Feature_Engineering_House_Prices_traindata.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "109ddb93",
   "metadata": {},
   "source": [
    "# Building Machine Learning Pipelines: Data Analysis Phase"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98733951",
   "metadata": {},
   "source": [
    "## Data Set: House Prices: Advanced Regression Techniques"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97a58908",
   "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 "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2653a4c",
   "metadata": {},
   "source": [
    "### Dataset to download from the below link"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05ee2ab4",
   "metadata": {},
   "source": [
    "https://www.kaggle.com/competitions/house-prices-advanced-regression-techniques/data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b92f28d",
   "metadata": {},
   "source": [
    "## All the Lifecycle in A Data Science Projects\n",
    "+ Data Analysis\n",
    "+ Feature Engineering\n",
    "+ Feature Selection\n",
    "+ Model Building\n",
    "+ Model Deployment"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e36654b",
   "metadata": {},
   "source": [
    "## We will be performing all the below steps in Feature Engineering\n",
    "### Handling \n",
    "+ Missing Values\n",
    "+ Temporal variables\n",
    "+ Categorical variables: remove rare labels\n",
    "+ Standardize the values of the variables to the same range"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5f967f7",
   "metadata": {},
   "source": [
    "### Below dataset where we performed EDA in previous GitHub Repositories Link will be given down in the last cell"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ff0b020e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "\n",
    "# To visualize all the columns in the dataframe\n",
    "pd.pandas.set_option('display.max_columns',None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6de30e55",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1460, 80)\n"
     ]
    },
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></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",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\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",
       "      <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>NaN</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>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>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>5</th>\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",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
       "Id                                                                    \n",
       "1           60       RL         65.0     8450   Pave   NaN      Reg   \n",
       "2           20       RL         80.0     9600   Pave   NaN      Reg   \n",
       "3           60       RL         68.0    11250   Pave   NaN      IR1   \n",
       "4           70       RL         60.0     9550   Pave   NaN      IR1   \n",
       "5           60       RL         84.0    14260   Pave   NaN      IR1   \n",
       "\n",
       "   LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
       "Id                                                                     \n",
       "1          Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "2          Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
       "3          Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "4          Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
       "5          Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
       "\n",
       "   Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "Id                                                                       \n",
       "1        Norm     1Fam     2Story            7            5       2003   \n",
       "2        Norm     1Fam     1Story            6            8       1976   \n",
       "3        Norm     1Fam     2Story            7            5       2001   \n",
       "4        Norm     1Fam     2Story            7            5       1915   \n",
       "5        Norm     1Fam     2Story            8            5       2000   \n",
       "\n",
       "    YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
       "Id                                                                       \n",
       "1           2003     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "2           1976     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "3           2002     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "4           1970     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
       "5           2000     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "\n",
       "    MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
       "Id                                                                             \n",
       "1        196.0        Gd        TA      PConc       Gd       TA           No   \n",
       "2          0.0        TA        TA     CBlock       Gd       TA           Gd   \n",
       "3        162.0        Gd        TA      PConc       Gd       TA           Mn   \n",
       "4          0.0        TA        TA     BrkTil       TA       Gd           No   \n",
       "5        350.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "\n",
       "   BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "Id                                                                             \n",
       "1           GLQ         706          Unf           0        150          856   \n",
       "2           ALQ         978          Unf           0        284         1262   \n",
       "3           GLQ         486          Unf           0        434          920   \n",
       "4           ALQ         216          Unf           0        540          756   \n",
       "5           GLQ         655          Unf           0        490         1145   \n",
       "\n",
       "   Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  \\\n",
