "89         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "90         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "91         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "92         HLS    AllPub    Inside       Gtl      Crawfor       Norm   \n",
       "93         Lvl    AllPub    Corner       Gtl      OldTown       Norm   \n",
       "94         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "95         Lvl    AllPub    Corner       Gtl      Gilbert       Norm   \n",
       "96         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "97         HLS    AllPub    Inside       Gtl      Edwards       Norm   \n",
       "98         Lvl    AllPub    Corner       Gtl      Edwards       Norm   \n",
       "99         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "\n",
       "   Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "0        Norm     1Fam     2Story            7            5          5   \n",
       "1        Norm     1Fam     1Story            6            8         31   \n",
       "2        Norm     1Fam     2Story            7            5          7   \n",
       "3        Norm     1Fam     2Story            7            5         91   \n",
       "4        Norm     1Fam     2Story            8            5          8   \n",
       "5        Norm     1Fam     1.5Fin            5            5         16   \n",
       "6        Norm     1Fam     1Story            8            5          3   \n",
       "7        Norm     1Fam     2Story            7            6         36   \n",
       "8        Norm     1Fam     1.5Fin            7            5         77   \n",
       "9    Rare_var   2fmCon   Rare_var            5            6         69   \n",
       "10       Norm     1Fam     1Story            5            5         43   \n",
       "11       Norm     1Fam     2Story            9            5          1   \n",
       "12       Norm     1Fam     1Story            5            6         46   \n",
       "13       Norm     1Fam     1Story            7            5          1   \n",
       "14       Norm     1Fam     1Story            6            5         48   \n",
       "15       Norm     1Fam   Rare_var            7            8         78   \n",
       "16       Norm     1Fam     1Story            6            7         40   \n",
       "17       Norm   Duplex     1Story            4            5         39   \n",
       "18       Norm     1Fam     1Story            5            5          4   \n",
       "19       Norm     1Fam     1Story            5            6         51   \n",
       "20       Norm     1Fam     2Story            8            5          1   \n",
       "21       Norm     1Fam   Rare_var            7            7         77   \n",
       "22       Norm     1Fam     1Story            8            5          6   \n",
       "23       Norm   TwnhsE     1Story            5            7         31   \n",
       "24       Norm     1Fam     1Story            5            8         42   \n",
       "25       Norm     1Fam     1Story            8            5          2   \n",
       "26       Norm     1Fam     1Story            5            7         59   \n",
       "27       Norm     1Fam     1Story            8            5          3   \n",
       "28       Norm     1Fam     1Story            5            6         49   \n",
       "29   Rare_var     1Fam     1Story            4            6         81   \n",
       "..        ...      ...        ...          ...          ...        ...   \n",
       "70       Norm     1Fam     1Story            7            6         34   \n",
       "71       Norm     1Fam     1Story            4            6         25   \n",
       "72       Norm     1Fam     2Story            7            5         11   \n",
       "73       Norm     1Fam     1Story            5            7         56   \n",
       "74       Norm     1Fam     2Story            3            6         95   \n",
       "75       Norm    Twnhs       SLvl            4            5         36   \n",
       "76       Norm     1Fam     1Story            4            7         52   \n",
       "77       Norm     1Fam     1.5Fin            5            5         60   \n",
       "78       Norm   Duplex     1Story            4            5         42   \n",
       "79       Norm     1Fam     2Story            5            6         99   \n",
       "80       Norm     1Fam     2Story            6            6         41   \n",
       "81       Norm   TwnhsE     1Story            6            5          8   \n",
       "82       Norm     1Fam     1Story            8            5          1   \n",
       "83       Norm     1Fam     1Story            5            5         47   \n",
       "84       Norm     1Fam       SLvl            7            5         14   \n",
       "85       Norm     1Fam     2Story            8            5         15   \n",
       "86       Norm     1Fam     2Story            6            5          4   \n",
       "87       Norm   TwnhsE     2Story            6            5          0   \n",
       "88   Rare_var     1Fam     1.5Fin            3            2         94   \n",
       "89       Norm     1Fam     1Story            4            5         13   \n",
       "90       Norm     1Fam     1Story            4            5         56   \n",
       "91       Norm     1Fam     1Story            5            3         45   \n",
       "92       Norm     1Fam     1Story            5            7         88   \n",
       "93       Norm   2fmCon   Rare_var            6            6         97   \n",
       "94       Norm     1Fam     2Story            6            5         10   \n",
       "95       Norm     1Fam     2Story            6            8         16   \n",
       "96       Norm     1Fam     1Story            7            5          7   \n",
       "97       Norm     1Fam     1Story            4            5         42   \n",
       "98       Norm     1Fam     1Story            5            5         90   \n",
       "99       Norm     1Fam     1Story            4            5         51   \n",
       "\n",
       "    YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
       "0              5     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "1             31     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "2              6     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "3             36     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
       "4              8     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "5             14     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "6              2     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "7             36     Gable  CompShg     HdBoard     HdBoard      Stone   \n",
       "8             58     Gable  CompShg     BrkFace     Wd Shng       None   \n",
       "9             58     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "10            43       Hip  CompShg     HdBoard     HdBoard       None   \n",
       "11             0       Hip  CompShg     WdShing     Wd Shng      Stone   \n",
       "12            46       Hip  CompShg     HdBoard     Plywood       None   \n",
       "13             0     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "14            48       Hip  CompShg     MetalSd     MetalSd    BrkFace   \n",
       "15             6     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "16            40     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace   \n",
       "17            39     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "18             4     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "19            44       Hip  CompShg     BrkFace     Plywood       None   \n",
       "20             0     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "21            57     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "22             6       Hip  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "23            31     Gable  CompShg     CemntBd     CmentBd       None   \n",
       "24             9     Gable  CompShg     Plywood     Plywood       None   \n",
       "25             2     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "26            10     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "27             2     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "28             9     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "29            58     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "..           ...       ...      ...         ...         ...        ...   \n",
       "70            34     Gable  CompShg     Plywood     Plywood    BrkFace   \n",
       "71             1     Gable  CompShg     HdBoard     Plywood       None   \n",
       "72            11     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "73             7     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace   \n",
       "74            60  Rare_var  CompShg     VinylSd     VinylSd       None   \n",
       "75            36     Gable  CompShg     CemntBd     CmentBd       None   \n",
       "76            52     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "77             7     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "78            42       Hip  CompShg     HdBoard     HdBoard       None   \n",
       "79            28     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "80            41     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "81             8       Hip  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "82             1     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "83            47     Gable  CompShg     MetalSd     MetalSd     BrkCmn   \n",
       "84            13     Gable  CompShg     HdBoard     HdBoard    BrkFace   \n",
       "85            14       Hip  CompShg     HdBoard     HdBoard    BrkFace   \n",
       "86             4     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "87             0     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "88            27       Hip  CompShg     Plywood     Plywood       None   \n",
       "89            12     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "90            56     Gable  CompShg     BrkFace     Wd Sdng       None   \n",
       "91            45       Hip  CompShg     HdBoard     HdBoard     BrkCmn   \n",
       "92             3     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "93             9       Hip  CompShg     MetalSd     MetalSd       None   \n",
       "94            10     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "95            16     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "96             7     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "97            42       Hip  CompShg     HdBoard     HdBoard    BrkFace   \n",
       "98            60     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "99            51     Gable  CompShg     Plywood     Plywood       None   \n",
       "\n",
       "    MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
       "0        196.0        Gd        TA      PConc       Gd       TA           No   \n",
       "1          0.0        TA        TA     CBlock       Gd       TA           Gd   \n",
       "2        162.0        Gd        TA      PConc       Gd       TA           Mn   \n",
       "3          0.0        TA        TA     BrkTil       TA       Gd           No   \n",
       "4        350.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "5          0.0        TA        TA   Rare_var       Gd       TA           No   \n",
       "6        186.0        Gd        TA      PConc       Ex       TA           Av   \n",
       "7        240.0        TA        TA     CBlock       Gd       TA           Mn   \n",
       "8          0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "9          0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "10         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "11       286.0        Ex        TA      PConc       Ex       TA           No   \n",
       "12         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "13       306.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "14       212.0        TA        TA     CBlock       TA       TA           No   \n",
       "15         0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "16       180.0        TA        TA     CBlock       TA       TA           No   \n",
       "17         0.0        TA        TA       Slab  Missing  Missing      Missing   \n",
       "18         0.0        TA        TA      PConc       TA       TA           No   \n",
       "19         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "20       380.0        Gd        TA      PConc       Ex       TA           Av   \n",
       "21         0.0        TA        TA      PConc       TA       TA           No   \n",
       "22       281.0        Gd        TA      PConc       Gd       TA           No   \n",
       "23         0.0        TA        TA      PConc       Gd       TA           No   \n",
       "24         0.0        TA        Gd     CBlock       TA       TA           Mn   \n",
       "25       640.0        Gd        TA      PConc       Gd       TA           No   \n",
       "26         0.0        TA        TA     CBlock       TA       TA           Mn   \n",
       "27       200.0        Gd        TA      PConc       Ex       TA           No   \n",
       "28         0.0        TA        TA     CBlock       TA       TA           Gd   \n",
       "29         0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "..         ...       ...       ...        ...      ...      ...          ...   \n",
       "70      1115.0        TA        Gd     CBlock       Gd       TA           Gd   \n",
       "71         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "72        40.0        TA        TA      PConc       Gd       TA           No   \n",
       "73       104.0        TA        TA     CBlock       TA       TA           No   \n",
       "74         0.0        Gd        Gd     CBlock       Fa       TA           No   \n",
       "75         0.0        TA        TA     CBlock       Gd       TA           Gd   \n",
       "76         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "77         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "78         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "79         0.0        TA        TA      PConc       TA       TA           No   \n",
       "80       576.0        TA        Gd     CBlock       Gd       TA           No   \n",
       "81       443.0        TA        Gd      PConc       Ex       Gd           No   \n",
       "82       468.0        TA        TA      PConc       Gd       TA           No   \n",
       "83        66.0        TA        TA     CBlock       TA       TA           No   \n",
       "84        22.0        TA        TA      PConc       Gd       TA           No   \n",
       "85       284.0        Gd        TA     CBlock       Gd       TA           No   \n",
       "86         0.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "87        76.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "88         0.0  Rare_var        Fa     CBlock       TA       Fa           No   \n",
       "89         0.0        TA        TA      PConc       Gd       TA           No   \n",
       "90         0.0        TA        TA       Slab  Missing  Missing      Missing   \n",
       "91       203.0        TA        TA     CBlock       TA       TA           No   \n",
       "92         0.0        TA        Gd     BrkTil       Gd       TA           No   \n",
       "93         0.0        TA        TA     BrkTil       TA       Fa           Mn   \n",
       "94         0.0        TA        Gd      PConc       Gd       TA           No   \n",
       "95        68.0        Ex        Gd      PConc       Gd       Gd           No   \n",
       "96       183.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "97        48.0        TA        TA     CBlock       TA       TA           No   \n",
       "98         0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "99         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "\n",
       "   BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "0           GLQ         706          Unf           0        150          856   \n",
       "1           ALQ         978          Unf           0        284         1262   \n",
       "2           GLQ         486          Unf           0        434          920   \n",
       "3           ALQ         216          Unf           0        540          756   \n",
       "4           GLQ         655          Unf           0        490         1145   \n",
       "5           GLQ         732          Unf           0         64          796   \n",
       "6           GLQ        1369          Unf           0        317         1686   \n",
       "7           ALQ         859          BLQ          32        216         1107   \n",
       "8           Unf           0          Unf           0        952          952   \n",
       "9           GLQ         851          Unf           0        140          991   \n",
       "10          Rec         906          Unf           0        134         1040   \n",
       "11          GLQ         998          Unf           0        177         1175   \n",
       "12          ALQ         737          Unf           0        175          912   \n",
       "13          Unf           0          Unf           0       1494         1494   \n",
       "14          BLQ         733          Unf           0        520         1253   \n",
       "15          Unf           0          Unf           0        832          832   \n",
       "16          ALQ         578          Unf           0        426         1004   \n",
       "17      Missing           0      Missing           0          0            0   \n",
       "18          GLQ         646          Unf           0        468         1114   \n",
       "19          LwQ         504          Unf           0        525         1029   \n",
       "20          Unf           0          Unf           0       1158         1158   \n",
       "21          Unf           0          Unf           0        637          637   \n",
       "22          Unf           0          Unf           0       1777         1777   \n",
       "23          GLQ         840          Unf           0        200         1040   \n",
       "24          Rec         188          ALQ         668        204         1060   \n",
       "25          Unf           0          Unf           0       1566         1566   \n",
       "26          BLQ         234          Rec         486        180          900   \n",
       "27          GLQ        1218          Unf           0        486         1704   \n",
       "28          BLQ        1277          Unf           0        207         1484   \n",
       "29          Unf           0          Unf           0        520          520   \n",
       "..          ...         ...          ...         ...        ...          ...   \n",
       "70          ALQ        1880          Unf           0        343         2223   \n",
       "71          ALQ         565          Unf           0        280          845   \n",
       "72          Unf           0          Unf           0        832          832   \n",
       "73          ALQ         320          BLQ         362        404         1086   \n",
       "74          Unf           0          Unf           0        840          840   \n",
       "75          GLQ         462          Unf           0          0          462   \n",
       "76          ALQ         228          Unf           0        724          952   \n",
       "77          BLQ         336     Rare_var          41        295          672   \n",
       "78          Unf           0          Unf           0       1768         1768   \n",
       "79          Unf           0          Unf           0        440          440   \n",
       "80          Rec         448          Unf           0        448          896   \n",
       "81          GLQ        1201          Unf           0         36         1237   \n",
       "82          GLQ          33          Unf           0       1530         1563   \n",
       "83          Unf           0          Unf           0       1065         1065   \n",
       "84          Unf           0          Unf           0        384          384   \n",
       "85          Unf           0          Unf           0       1288         1288   \n",
       "86          Unf           0          Unf           0        684          684   \n",
       "87          Unf           0          Unf           0        612          612   \n",
       "88          Unf           0          Unf           0       1013         1013   \n",
       "89          GLQ         588          Unf           0        402          990   \n",
       "90      Missing           0      Missing           0          0            0   \n",
       "91          Rec         600          Unf           0        635         1235   \n",
       "92          ALQ         713          Unf           0        163          876   \n",
       "93          Rec        1046          Unf           0        168         1214   \n",
       "94          GLQ         648          Unf           0        176          824   \n",
       "95          ALQ         310          Unf           0        370          680   \n",
       "96          ALQ        1162          Unf           0        426         1588   \n",
       "97          Rec         520          Unf           0        440          960   \n",
       "98          ALQ         108          Unf           0        350          458   \n",
       "99          ALQ         569          Unf           0        381          950   \n",
       "\n",
       "   Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  \\\n",
       "0     GasA        Ex          Y      SBrkr  6.752270       854             0   \n",
       "1     GasA        Ex          Y      SBrkr  7.140453         0             0   \n",
       "2     GasA        Ex          Y      SBrkr  6.824374       866             0   \n",
       "3     GasA        Gd          Y      SBrkr  6.867974       756             0   \n",
       "4     GasA        Ex          Y      SBrkr  7.043160      1053             0   \n",
       "5     GasA        Ex          Y      SBrkr  6.679599       566             0   \n",
       "6     GasA        Ex          Y      SBrkr  7.434848         0             0   \n",
       "7     GasA        Ex          Y      SBrkr  7.009409       983             0   \n",
       "8     GasA        Gd          Y      FuseF  6.929517       752             0   \n",
       "9     GasA        Ex          Y      SBrkr  6.981935         0             0   \n",
       "10    GasA        Ex          Y      SBrkr  6.946976         0             0   \n",
       "11    GasA        Ex          Y      SBrkr  7.074963      1142             0   \n",
       "12    GasA        TA          Y      SBrkr  6.815640         0             0   \n",
       "13    GasA        Ex          Y      SBrkr  7.309212         0             0   \n",
       "14    GasA        TA          Y      SBrkr  7.133296         0             0   \n",
       "15    GasA        Ex          Y      FuseA  6.749931         0             0   \n",
       "16    GasA        Ex          Y      SBrkr  6.911747         0             0   \n",
       "17    GasA        TA          Y      SBrkr  7.167038         0             0   \n",
       "18    GasA        Ex          Y      SBrkr  7.015712         0             0   \n",
       "19    GasA        TA          Y      SBrkr  7.199678         0             0   \n",
       "20    GasA        Ex          Y      SBrkr  7.054450      1218             0   \n",
       "21    GasA        Ex          Y      FuseF  7.010312         0             0   \n",
       "22    GasA        Ex          Y      SBrkr  7.492760         0             0   \n",
       "23    GasA        TA          Y      SBrkr  6.966024         0             0   \n",
       "24    GasA        Ex          Y      SBrkr  6.966024         0             0   \n",
       "25    GasA        Ex          Y      SBrkr  7.377759         0             0   \n",
       "26    GasA        TA          Y      SBrkr  6.802395         0             0   \n",
       "27    GasA        Ex          Y      SBrkr  7.440734         0             0   \n",
       "28    GasA        TA          Y      SBrkr  7.377759         0             0   \n",
       "29    GasA        Fa          N      SBrkr  6.253829         0             0   \n",
       "..     ...       ...        ...        ...       ...       ...           ...   \n",
       "70    GasA        Ex          Y      SBrkr  7.706613         0             0   \n",
       "71    GasA        TA          Y      SBrkr  6.739337         0             0   \n",
       "72    GasA        Gd          Y      SBrkr  6.785588       833             0   \n",
       "73    GasA        Gd          Y      SBrkr  6.990257         0             0   \n",
       "74    GasA        Gd          N      SBrkr  6.733402       765             0   \n",
       "75    GasA        TA          Y      SBrkr  6.265301       462             0   \n",
       "76    GasA        Ex          Y      FuseA  6.858565         0             0   \n",
       "77    GasA        TA          Y      SBrkr  6.977281       213             0   \n",
       "78    GasA        TA          N      SBrkr  7.477604         0             0   \n",
       "79    GasA        Gd          Y      SBrkr  6.525030       548             0   \n",
       "80    GasA        TA          Y      SBrkr  7.074963       960             0   \n",
       "81    GasA        Ex          Y      SBrkr  7.198184         0             0   \n",
       "82    GasA        Ex          Y      SBrkr  7.354362         0             0   \n",
       "83    GasA        Gd          Y      SBrkr  6.970730         0             0   \n",
       "84    GasA        Gd          Y      SBrkr  6.689599       670             0   \n",
       "85    GasA        Ex          Y      SBrkr  7.170888      1116             0   \n",
       "86    GasA        Ex          Y      SBrkr  6.527958       876             0   \n",
       "87    GasA        Ex          Y      SBrkr  6.416732       612             0   \n",
       "88    GasA        TA          N      SBrkr  6.920672         0           513   \n",
       "89    GasA        Ex          Y      SBrkr  6.897705         0             0   \n",
       "90    GasA        TA          Y      FuseA  6.946976         0             0   \n",
       "91    GasA        TA          Y      SBrkr  7.118826         0             0   \n",
       "92    GasA        Ex          Y      SBrkr  6.871091         0             0   \n",
       "93    GasW        Ex          N      SBrkr  7.138867      1031             0   \n",
       "94    GasA        Ex          Y      SBrkr  6.807935       881             0   \n",
       "95    GasA        Gd          Y      SBrkr  6.522093       790             0   \n",
       "96    GasA        Ex          Y      SBrkr  7.370231         0             0   \n",
       "97    GasA        TA          Y      FuseF  6.866933         0             0   \n",
       "98    GasA        Fa          N      SBrkr  6.727432         0             0   \n",
       "99    GasA        Fa          Y      SBrkr  7.110696         0             0   \n",
       "\n",
       "    GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  \\\n",
       "0    7.444249             1             0         2         1             3   \n",
       "1    7.140453             0             1         2         0             3   \n",