       "Id                                                                             \n",
       "1     GasA        Ex          Y      SBrkr       856       854             0   \n",
       "2     GasA        Ex          Y      SBrkr      1262         0             0   \n",
       "3     GasA        Ex          Y      SBrkr       920       866             0   \n",
       "4     GasA        Gd          Y      SBrkr       961       756             0   \n",
       "5     GasA        Ex          Y      SBrkr      1145      1053             0   \n",
       "\n",
       "    GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  \\\n",
       "Id                                                                            \n",
       "1        1710             1             0         2         1             3   \n",
       "2        1262             0             1         2         0             3   \n",
       "3        1786             1             0         2         1             3   \n",
       "4        1717             1             0         1         0             3   \n",
       "5        2198             1             0         2         1             4   \n",
       "\n",
       "    KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu  \\\n",
       "Id                                                                              \n",
       "1              1          Gd             8        Typ           0         NaN   \n",
       "2              1          TA             6        Typ           1          TA   \n",
       "3              1          Gd             6        Typ           1          TA   \n",
       "4              1          Gd             7        Typ           1          Gd   \n",
       "5              1          Gd             9        Typ           1          TA   \n",
       "\n",
       "   GarageType  GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual  \\\n",
       "Id                                                                           \n",
       "1      Attchd       2003.0          RFn           2         548         TA   \n",
       "2      Attchd       1976.0          RFn           2         460         TA   \n",
       "3      Attchd       2001.0          RFn           2         608         TA   \n",
       "4      Detchd       1998.0          Unf           3         642         TA   \n",
       "5      Attchd       2000.0          RFn           3         836         TA   \n",
       "\n",
       "   GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  \\\n",
       "Id                                                                            \n",
       "1          TA          Y           0           61              0          0   \n",
       "2          TA          Y         298            0              0          0   \n",
       "3          TA          Y           0           42              0          0   \n",
       "4          TA          Y           0           35            272          0   \n",
       "5          TA          Y         192           84              0          0   \n",
       "\n",
       "    ScreenPorch  PoolArea PoolQC Fence MiscFeature  MiscVal  MoSold  YrSold  \\\n",
       "Id                                                                            \n",
       "1             0         0    NaN   NaN         NaN        0       2    2008   \n",
       "2             0         0    NaN   NaN         NaN        0       5    2007   \n",
       "3             0         0    NaN   NaN         NaN        0       9    2008   \n",
       "4             0         0    NaN   NaN         NaN        0       2    2006   \n",
       "5             0         0    NaN   NaN         NaN        0      12    2008   \n",
       "\n",
       "   SaleType SaleCondition  SalePrice  \n",
       "Id                                    \n",
       "1        WD        Normal     208500  \n",
       "2        WD        Normal     181500  \n",
       "3        WD        Normal     223500  \n",
       "4        WD       Abnorml     140000  \n",
       "5        WD        Normal     250000  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset = pd.read_csv('train.csv', index_col = 0)\n",
    "\n",
    "# print shape of dataset with rows and columns\n",
    "print(dataset.shape)\n",
    "# print top 5 records\n",
    "dataset.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5833479d",
   "metadata": {},
   "source": [
    "#### Always remember there is always a possibility of data leakage so we need to split the data first and then perform any kind of feature engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b31ba3fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "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": null,
   "id": "efe9c865",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train, x_test.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c218c84a",
   "metadata": {},
   "source": [
    "### Missing Values\n",
    "+ Let us capture all the Nan values\n",
    "+ First lets handle categorical features with missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d70c0aa7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Alley: has 1369 and an average of 93.77%  missing values\n",
      "MasVnrType: has 8 and an average of 0.55%  missing values\n",
      "BsmtQual: has 37 and an average of 2.53%  missing values\n",
      "BsmtCond: has 37 and an average of 2.53%  missing values\n",
      "BsmtExposure: has 38 and an average of 2.6%  missing values\n",
      "BsmtFinType1: has 37 and an average of 2.53%  missing values\n",
      "BsmtFinType2: has 38 and an average of 2.6%  missing values\n",
      "FireplaceQu: has 690 and an average of 47.26%  missing values\n",
      "GarageType: has 81 and an average of 5.55%  missing values\n",
      "GarageFinish: has 81 and an average of 5.55%  missing values\n",
      "GarageQual: has 81 and an average of 5.55%  missing values\n",
      "GarageCond: has 81 and an average of 5.55%  missing values\n",