       "2    7.487734             1             0         2         1             3   \n",
       "3    7.448334             1             0         1         0             3   \n",
       "4    7.695303             1             0         2         1             4   \n",
       "5    7.216709             1             0         1         1             1   \n",
       "6    7.434848             1             0         2         0             3   \n",
       "7    7.644919             1             0         2         1             3   \n",
       "8    7.480992             0             0         2         0             2   \n",
       "9    6.981935             1             0         1         0             2   \n",
       "10   6.946976             1             0         1         0             3   \n",
       "11   7.751045             1             0         3         0             4   \n",
       "12   6.815640             1             0         1         0             2   \n",
       "13   7.309212             0             0         2         0             3   \n",
       "14   7.133296             1             0         1         1             2   \n",
       "15   6.749931             0             0         1         0             2   \n",
       "16   6.911747             1             0         1         0             2   \n",
       "17   7.167038             0             0         2         0             2   \n",
       "18   7.015712             1             0         1         1             3   \n",
       "19   7.199678             0             0         1         0             3   \n",
       "20   7.773174             0             0         3         1             4   \n",
       "21   7.010312             0             0         1         0             3   \n",
       "22   7.492760             0             0         2         0             3   \n",
       "23   6.966024             1             0         1         0             3   \n",
       "24   6.966024             1             0         1         0             3   \n",
       "25   7.377759             0             0         2         0             3   \n",
       "26   6.802395             0             1         1         0             3   \n",
       "27   7.440734             1             0         2         0             3   \n",
       "28   7.377759             1             0         1         0             2   \n",
       "29   6.253829             0             0         1         0             1   \n",
       "..        ...           ...           ...       ...       ...           ...   \n",
       "70   7.706613             1             0         2         0             3   \n",
       "71   6.739337             1             0         1         0             2   \n",
       "72   7.448916             0             0         2         1             3   \n",
       "73   6.990257             1             0         1         0             3   \n",
       "74   7.380879             0             0         2         0             3   \n",
       "75   6.895683             1             0         1         0             2   \n",
       "76   6.858565             0             0         1         0             2   \n",
       "77   7.158514             1             0         1         0             2   \n",
       "78   7.477604             0             0         2         0             4   \n",
       "79   7.114769             0             0         1         1             2   \n",
       "80   7.669495             0             0         2         1             4   \n",
       "81   7.198184             1             0         2         0             2   \n",
       "82   7.354362             0             0         2         0             3   \n",
       "83   6.970730             0             0         1         1             3   \n",
       "84   7.295735             0             0         2         1             3   \n",
       "85   7.790282             0             0         2         1             4   \n",
       "86   7.352441             0             0         2         1             3   \n",
       "87   7.109879             0             0         2         1             2   \n",
       "88   7.330405             0             0         1         0             2   \n",
       "89   6.897705             1             0         1         0             3   \n",
       "90   6.946976             0             0         1         0             2   \n",
       "91   7.118826             0             0         1         0             2   \n",
       "92   6.871091             1             0         1         0             2   \n",
       "93   7.736744             0             1         2         0             4   \n",
       "94   7.487734             1             0         2         1             3   \n",
       "95   7.293018             0             0         2         1             3   \n",
       "96   7.370231             0             0         2         0             3   \n",
       "97   6.866933             1             0         1         0             3   \n",
       "98   6.727432             0             0         1         0             2   \n",
       "99   7.110696             1             0         1         1             3   \n",
       "\n",
       "    KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu  \\\n",
       "0              1          Gd             8        Typ           0     Missing   \n",
       "1              1          TA             6        Typ           1          TA   \n",
       "2              1          Gd             6        Typ           1          TA   \n",
       "3              1          Gd             7        Typ           1          Gd   \n",
       "4              1          Gd             9        Typ           1          TA   \n",
       "5              1          TA             5        Typ           0     Missing   \n",
       "6              1          Gd             7        Typ           1          Gd   \n",
       "7              1          TA             7        Typ           2          TA   \n",
       "8              2          TA             8       Min1           2          TA   \n",
       "9              2          TA             5        Typ           2          TA   \n",
       "10             1          TA             5        Typ           0     Missing   \n",
       "11             1          Ex            11        Typ           2          Gd   \n",
       "12             1          TA             4        Typ           0     Missing   \n",
       "13             1          Gd             7        Typ           1          Gd   \n",
       "14             1          TA             5        Typ           1          Fa   \n",
       "15             1          TA             5        Typ           0     Missing   \n",
       "16             1          TA             5        Typ           1          TA   \n",
       "17             2          TA             6        Typ           0     Missing   \n",
       "18             1          Gd             6        Typ           0     Missing   \n",
       "19             1          TA             6       Min1           0     Missing   \n",
       "20             1          Gd             9        Typ           1          Gd   \n",
       "21             1          Gd             6        Typ           1          Gd   \n",
       "22             1          Gd             7        Typ           1          Gd   \n",
       "23             1          TA             6        Typ           1          TA   \n",
       "24             1          Gd             6        Typ           1          TA   \n",
       "25             1          Gd             7        Typ           1          Gd   \n",
       "26             1          Gd             5        Typ           0     Missing   \n",
       "27             1          Gd             7        Typ           1          Gd   \n",
       "28             1          TA             6        Typ           2          Gd   \n",
       "29             1          Fa             4        Typ           0     Missing   \n",
       "..           ...         ...           ...        ...         ...         ...   \n",
       "70             1          TA             8        Typ           2          Gd   \n",
       "71             1          TA             4        Typ           0     Missing   \n",
       "72             1          TA             7        Typ           1          TA   \n",
       "73             1          TA             6        Typ           0     Missing   \n",
       "74             2          TA             8        Typ           0     Missing   \n",
       "75             1          TA             5        Typ           0     Missing   \n",
       "76             1          TA             4        Typ           0     Missing   \n",
       "77             1          TA             6       Min1           0     Missing   \n",
       "78             2          TA             8        Typ           0     Missing   \n",
       "79             1          TA             5        Typ           0     Missing   \n",
       "80             1          Gd             8        Typ           1          Gd   \n",
       "81             1          TA             5        Typ           0     Missing   \n",
       "82             1          Gd             6        Typ           1          Gd   \n",
       "83             1          TA             6        Typ           0     Missing   \n",
       "84             1          TA             7        Typ           1          TA   \n",
       "85             1          Gd             9        Typ           1          TA   \n",
       "86             1          Gd             6        Typ           1          Gd   \n",
       "87             1          Gd             4        Typ           0     Missing   \n",
       "88             1          Fa             6        Typ           0     Missing   \n",
       "89             1          TA             5        Typ           0     Missing   \n",
       "90             1          TA             4        Typ           0     Missing   \n",
       "91             1          TA             6        Typ           0     Missing   \n",
       "92             1          TA             5        Typ           0     Missing   \n",
       "93             2          TA             9        Typ           1          Gd   \n",
       "94             1          Gd             7        Typ           0     Missing   \n",
       "95             1          TA             6        Typ           1          TA   \n",
       "96             1          Gd             6        Typ           0     Missing   \n",
       "97             1          TA             6        Typ           0     Missing   \n",
       "98             1          TA             5        Typ           0     Missing   \n",
       "99             1          TA             6        Typ           0     Missing   \n",
       "\n",
       "   GarageType  GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual  \\\n",
       "0      Attchd          5.0          RFn           2         548         TA   \n",
       "1      Attchd         31.0          RFn           2         460         TA   \n",
       "2      Attchd          7.0          RFn           2         608         TA   \n",
       "3      Detchd          8.0          Unf           3         642         TA   \n",
       "4      Attchd          8.0          RFn           3         836         TA   \n",
       "5      Attchd         16.0          Unf           2         480         TA   \n",
       "6      Attchd          3.0          RFn           2         636         TA   \n",
       "7      Attchd         36.0          RFn           2         484         TA   \n",
       "8      Detchd         77.0          Unf           2         468         Fa   \n",
       "9      Attchd         69.0          RFn           1         205   Rare_var   \n",
       "10     Detchd         43.0          Unf           1         384         TA   \n",
       "11    BuiltIn          1.0          Fin           3         736         TA   \n",
       "12     Detchd         46.0          Unf           1         352         TA   \n",
       "13     Attchd          1.0          RFn           3         840         TA   \n",
       "14     Attchd         48.0          RFn           1         352         TA   \n",
       "15     Detchd         16.0          Unf           2         576         TA   \n",
       "16     Attchd         40.0          Fin           2         480         TA   \n",
       "17   Rare_var         39.0          Unf           2         516         TA   \n",
       "18     Detchd          4.0          Unf           2         576         TA   \n",
       "19     Attchd         51.0          Unf           1         294         TA   \n",
       "20    BuiltIn          1.0          RFn           3         853         TA   \n",
       "21     Attchd         77.0          Unf           1         280         TA   \n",
       "22     Attchd          6.0          RFn           2         534         TA   \n",
       "23     Attchd         31.0          Unf           2         572         TA   \n",
       "24     Attchd         42.0          Unf           1         270         TA   \n",
       "25     Attchd          2.0          RFn           3         890         TA   \n",
       "26     Detchd          5.0          Unf           2         576         TA   \n",
       "27     Attchd          2.0          RFn           3         772         TA   \n",
       "28     Attchd         49.0          RFn           1         319         TA   \n",
       "29     Detchd         88.0          Unf           1         240         Fa   \n",
       "..        ...          ...          ...         ...         ...        ...   \n",
       "70     Attchd         34.0          Fin           2         516         TA   \n",
       "71     Detchd         20.0          Unf           2         360         TA   \n",
       "72     Attchd         11.0          Fin           2         427         TA   \n",
       "73     Attchd         21.0          Unf           2         490         TA   \n",
       "74     Detchd         95.0          Unf           1         379         TA   \n",
       "75    BuiltIn         36.0          Unf           1         297         TA   \n",
       "76     Detchd         52.0          Unf           1         283         TA   \n",
       "77     Detchd         60.0          Unf           1         240         TA   \n",
       "78    Missing         30.0      Missing           0           0    Missing   \n",
       "79     Detchd         43.0          Unf           2         440         TA   \n",
       "80     Attchd         41.0          Fin           1         509         TA   \n",
       "81     Attchd          8.0          Fin           2         405         TA   \n",
       "82     Attchd          1.0          RFn           3         758         TA   \n",
       "83     Detchd         33.0          Unf           2         461         TA   \n",
       "84    BuiltIn         14.0          Fin           2         400         TA   \n",
       "85     Attchd         15.0          Unf           2         462         TA   \n",
       "86    BuiltIn          4.0          Fin           2         400         TA   \n",
       "87     Detchd          0.0          RFn           2         528         TA   \n",
       "88    Missing         29.0      Missing           0           0    Missing   \n",
       "89    Missing         27.0      Missing           0           0    Missing   \n",
       "90     Detchd         56.0          Unf           2         420         TA   \n",
       "91     Attchd         45.0          Unf           2         480         TA   \n",
       "92     Detchd         88.0          Unf           2         432         TA   \n",
       "93     Detchd        107.0          Unf           2         506         TA   \n",
       "94     Attchd         10.0          RFn           2         684         TA   \n",
       "95    BuiltIn         16.0          Fin           2         420         TA   \n",
       "96     Attchd          7.0          RFn           2         472         TA   \n",
       "97     Attchd         42.0          Fin           1         432         TA   \n",
       "98    Basment         90.0          Unf           1         366         Fa   \n",
       "99    Missing         30.0      Missing           0           0    Missing   \n",
       "\n",
       "   GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  \\\n",
       "0          TA          Y           0           61              0          0   \n",
       "1          TA          Y         298            0              0          0   \n",
       "2          TA          Y           0           42              0          0   \n",
       "3          TA          Y           0           35            272          0   \n",
       "4          TA          Y         192           84              0          0   \n",
       "5          TA          Y          40           30              0        320   \n",
       "6          TA          Y         255           57              0          0   \n",
       "7          TA          Y         235          204            228          0   \n",
       "8          TA          Y          90            0            205          0   \n",
       "9          TA          Y           0            4              0          0   \n",
       "10         TA          Y           0            0              0          0   \n",
       "11         TA          Y         147           21              0          0   \n",
       "12         TA          Y         140            0              0          0   \n",
       "13         TA          Y         160           33              0          0   \n",
       "14         TA          Y           0          213            176          0   \n",
       "15         TA          Y          48          112              0          0   \n",
       "16         TA          Y           0            0              0          0   \n",
       "17         TA          Y           0            0              0          0   \n",
       "18         TA          Y           0          102              0          0   \n",
       "19         TA          Y           0            0              0          0   \n",
       "20         TA          Y         240          154              0          0   \n",
       "21         TA          N           0            0            205          0   \n",
       "22         TA          Y         171          159              0          0   \n",
       "23         TA          Y         100          110              0          0   \n",
       "24         TA          Y         406           90              0          0   \n",
       "25         TA          Y           0           56              0          0   \n",
       "26         TA          Y         222           32              0          0   \n",
       "27         TA          Y           0           50              0          0   \n",
       "28         TA          Y         288          258              0          0   \n",
       "29         TA          Y          49            0             87          0   \n",
       "..        ...        ...         ...          ...            ...        ...   \n",
       "70         TA          Y         300            0              0          0   \n",
       "71         TA          Y           0            0              0          0   \n",
       "72         TA          Y           0           94              0          0   \n",
       "73         TA          Y           0            0              0          0   \n",
       "74         TA          Y           0            0            202          0   \n",
       "75         TA          Y         120          101              0          0   \n",
       "76         TA          Y           0            0              0          0   \n",
       "77         TA          Y           0            0              0          0   \n",
       "78    Missing          Y           0            0              0          0   \n",
       "79         TA          Y          74            0            128          0   \n",
       "80         TA          Y           0           72              0          0   \n",
       "81         TA          Y           0          199              0          0   \n",
       "82         TA          Y         144           99              0          0   \n",
       "83         TA          Y          74            0              0          0   \n",
       "84         TA          Y         120           72              0          0   \n",
       "85         TA          Y         127           82              0          0   \n",
       "86         TA          Y         100           38              0          0   \n",
       "87         TA          Y           0          234              0          0   \n",
       "88    Missing          N           0            0            156          0   \n",
       "89    Missing          Y           0            0              0          0   \n",
       "90         TA          Y           0           29              0          0   \n",
       "91         TA          Y           0            0              0          0   \n",
       "92         TA          Y           0            0             44          0   \n",
       "93         TA          Y           0            0              0          0   \n",
       "94         TA          Y           0          162              0          0   \n",
       "95         TA          Y         232           63              0          0   \n",
       "96         TA          Y         158           29              0          0   \n",
       "97         TA          P         120            0              0          0   \n",
       "98         TA          Y           0            0             77          0   \n",
       "99    Missing          Y         352            0              0          0   \n",
       "\n",
       "    ScreenPorch  PoolArea   PoolQC    Fence MiscFeature  MiscVal  MoSold  \\\n",
       "0             0         0  Missing  Missing     Missing        0       2   \n",
       "1             0         0  Missing  Missing     Missing        0       5   \n",
       "2             0         0  Missing  Missing     Missing        0       9   \n",
       "3             0         0  Missing  Missing     Missing        0       2   \n",
       "4             0         0  Missing  Missing     Missing        0      12   \n",
       "5             0         0  Missing    MnPrv        Shed      700      10   \n",
       "6             0         0  Missing  Missing     Missing        0       8   \n",
       "7             0         0  Missing  Missing        Shed      350      11   \n",
       "8             0         0  Missing  Missing     Missing        0       4   \n",
       "9             0         0  Missing  Missing     Missing        0       1   \n",
       "10            0         0  Missing  Missing     Missing        0       2   \n",
       "11            0         0  Missing  Missing     Missing        0       7   \n",
       "12          176         0  Missing  Missing     Missing        0       9   \n",
       "13            0         0  Missing  Missing     Missing        0       8   \n",
       "14            0         0  Missing     GdWo     Missing        0       5   \n",
       "15            0         0  Missing    GdPrv     Missing        0       7   \n",
       "16            0         0  Missing  Missing        Shed      700       3   \n",
       "17            0         0  Missing  Missing        Shed      500      10   \n",
       "18            0         0  Missing  Missing     Missing        0       6   \n",
       "19            0         0  Missing    MnPrv     Missing        0       5   \n",
       "20            0         0  Missing  Missing     Missing        0      11   \n",
       "21            0         0  Missing    GdPrv     Missing        0       6   \n",
       "22            0         0  Missing  Missing     Missing        0       9   \n",
       "23            0         0  Missing  Missing     Missing        0       6   \n",
       "24            0         0  Missing    MnPrv     Missing        0       5   \n",
       "25            0         0  Missing  Missing     Missing        0       7   \n",
       "26            0         0  Missing  Missing     Missing        0       5   \n",
       "27            0         0  Missing  Missing     Missing        0       5   \n",
       "28            0         0  Missing  Missing     Missing        0      12   \n",
       "29            0         0  Missing  Missing     Missing        0       5   \n",
       "..          ...       ...      ...      ...         ...      ...     ...   \n",
       "70            0         0  Missing  Missing     Missing        0       2   \n",
       "71            0         0  Missing  Missing     Missing        0       6   \n",
       "72          291         0  Missing  Missing     Missing        0      12   \n",
       "73            0         0  Missing     GdWo     Missing        0       5   \n",
       "74            0         0  Missing  Missing     Missing        0       5   \n",
       "75            0         0  Missing     GdWo     Missing        0      11   \n",
       "76            0         0  Missing  Missing     Missing        0       4   \n",
       "77            0         0  Missing    MnPrv     Missing        0       1   \n",
       "78            0         0  Missing  Missing     Missing        0       4   \n",
       "79            0         0  Missing    MnPrv     Missing        0       5   \n",
       "80          252         0  Missing  Missing     Missing        0       6   \n",
       "81            0         0  Missing  Missing     Missing        0       3   \n",
       "82            0         0  Missing  Missing     Missing        0      10   \n",
       "83            0         0  Missing  Missing     Missing        0       7   \n",
       "84            0         0  Missing  Missing        Shed      700       5   \n",
       "85            0         0  Missing  Missing     Missing        0       4   \n",
       "86            0         0  Missing  Missing     Missing        0       3   \n",
       "87            0         0  Missing  Missing     Missing        0       6   \n",
       "88            0         0  Missing    MnPrv     Missing        0      10   \n",
       "89            0         0  Missing  Missing     Missing        0       8   \n",
       "90            0         0  Missing  Missing     Missing        0       7   \n",
       "91            0         0  Missing     GdWo     Missing        0      12   \n",
       "92            0         0  Missing  Missing     Missing        0       8   \n",
       "93           99         0  Missing  Missing     Missing        0      11   \n",
       "94            0         0  Missing  Missing     Missing        0       5   \n",
       "95            0         0  Missing  Missing        Shed      480       4   \n",
       "96            0         0  Missing  Missing     Missing        0       8   \n",
       "97            0         0  Missing  Missing     Missing        0       5   \n",
       "98            0         0  Missing  Missing        Shed      400       5   \n",
       "99            0         0  Missing  Missing        Shed      400       1   \n",
       "\n",
       "    YrSold  SaleType SaleCondition  SalePrice  LotFrontagenan  MasVnrAreanan  \\\n",
       "0     2008        WD        Normal  12.247694               0              0   \n",