      "PoolQC: has 1453 and an average of 99.52%  missing values\n",
      "Fence: has 1179 and an average of 80.75%  missing values\n",
      "MiscFeature: has 1406 and an average of 96.3%  missing values\n"
     ]
    }
   ],
   "source": [
    "cat_features_nan=[feature for feature in dataset.columns if dataset[feature].isnull().sum()>1 and dataset[feature].dtype=='O']\n",
    "\n",
    "for feature in cat_features_nan:\n",
    "    print('{}: has {} and an average of {}%  missing values'.format(feature,dataset[feature].isnull().sum(),np.round((dataset[feature].isnull().mean())*100,2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a5a5c32",
   "metadata": {},
   "source": [
    "### Replace missing values with a new label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f4defbf9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def replace_cat_feature(dataset, cat_features_nan):\n",
    "    data=dataset.copy()\n",
    "    data[cat_features_nan]=data[cat_features_nan].fillna('Missing')\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "951a2e2d",
   "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": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=dataset.copy()\n",
    "data=replace_cat_feature(data,cat_features_nan)\n",
    "data[cat_features_nan].isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "96039a17",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\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>2</th>\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>3</th>\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>4</th>\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>5</th>\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": [
       "    MSSubClass MSZoning  LotFrontage  LotArea Street    Alley LotShape  \\\n",
       "Id                                                                       \n",
       "1           60       RL         65.0     8450   Pave  Missing      Reg   \n",
       "2           20       RL         80.0     9600   Pave  Missing      Reg   \n",
       "3           60       RL         68.0    11250   Pave  Missing      IR1   \n",
       "4           70       RL         60.0     9550   Pave  Missing      IR1   \n",
       "5           60       RL         84.0    14260   Pave  Missing      IR1   \n",
       "\n",
       "   LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
       "Id                                                                     \n",
       "1          Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "2          Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
       "3          Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "4          Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
       "5          Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
       "\n",
       "   Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "Id                                                                       \n",
       "1        Norm     1Fam     2Story            7            5       2003   \n",
       "2        Norm     1Fam     1Story            6            8       1976   \n",
       "3        Norm     1Fam     2Story            7            5       2001   \n",
       "4        Norm     1Fam     2Story            7            5       1915   \n",
       "5        Norm     1Fam     2Story            8            5       2000   \n",
       "\n",
       "    YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
       "Id                                                                       \n",
       "1           2003     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "2           1976     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "3           2002     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "4           1970     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
       "5           2000     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "\n",
       "    MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
       "Id                                                                             \n",
       "1        196.0        Gd        TA      PConc       Gd       TA           No   \n",
       "2          0.0        TA        TA     CBlock       Gd       TA           Gd   \n",
       "3        162.0        Gd        TA      PConc       Gd       TA           Mn   \n",
       "4          0.0        TA        TA     BrkTil       TA       Gd           No   \n",
       "5        350.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "\n",
       "   BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "Id                                                                             \n",
       "1           GLQ         706          Unf           0        150          856   \n",
       "2           ALQ         978          Unf           0        284         1262   \n",
       "3           GLQ         486          Unf           0        434          920   \n",
       "4           ALQ         216          Unf           0        540          756   \n",
       "5           GLQ         655          Unf           0        490         1145   \n",
       "\n",
       "   Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  \\\n",
       "Id                                                                             \n",
       "1     GasA        Ex          Y      SBrkr       856       854             0   \n",
       "2     GasA        Ex          Y      SBrkr      1262         0             0   \n",
       "3     GasA        Ex          Y      SBrkr       920       866             0   \n",
       "4     GasA        Gd          Y      SBrkr       961       756             0   \n",
       "5     GasA        Ex          Y      SBrkr      1145      1053             0   \n",
       "\n",
       "    GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  \\\n",
       "Id                                                                            \n",
       "1        1710             1             0         2         1             3   \n",