       "1     2007        WD        Normal  12.109011               0              0   \n",
       "2     2008        WD        Normal  12.317167               0              0   \n",
       "3     2006        WD       Abnorml  11.849398               0              0   \n",
       "4     2008        WD        Normal  12.429216               0              0   \n",
       "5     2009        WD        Normal  11.870600               0              0   \n",
       "6     2007        WD        Normal  12.634603               0              0   \n",
       "7     2009        WD        Normal  12.206073               1              0   \n",
       "8     2008        WD       Abnorml  11.774520               0              0   \n",
       "9     2008        WD        Normal  11.678440               0              0   \n",
       "10    2008        WD        Normal  11.771436               0              0   \n",
       "11    2006       New       Partial  12.751300               0              0   \n",
       "12    2008        WD        Normal  11.877569               1              0   \n",
       "13    2007       New       Partial  12.540758               0              0   \n",
       "14    2008        WD        Normal  11.964001               1              0   \n",
       "15    2007        WD        Normal  11.790557               0              0   \n",
       "16    2010        WD        Normal  11.911702               1              0   \n",
       "17    2006        WD        Normal  11.407565               0              0   \n",
       "18    2008        WD        Normal  11.976659               0              0   \n",
       "19    2009       COD       Abnorml  11.842229               0              0   \n",
       "20    2006       New       Partial  12.692503               0              0   \n",
       "21    2007        WD        Normal  11.845103               0              0   \n",
       "22    2008        WD        Normal  12.345835               0              0   \n",
       "23    2007        WD        Normal  11.774520               0              0   \n",
       "24    2010        WD        Normal  11.944708               1              0   \n",
       "25    2009        WD        Normal  12.454104               0              0   \n",
       "26    2010        WD        Normal  11.811547               0              0   \n",
       "27    2010        WD        Normal  12.631340               0              0   \n",
       "28    2006        WD        Normal  12.242887               0              0   \n",
       "29    2008        WD        Normal  11.134589               0              0   \n",
       "..     ...       ...           ...        ...             ...            ...   \n",
       "70    2007        WD        Normal  12.404924               0              0   \n",
       "71    2007        WD        Normal  11.771436               0              0   \n",
       "72    2009        WD        Normal  12.128111               0              0   \n",
       "73    2010        WD        Normal  11.883799               0              0   \n",
       "74    2010        WD        Normal  11.584315               0              0   \n",
       "75    2009        WD        Normal  11.418615               0              0   \n",
       "76    2008        WD        Normal  11.818570               1              0   \n",
       "77    2008        WD        Normal  11.751942               0              0   \n",
       "78    2010        WD        Normal  11.824080               0              0   \n",
       "79    2009        WD        Normal  11.608236               0              0   \n",
       "80    2009        WD        Normal  12.173033               0              0   \n",
       "81    2006        WD        Normal  11.941456               0              0   \n",
       "82    2008        WD        Normal  12.409013               0              0   \n",
       "83    2007       COD        Normal  11.747998               0              0   \n",
       "84    2009        WD        Normal  12.034691               1              0   \n",
       "85    2006        WD        Normal  12.468437               0              0   \n",
       "86    2009        WD        Normal  12.066811               0              0   \n",
       "87    2009       New       Partial  12.010666               0              0   \n",
       "88    2009  Rare_var       Abnorml  11.350407               0              0   \n",
       "89    2007        WD        Normal  11.724806               0              0   \n",
       "90    2006        WD        Normal  11.607326               0              0   \n",
       "91    2006        WD       Abnorml  11.498827               0              0   \n",
       "92    2009        WD        Normal  12.004568               0              0   \n",
       "93    2007        WD        Normal  11.804849               0              0   \n",
       "94    2007        WD        Normal  12.229545               0              0   \n",
       "95    2009        WD        Normal  12.128111               1              0   \n",
       "96    2006        WD        Normal  12.273731               0              0   \n",
       "97    2007        WD        Normal  11.458997               0              0   \n",
       "98    2010       COD       Abnorml  11.326596               0              0   \n",
       "99    2010        WD        Normal  11.767180               0              0   \n",
       "\n",
       "    GarageYrBltnan  \n",
       "0                0  \n",
       "1                0  \n",
       "2                0  \n",
       "3                0  \n",
       "4                0  \n",
       "5                0  \n",
       "6                0  \n",
       "7                0  \n",
       "8                0  \n",
       "9                0  \n",
       "10               0  \n",
       "11               0  \n",
       "12               0  \n",
       "13               0  \n",
       "14               0  \n",
       "15               0  \n",
       "16               0  \n",
       "17               0  \n",
       "18               0  \n",
       "19               0  \n",
       "20               0  \n",
       "21               0  \n",
       "22               0  \n",
       "23               0  \n",
       "24               0  \n",
       "25               0  \n",
       "26               0  \n",
       "27               0  \n",
       "28               0  \n",
       "29               0  \n",
       "..             ...  \n",
       "70               0  \n",
       "71               0  \n",
       "72               0  \n",
       "73               0  \n",
       "74               0  \n",
       "75               0  \n",
       "76               0  \n",
       "77               0  \n",
       "78               1  \n",
       "79               0  \n",
       "80               0  \n",
       "81               0  \n",
       "82               0  \n",
       "83               0  \n",
       "84               0  \n",
       "85               0  \n",
       "86               0  \n",
       "87               0  \n",
       "88               1  \n",
       "89               1  \n",
       "90               0  \n",
       "91               0  \n",
       "92               0  \n",
       "93               0  \n",
       "94               0  \n",
       "95               0  \n",
       "96               0  \n",
       "97               0  \n",
       "98               0  \n",
       "99               1  \n",
       "\n",
       "[100 rows x 84 columns]"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [],
   "source": [
    "for feature in categorical_features:\n",
    "    labels_ordered=dataset.groupby([feature])['SalePrice'].mean().sort_values().index\n",
    "    labels_ordered={k:i for i,k in enumerate(labels_ordered,0)}\n",
    "    dataset[feature]=dataset[feature].map(labels_ordered)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>LotFrontagenan</th>\n",
       "      <th>MasVnrAreanan</th>\n",
       "      <th>GarageYrBltnan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>3</td>\n",
       "      <td>4.174387</td>\n",
       "      <td>9.041922</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>196.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>706</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>856</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>6.752270</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>7.444249</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>548</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>12.247694</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>4.382027</td>\n",
       "      <td>9.169518</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>978</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>284</td>\n",
       "      <td>1262</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>7.140453</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.140453</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>460</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>12.109011</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>3</td>\n",
       "      <td>4.219508</td>\n",
       "      <td>9.328123</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>162.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>486</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>434</td>\n",
       "      <td>920</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>6.824374</td>\n",
       "      <td>866</td>\n",
       "      <td>0</td>\n",
       "      <td>7.487734</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>608</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>12.317167</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>3</td>\n",
       "      <td>4.094345</td>\n",
       "      <td>9.164296</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>91</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>216</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>540</td>\n",
       "      <td>756</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>6.867974</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>7.448334</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>642</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11.849398</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>3</td>\n",
       "      <td>4.430817</td>\n",
       "      <td>9.565214</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>350.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>655</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>490</td>\n",
       "      <td>1145</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>7.043160</td>\n",
       "      <td>1053</td>\n",
       "      <td>0</td>\n",
       "      <td>7.695303</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>836</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>192</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>12.429216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>4.442651</td>\n",
       "      <td>9.554993</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>16</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>732</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>796</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>6.679599</td>\n",
       "      <td>566</td>\n",
       "      <td>0</td>\n",
       "      <td>7.216709</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>480</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>40</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>320</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>700</td>\n",
       "      <td>10</td>\n",
       "      <td>2009</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>11.870600</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>4.317488</td>\n",
       "      <td>9.218705</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>186.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1369</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>317</td>\n",
       "      <td>1686</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>7.434848</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.434848</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>636</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>255</td>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2007</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>12.634603</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>60</td>\n",
       "      <td>3</td>\n",
       "      <td>4.234107</td>\n",
       "      <td>9.247829</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>240.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>859</td>\n",
       "      <td>1</td>\n",
       "      <td>32</td>\n",
       "      <td>216</td>\n",
       "      <td>1107</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>7.009409</td>\n",
       "      <td>983</td>\n",
       "      <td>0</td>\n",
       "      <td>7.644919</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>484</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>235</td>\n",
       "      <td>204</td>\n",
       "      <td>228</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>350</td>\n",
       "      <td>11</td>\n",
       "      <td>2009</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>12.206073</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "      <td>3.931826</td>\n",
       "      <td>8.719317</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>77</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>952</td>\n",
       "      <td>952</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6.929517</td>\n",
       "      <td>752</td>\n",
       "      <td>0</td>\n",
       "      <td>7.480992</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>77.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>468</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>205</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2008</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11.774520</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>190</td>\n",
       "      <td>3</td>\n",
       "      <td>3.912023</td>\n",
       "      <td>8.911934</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>69</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>851</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>140</td>\n",
       "      <td>991</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>6.981935</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.981935</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>69.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>205</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2008</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>11.678440</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass  MSZoning  LotFrontage   LotArea  Street  Alley  LotShape  \\\n",
       "0   1          60         3     4.174387  9.041922       1      2         0   \n",
       "1   2          20         3     4.382027  9.169518       1      2         0   \n",
       "2   3          60         3     4.219508  9.328123       1      2         1   \n",
       "3   4          70         3     4.094345  9.164296       1      2         1   \n",
       "4   5          60         3     4.430817  9.565214       1      2         1   \n",
       "5   6          50         3     4.442651  9.554993       1      2         1   \n",
       "6   7          20         3     4.317488  9.218705       1      2         0   \n",
       "7   8          60         3     4.234107  9.247829       1      2         1   \n",
       "8   9          50         1     3.931826  8.719317       1      2         0   \n",
       "9  10         190         3     3.912023  8.911934       1      2         0   \n",
       "\n",
       "   LandContour  Utilities  LotConfig  LandSlope  Neighborhood  Condition1  \\\n",
       "0            1          1          0          0            14           2   \n",
       "1            1          1          2          0            11           1   \n",
       "2            1          1          0          0            14           2   \n",
       "3            1          1          1          0            16           2   \n",
       "4            1          1          2          0            22           2   \n",
       "5            1          1          0          0             9           2   \n",
       "6            1          1          0          0            18           2   \n",
       "7            1          1          1          0            12           5   \n",
       "8            1          1          0          0             4           0   \n",
       "9            1          1          1          0             3           0   \n",
       "\n",
       "   Condition2  BldgType  HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "0           1         3           5            7            5          5   \n",
       "1           1         3           3            6            8         31   \n",
       "2           1         3           5            7            5          7   \n",
       "3           1         3           5            7            5         91   \n",
       "4           1         3           5            8            5          8   \n",
       "5           1         3           1            5            5         16   \n",
       "6           1         3           3            8            5          3   \n",
       "7           1         3           5            7            6         36   \n",
       "8           1         3           1            7            5         77   \n",
       "9           0         0           2            5            6         69   \n",
       "\n",
       "   YearRemodAdd  RoofStyle  RoofMatl  Exterior1st  Exterior2nd  MasVnrType  \\\n",
       "0             5          0         0           10           10           2   \n",
       "1            31          0         0            4            3           1   \n",
       "2             6          0         0           10           10           2   \n",
       "3            36          0         0            2            4           1   \n",
       "4             8          0         0           10           10           2   \n",
       "5            14          0         0           10           10           1   \n",
       "6             2          0         0           10           10           4   \n",
       "7            36          0         0            6            5           4   \n",
       "8            58          0         0            8            4           1   \n",
       "9            58          0         0            4            3           1   \n",
       "\n",
       "   MasVnrArea  ExterQual  ExterCond  Foundation  BsmtQual  BsmtCond  \\\n",
       "0       196.0          2          3           4         3         3   \n",
       "1         0.0          1          3           2         3         3   \n",
       "2       162.0          2          3           4         3         3   \n",
       "3         0.0          1          3           1         2         4   \n",
       "4       350.0          2          3           4         3         3   \n",
       "5         0.0          1          3           3         3         3   \n",
       "6       186.0          2          3           4         4         3   \n",
       "7       240.0          1          3           2         3         3   \n",
       "8         0.0          1          3           1         2         3   \n",
       "9         0.0          1          3           1         2         3   \n",
       "\n",
       "   BsmtExposure  BsmtFinType1  BsmtFinSF1  BsmtFinType2  BsmtFinSF2  \\\n",
       "0             1             6         706             5           0   \n",
       "1             4             4         978             5           0   \n",
       "2             2             6         486             5           0   \n",
       "3             1             4         216             5           0   \n",
       "4             3             6         655             5           0   \n",
       "5             1             6         732             5           0   \n",
       "6             3             6        1369             5           0   \n",
       "7             2             4         859             1          32   \n",
       "8             1             5           0             5           0   \n",
       "9             1             6         851             5           0   \n",
       "\n",
       "   BsmtUnfSF  TotalBsmtSF  Heating  HeatingQC  CentralAir  Electrical  \\\n",
       "0        150          856        2          4           1           3   \n",
       "1        284         1262        2          4           1           3   \n",
       "2        434          920        2          4           1           3   \n",
       "3        540          756        2          3           1           3   \n",
       "4        490         1145        2          4           1           3   \n",
       "5         64          796        2          4           1           3   \n",
       "6        317         1686        2          4           1           3   \n",
       "7        216         1107        2          4           1           3   \n",
       "8        952          952        2          3           1           1   \n",
       "9        140          991        2          4           1           3   \n",
       "\n",
       "   1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  \\\n",
       "0  6.752270       854             0   7.444249             1             0   \n",
       "1  7.140453         0             0   7.140453             0             1   \n",
       "2  6.824374       866             0   7.487734             1             0   \n",
       "3  6.867974       756             0   7.448334             1             0   \n",
       "4  7.043160      1053             0   7.695303             1             0   \n",
       "5  6.679599       566             0   7.216709             1             0   \n",
       "6  7.434848         0             0   7.434848             1             0   \n",
       "7  7.009409       983             0   7.644919             1             0   \n",
       "8  6.929517       752             0   7.480992             0             0   \n",
       "9  6.981935         0             0   6.981935             1             0   \n",
       "\n",
       "   FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  KitchenQual  TotRmsAbvGrd  \\\n",
       "0         2         1             3             1            2             8   \n",
       "1         2         0             3             1            1             6   \n",
       "2         2         1             3             1            2             6   \n",
       "3         1         0             3             1            2             7   \n",
       "4         2         1             4             1            2             9   \n",
       "5         1         1             1             1            1             5   \n",
       "6         2         0             3             1            2             7   \n",
       "7         2         1             3             1            1             7   \n",
       "8         2         0             2             2            1             8   \n",
       "9         1         0             2             2            1             5   \n",
       "\n",
       "   Functional  Fireplaces  FireplaceQu  GarageType  GarageYrBlt  GarageFinish  \\\n",
       "0           4           0            1           4          5.0             2   \n",
       "1           4           1            3           4         31.0             2   \n",
       "2           4           1            3           4          7.0             2   \n",
       "3           4           1            4           2          8.0             1   \n",
       "4           4           1            3           4          8.0             2   \n",
       "5           4           0            1           4         16.0             1   \n",
       "6           4           1            4           4          3.0             2   \n",
       "7           4           2            3           4         36.0             2   \n",
       "8           3           2            3           2         77.0             1   \n",
       "9           4           2            3           4         69.0             2   \n",
       "\n",
       "   GarageCars  GarageArea  GarageQual  GarageCond  PavedDrive  WoodDeckSF  \\\n",
       "0           2         548           2           3           2           0   \n",
       "1           2         460           2           3           2         298   \n",
       "2           2         608           2           3           2           0   \n",
       "3           3         642           2           3           2           0   \n",
       "4           3         836           2           3           2         192   \n",
       "5           2         480           2           3           2          40   \n",
       "6           2         636           2           3           2         255   \n",
       "7           2         484           2           3           2         235   \n",
       "8           2         468           1           3           2          90   \n",
       "9           1         205           3           3           2           0   \n",
       "\n",
       "   OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  PoolQC  \\\n",
       "0           61              0          0            0         0       0   \n",
       "1            0              0          0            0         0       0   \n",
       "2           42              0          0            0         0       0   \n",
       "3           35            272          0            0         0       0   \n",
       "4           84              0          0            0         0       0   \n",
       "5           30              0        320            0         0       0   \n",
       "6           57              0          0            0         0       0   \n",
       "7          204            228          0            0         0       0   \n",
       "8            0            205          0            0         0       0   \n",
       "9            4              0          0            0         0       0   \n",
       "\n",
       "   Fence  MiscFeature  MiscVal  MoSold  YrSold  SaleType  SaleCondition  \\\n",
       "0      4            2        0       2    2008         2              3   \n",
       "1      4            2        0       5    2007         2              3   \n",
       "2      4            2        0       9    2008         2              3   \n",
       "3      4            2        0       2    2006         2              0   \n",
       "4      4            2        0      12    2008         2              3   \n",
       "5      2            1      700      10    2009         2              3   \n",
       "6      4            2        0       8    2007         2              3   \n",
       "7      4            1      350      11    2009         2              3   \n",
       "8      4            2        0       4    2008         2              0   \n",
       "9      4            2        0       1    2008         2              3   \n",
       "\n",
       "   SalePrice  LotFrontagenan  MasVnrAreanan  GarageYrBltnan  \n",
       "0  12.247694               0              0               0  \n",
       "1  12.109011               0              0               0  \n",
       "2  12.317167               0              0               0  \n",
       "3  11.849398               0              0               0  \n",
       "4  12.429216               0              0               0  \n",
       "5  11.870600               0              0               0  \n",
       "6  12.634603               0              0               0  \n",
       "7  12.206073               1              0               0  \n",
       "8  11.774520               0              0               0  \n",
       "9  11.678440               0              0               0  "
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "83"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaling_feature=[feature for feature in dataset.columns if feature not in ['Id','SalePerice'] ]\n",
    "len(scaling_feature)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['MSSubClass',\n",
       " 'MSZoning',\n",
       " 'LotFrontage',\n",
       " 'LotArea',\n",
       " 'Street',\n",
       " 'Alley',\n",
       " 'LotShape',\n",
       " 'LandContour',\n",
       " 'Utilities',\n",
       " 'LotConfig',\n",
       " 'LandSlope',\n",
       " 'Neighborhood',\n",
       " 'Condition1',\n",
       " 'Condition2',\n",
       " 'BldgType',\n",
       " 'HouseStyle',\n",
       " 'OverallQual',\n",
       " 'OverallCond',\n",
       " 'YearBuilt',\n",
       " 'YearRemodAdd',\n",
       " 'RoofStyle',\n",
       " 'RoofMatl',\n",
       " 'Exterior1st',\n",
       " 'Exterior2nd',\n",
       " 'MasVnrType',\n",
       " 'MasVnrArea',\n",
       " 'ExterQual',\n",
       " 'ExterCond',\n",
       " 'Foundation',\n",
       " 'BsmtQual',\n",
       " 'BsmtCond',\n",
       " 'BsmtExposure',\n",
       " 'BsmtFinType1',\n",
       " 'BsmtFinSF1',\n",
       " 'BsmtFinType2',\n",
       " 'BsmtFinSF2',\n",
       " 'BsmtUnfSF',\n",
       " 'TotalBsmtSF',\n",
       " 'Heating',\n",
       " 'HeatingQC',\n",
       " 'CentralAir',\n",
       " 'Electrical',\n",
       " '1stFlrSF',\n",
       " '2ndFlrSF',\n",
       " 'LowQualFinSF',\n",
       " 'GrLivArea',\n",
       " 'BsmtFullBath',\n",
       " 'BsmtHalfBath',\n",
       " 'FullBath',\n",
       " 'HalfBath',\n",
       " 'BedroomAbvGr',\n",
       " 'KitchenAbvGr',\n",
       " 'KitchenQual',\n",
       " 'TotRmsAbvGrd',\n",
       " 'Functional',\n",
       " 'Fireplaces',\n",
       " 'FireplaceQu',\n",
       " 'GarageType',\n",
       " 'GarageYrBlt',\n",
       " 'GarageFinish',\n",
       " 'GarageCars',\n",
       " 'GarageArea',\n",
       " 'GarageQual',\n",
       " 'GarageCond',\n",
       " 'PavedDrive',\n",
       " 'WoodDeckSF',\n",
       " 'OpenPorchSF',\n",
       " 'EnclosedPorch',\n",
       " '3SsnPorch',\n",
       " 'ScreenPorch',\n",
       " 'PoolArea',\n",
       " 'PoolQC',\n",
       " 'Fence',\n",
       " 'MiscFeature',\n",
       " 'MiscVal',\n",
       " 'MoSold',\n",
       " 'YrSold',\n",
       " 'SaleType',\n",
       " 'SaleCondition',\n",
       " 'SalePrice',\n",
       " 'LotFrontagenan',\n",
       " 'MasVnrAreanan',\n",
       " 'GarageYrBltnan']"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaling_feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>LotFrontagenan</th>\n",
       "      <th>MasVnrAreanan</th>\n",
       "      <th>GarageYrBltnan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>3</td>\n",
       "      <td>4.174387</td>\n",
       "      <td>9.041922</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>196.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>706</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>856</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>6.752270</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>7.444249</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>548</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>12.247694</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>4.382027</td>\n",
       "      <td>9.169518</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>978</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>284</td>\n",
       "      <td>1262</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>7.140453</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.140453</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>460</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>12.109011</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>3</td>\n",
       "      <td>4.219508</td>\n",
       "      <td>9.328123</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>162.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>486</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>434</td>\n",
       "      <td>920</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>6.824374</td>\n",
       "      <td>866</td>\n",
       "      <td>0</td>\n",
       "      <td>7.487734</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>608</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>12.317167</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>3</td>\n",
       "      <td>4.094345</td>\n",
       "      <td>9.164296</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>91</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>216</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>540</td>\n",
       "      <td>756</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>6.867974</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>7.448334</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>642</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>11.849398</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>3</td>\n",
       "      <td>4.430817</td>\n",
       "      <td>9.565214</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>350.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>655</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>490</td>\n",
       "      <td>1145</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>7.043160</td>\n",
       "      <td>1053</td>\n",
       "      <td>0</td>\n",
       "      <td>7.695303</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>836</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>192</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>12.429216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass  MSZoning  LotFrontage   LotArea  Street  Alley  LotShape  \\\n",
       "0   1          60         3     4.174387  9.041922       1      2         0   \n",
       "1   2          20         3     4.382027  9.169518       1      2         0   \n",
       "2   3          60         3     4.219508  9.328123       1      2         1   \n",
       "3   4          70         3     4.094345  9.164296       1      2         1   \n",
       "4   5          60         3     4.430817  9.565214       1      2         1   \n",
       "\n",
       "   LandContour  Utilities  LotConfig  LandSlope  Neighborhood  Condition1  \\\n",
       "0            1          1          0          0            14           2   \n",
       "1            1          1          2          0            11           1   \n",
       "2            1          1          0          0            14           2   \n",
       "3            1          1          1          0            16           2   \n",
       "4            1          1          2          0            22           2   \n",
       "\n",
       "   Condition2  BldgType  HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "0           1         3           5            7            5          5   \n",
       "1           1         3           3            6            8         31   \n",
       "2           1         3           5            7            5          7   \n",
       "3           1         3           5            7            5         91   \n",
       "4           1         3           5            8            5          8   \n",
       "\n",
       "   YearRemodAdd  RoofStyle  RoofMatl  Exterior1st  Exterior2nd  MasVnrType  \\\n",
       "0             5          0         0           10           10           2   \n",
       "1            31          0         0            4            3           1   \n",
       "2             6          0         0           10           10           2   \n",
       "3            36          0         0            2            4           1   \n",
       "4             8          0         0           10           10           2   \n",
       "\n",
       "   MasVnrArea  ExterQual  ExterCond  Foundation  BsmtQual  BsmtCond  \\\n",
       "0       196.0          2          3           4         3         3   \n",
       "1         0.0          1          3           2         3         3   \n",
       "2       162.0          2          3           4         3         3   \n",
       "3         0.0          1          3           1         2         4   \n",
       "4       350.0          2          3           4         3         3   \n",
       "\n",
       "   BsmtExposure  BsmtFinType1  BsmtFinSF1  BsmtFinType2  BsmtFinSF2  \\\n",
       "0             1             6         706             5           0   \n",
       "1             4             4         978             5           0   \n",
       "2             2             6         486             5           0   \n",
       "3             1             4         216             5           0   \n",
       "4             3             6         655             5           0   \n",
       "\n",
       "   BsmtUnfSF  TotalBsmtSF  Heating  HeatingQC  CentralAir  Electrical  \\\n",
       "0        150          856        2          4           1           3   \n",
       "1        284         1262        2          4           1           3   \n",
       "2        434          920        2          4           1           3   \n",
       "3        540          756        2          3           1           3   \n",
       "4        490         1145        2          4           1           3   \n",
       "\n",
       "   1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  \\\n",
       "0  6.752270       854             0   7.444249             1             0   \n",
       "1  7.140453         0             0   7.140453             0             1   \n",
       "2  6.824374       866             0   7.487734             1             0   \n",
       "3  6.867974       756             0   7.448334             1             0   \n",
       "4  7.043160      1053             0   7.695303             1             0   \n",
       "\n",
       "   FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  KitchenQual  TotRmsAbvGrd  \\\n",
       "0         2         1             3             1            2             8   \n",
       "1         2         0             3             1            1             6   \n",
       "2         2         1             3             1            2             6   \n",
       "3         1         0             3             1            2             7   \n",
       "4         2         1             4             1            2             9   \n",
       "\n",
       "   Functional  Fireplaces  FireplaceQu  GarageType  GarageYrBlt  GarageFinish  \\\n",
       "0           4           0            1           4          5.0             2   \n",
       "1           4           1            3           4         31.0             2   \n",
       "2           4           1            3           4          7.0             2   \n",
       "3           4           1            4           2          8.0             1   \n",
       "4           4           1            3           4          8.0             2   \n",
       "\n",
       "   GarageCars  GarageArea  GarageQual  GarageCond  PavedDrive  WoodDeckSF  \\\n",
       "0           2         548           2           3           2           0   \n",
       "1           2         460           2           3           2         298   \n",
       "2           2         608           2           3           2           0   \n",
       "3           3         642           2           3           2           0   \n",
       "4           3         836           2           3           2         192   \n",
       "\n",
       "   OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  PoolQC  \\\n",
       "0           61              0          0            0         0       0   \n",
       "1            0              0          0            0         0       0   \n",
       "2           42              0          0            0         0       0   \n",
       "3           35            272          0            0         0       0   \n",
       "4           84              0          0            0         0       0   \n",
       "\n",
       "   Fence  MiscFeature  MiscVal  MoSold  YrSold  SaleType  SaleCondition  \\\n",
       "0      4            2        0       2    2008         2              3   \n",
       "1      4            2        0       5    2007         2              3   \n",
       "2      4            2        0       9    2008         2              3   \n",
       "3      4            2        0       2    2006         2              0   \n",
       "4      4            2        0      12    2008         2              3   \n",
       "\n",
       "   SalePrice  LotFrontagenan  MasVnrAreanan  GarageYrBltnan  \n",
       "0  12.247694               0              0               0  \n",
       "1  12.109011               0              0               0  \n",
       "2  12.317167               0              0               0  \n",
       "3  11.849398               0              0               0  \n",
       "4  12.429216               0              0               0  "
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature Scaling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\krish.naik\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\data.py:323: DataConversionWarning: Data with input dtype int32, int64, float64 were all converted to float64 by MinMaxScaler.\n",
      "  return self.partial_fit(X, y)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "MinMaxScaler(copy=True, feature_range=(0, 1))"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_scale=[feature for feature in dataset.columns if feature not in ['Id','SalePrice']]\n",
    "\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "scaler=MinMaxScaler()\n",
    "scaler.fit(dataset[feature_scale])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.23529412, 0.75      , 0.41820812, ..., 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.75      , 0.49506375, ..., 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.23529412, 0.75      , 0.434909  , ..., 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       ...,\n",
       "       [0.29411765, 0.75      , 0.42385922, ..., 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.75      , 0.434909  , ..., 0.        , 0.        ,\n",
       "        0.        ],\n",
       "       [0.        , 0.75      , 0.47117546, ..., 0.        , 0.        ,\n",
       "        0.        ]])"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaler.transform(dataset[feature_scale])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [],
   "source": [
    "# transform the train and test set, and add on the Id and SalePrice variables\n",
    "data = pd.concat([dataset[['Id', 'SalePrice']].reset_index(drop=True),\n",
    "                    pd.DataFrame(scaler.transform(dataset[feature_scale]), columns=feature_scale)],\n",
    "                    axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>LotFrontagenan</th>\n",
       "      <th>MasVnrAreanan</th>\n",
       "      <th>GarageYrBltnan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>12.247694</td>\n",
       "      <td>0.235294</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.418208</td>\n",
       "      <td>0.366344</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.036765</td>\n",
       "      <td>0.098361</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.12250</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.125089</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.064212</td>\n",
       "      <td>0.140098</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.356155</td>\n",
       "      <td>0.413559</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.577712</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.046729</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.386460</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.111517</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>12.109011</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.495064</td>\n",
       "      <td>0.391317</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.555556</td>\n",
       "      <td>0.875</td>\n",
       "      <td>0.227941</td>\n",
       "      <td>0.524590</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.75</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.173281</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.121575</td>\n",
       "      <td>0.206547</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.503056</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.470245</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.289720</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.324401</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.347725</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>12.317167</td>\n",
       "      <td>0.235294</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.434909</td>\n",
       "      <td>0.422359</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.051471</td>\n",
       "      <td>0.114754</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.10125</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.50</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.086109</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.185788</td>\n",
       "      <td>0.150573</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.383441</td>\n",
       "      <td>0.419370</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.593095</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.065421</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.428773</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076782</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>11.849398</td>\n",
       "      <td>0.294118</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.388581</td>\n",
       "      <td>0.390295</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.669118</td>\n",
       "      <td>0.606557</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.50</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.038271</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.231164</td>\n",
       "      <td>0.123732</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.399941</td>\n",
       "      <td>0.366102</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.579157</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.375</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.074766</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.452750</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.063985</td>\n",
       "      <td>0.492754</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>12.429216</td>\n",
       "      <td>0.235294</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.513123</td>\n",
       "      <td>0.468761</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.777778</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.058824</td>\n",
       "      <td>0.147541</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.21875</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.75</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.116052</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.209760</td>\n",
       "      <td>0.187398</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.466237</td>\n",
       "      <td>0.509927</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.666523</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.074766</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.589563</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.224037</td>\n",
       "      <td>0.153565</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  SalePrice  MSSubClass  MSZoning  LotFrontage   LotArea  Street  Alley  \\\n",
       "0   1  12.247694    0.235294      0.75     0.418208  0.366344     1.0    1.0   \n",
       "1   2  12.109011    0.000000      0.75     0.495064  0.391317     1.0    1.0   \n",
       "2   3  12.317167    0.235294      0.75     0.434909  0.422359     1.0    1.0   \n",
       "3   4  11.849398    0.294118      0.75     0.388581  0.390295     1.0    1.0   \n",
       "4   5  12.429216    0.235294      0.75     0.513123  0.468761     1.0    1.0   \n",
       "\n",
       "   LotShape  LandContour  Utilities  LotConfig  LandSlope  Neighborhood  \\\n",
       "0  0.000000     0.333333        1.0       0.00        0.0      0.636364   \n",
       "1  0.000000     0.333333        1.0       0.50        0.0      0.500000   \n",
       "2  0.333333     0.333333        1.0       0.00        0.0      0.636364   \n",
       "3  0.333333     0.333333        1.0       0.25        0.0      0.727273   \n",
       "4  0.333333     0.333333        1.0       0.50        0.0      1.000000   \n",
       "\n",
       "   Condition1  Condition2  BldgType  HouseStyle  OverallQual  OverallCond  \\\n",
       "0         0.4         1.0      0.75         1.0     0.666667        0.500   \n",
       "1         0.2         1.0      0.75         0.6     0.555556        0.875   \n",
       "2         0.4         1.0      0.75         1.0     0.666667        0.500   \n",
       "3         0.4         1.0      0.75         1.0     0.666667        0.500   \n",
       "4         0.4         1.0      0.75         1.0     0.777778        0.500   \n",
       "\n",
       "   YearBuilt  YearRemodAdd  RoofStyle  RoofMatl  Exterior1st  Exterior2nd  \\\n",
       "0   0.036765      0.098361        0.0       0.0          1.0          1.0   \n",
       "1   0.227941      0.524590        0.0       0.0          0.4          0.3   \n",
       "2   0.051471      0.114754        0.0       0.0          1.0          1.0   \n",
       "3   0.669118      0.606557        0.0       0.0          0.2          0.4   \n",
       "4   0.058824      0.147541        0.0       0.0          1.0          1.0   \n",
       "\n",
       "   MasVnrType  MasVnrArea  ExterQual  ExterCond  Foundation  BsmtQual  \\\n",
       "0        0.50     0.12250   0.666667        1.0        1.00      0.75   \n",
       "1        0.25     0.00000   0.333333        1.0        0.50      0.75   \n",
       "2        0.50     0.10125   0.666667        1.0        1.00      0.75   \n",
       "3        0.25     0.00000   0.333333        1.0        0.25      0.50   \n",
       "4        0.50     0.21875   0.666667        1.0        1.00      0.75   \n",
       "\n",
       "   BsmtCond  BsmtExposure  BsmtFinType1  BsmtFinSF1  BsmtFinType2  BsmtFinSF2  \\\n",
       "0      0.75          0.25      1.000000    0.125089      0.833333         0.0   \n",
       "1      0.75          1.00      0.666667    0.173281      0.833333         0.0   \n",
       "2      0.75          0.50      1.000000    0.086109      0.833333         0.0   \n",
       "3      1.00          0.25      0.666667    0.038271      0.833333         0.0   \n",
       "4      0.75          0.75      1.000000    0.116052      0.833333         0.0   \n",
       "\n",
       "   BsmtUnfSF  TotalBsmtSF  Heating  HeatingQC  CentralAir  Electrical  \\\n",
       "0   0.064212     0.140098      1.0       1.00         1.0         1.0   \n",
       "1   0.121575     0.206547      1.0       1.00         1.0         1.0   \n",
       "2   0.185788     0.150573      1.0       1.00         1.0         1.0   \n",
       "3   0.231164     0.123732      1.0       0.75         1.0         1.0   \n",
       "4   0.209760     0.187398      1.0       1.00         1.0         1.0   \n",
       "\n",
       "   1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  \\\n",
       "0  0.356155  0.413559           0.0   0.577712      0.333333           0.0   \n",
       "1  0.503056  0.000000           0.0   0.470245      0.000000           0.5   \n",
       "2  0.383441  0.419370           0.0   0.593095      0.333333           0.0   \n",
       "3  0.399941  0.366102           0.0   0.579157      0.333333           0.0   \n",
       "4  0.466237  0.509927           0.0   0.666523      0.333333           0.0   \n",
       "\n",
       "   FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  KitchenQual  TotRmsAbvGrd  \\\n",
       "0  0.666667       0.5         0.375      0.333333     0.666667      0.500000   \n",
       "1  0.666667       0.0         0.375      0.333333     0.333333      0.333333   \n",
       "2  0.666667       0.5         0.375      0.333333     0.666667      0.333333   \n",
       "3  0.333333       0.0         0.375      0.333333     0.666667      0.416667   \n",
       "4  0.666667       0.5         0.500      0.333333     0.666667      0.583333   \n",
       "\n",
       "   Functional  Fireplaces  FireplaceQu  GarageType  GarageYrBlt  GarageFinish  \\\n",
       "0         1.0    0.000000          0.2         0.8     0.046729      0.666667   \n",
       "1         1.0    0.333333          0.6         0.8     0.289720      0.666667   \n",
       "2         1.0    0.333333          0.6         0.8     0.065421      0.666667   \n",
       "3         1.0    0.333333          0.8         0.4     0.074766      0.333333   \n",
       "4         1.0    0.333333          0.6         0.8     0.074766      0.666667   \n",
       "\n",
       "   GarageCars  GarageArea  GarageQual  GarageCond  PavedDrive  WoodDeckSF  \\\n",
       "0        0.50    0.386460    0.666667         1.0         1.0    0.000000   \n",
       "1        0.50    0.324401    0.666667         1.0         1.0    0.347725   \n",
       "2        0.50    0.428773    0.666667         1.0         1.0    0.000000   \n",
       "3        0.75    0.452750    0.666667         1.0         1.0    0.000000   \n",
       "4        0.75    0.589563    0.666667         1.0         1.0    0.224037   \n",
       "\n",
       "   OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  PoolQC  \\\n",
       "0     0.111517       0.000000        0.0          0.0       0.0     0.0   \n",
       "1     0.000000       0.000000        0.0          0.0       0.0     0.0   \n",
       "2     0.076782       0.000000        0.0          0.0       0.0     0.0   \n",
       "3     0.063985       0.492754        0.0          0.0       0.0     0.0   \n",
       "4     0.153565       0.000000        0.0          0.0       0.0     0.0   \n",
       "\n",
       "   Fence  MiscFeature  MiscVal    MoSold  YrSold  SaleType  SaleCondition  \\\n",
       "0    1.0          1.0      0.0  0.090909    0.50  0.666667           0.75   \n",
       "1    1.0          1.0      0.0  0.363636    0.25  0.666667           0.75   \n",
       "2    1.0          1.0      0.0  0.727273    0.50  0.666667           0.75   \n",
       "3    1.0          1.0      0.0  0.090909    0.00  0.666667           0.00   \n",
       "4    1.0          1.0      0.0  1.000000    0.50  0.666667           0.75   \n",
       "\n",
       "   LotFrontagenan  MasVnrAreanan  GarageYrBltnan  \n",
       "0             0.0            0.0             0.0  \n",
       "1             0.0            0.0             0.0  \n",
       "2             0.0            0.0             0.0  \n",
       "3             0.0            0.0             0.0  \n",
       "4             0.0            0.0             0.0  "
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.to_csv('X_train.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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