       "2        1262             0             1         2         0             3   \n",
       "3        1786             1             0         2         1             3   \n",
       "4        1717             1             0         1         0             3   \n",
       "5        2198             1             0         2         1             4   \n",
       "\n",
       "    KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu  \\\n",
       "Id                                                                              \n",
       "1              1          Gd             8        Typ           0     Missing   \n",
       "2              1          TA             6        Typ           1          TA   \n",
       "3              1          Gd             6        Typ           1          TA   \n",
       "4              1          Gd             7        Typ           1          Gd   \n",
       "5              1          Gd             9        Typ           1          TA   \n",
       "\n",
       "   GarageType  GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual  \\\n",
       "Id                                                                           \n",
       "1      Attchd       2003.0          RFn           2         548         TA   \n",
       "2      Attchd       1976.0          RFn           2         460         TA   \n",
       "3      Attchd       2001.0          RFn           2         608         TA   \n",
       "4      Detchd       1998.0          Unf           3         642         TA   \n",
       "5      Attchd       2000.0          RFn           3         836         TA   \n",
       "\n",
       "   GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  \\\n",
       "Id                                                                            \n",
       "1          TA          Y           0           61              0          0   \n",
       "2          TA          Y         298            0              0          0   \n",
       "3          TA          Y           0           42              0          0   \n",
       "4          TA          Y           0           35            272          0   \n",
       "5          TA          Y         192           84              0          0   \n",
       "\n",
       "    ScreenPorch  PoolArea   PoolQC    Fence MiscFeature  MiscVal  MoSold  \\\n",
       "Id                                                                         \n",
       "1             0         0  Missing  Missing     Missing        0       2   \n",
       "2             0         0  Missing  Missing     Missing        0       5   \n",
       "3             0         0  Missing  Missing     Missing        0       9   \n",
       "4             0         0  Missing  Missing     Missing        0       2   \n",
       "5             0         0  Missing  Missing     Missing        0      12   \n",
       "\n",
       "    YrSold SaleType SaleCondition  SalePrice  \n",
       "Id                                            \n",
       "1     2008       WD        Normal     208500  \n",
       "2     2007       WD        Normal     181500  \n",
       "3     2008       WD        Normal     223500  \n",
       "4     2006       WD       Abnorml     140000  \n",
       "5     2008       WD        Normal     250000  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f4257f5",
   "metadata": {},
   "source": [
    "### Temporal Variables (Date Time Variables)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "097140fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['YearBuilt', 'YearRemodAdd', 'GarageYrBlt', 'YrSold']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# List of variables that contain year information\n",
    "year_feature = [feature for feature in data.columns if 'Yr' in feature or 'Year' in feature]\n",
    "\n",
    "year_feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "02ecf218",
   "metadata": {},
   "outputs": [],
   "source": [
    "data1=data.copy()\n",
    "for feature in year_feature:\n",
    "        if feature!=\"YrSold\":\n",
    "            data1[feature]=data1['YrSold']-data1[feature]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "28348834",
   "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>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",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    MSSubClass MSZoning  LotFrontage  LotArea Street    Alley LotShape  \\\n",
       "Id                                                                       \n",
       "1           60       RL         65.0     8450   Pave  Missing      Reg   \n",
       "2           20       RL         80.0     9600   Pave  Missing      Reg   \n",
       "3           60       RL         68.0    11250   Pave  Missing      IR1   \n",
       "4           70       RL         60.0     9550   Pave  Missing      IR1   \n",
       "5           60       RL         84.0    14260   Pave  Missing      IR1   \n",
       "\n",
       "   LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
       "Id                                                                     \n",
       "1          Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "2          Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
       "3          Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "4          Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
       "5          Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
       "\n",
       "   Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "Id                                                                       \n",
       "1        Norm     1Fam     2Story            7            5          5   \n",
       "2        Norm     1Fam     1Story            6            8         31   \n",
       "3        Norm     1Fam     2Story            7            5          7   \n",
       "4        Norm     1Fam     2Story            7            5         91   \n",
       "5        Norm     1Fam     2Story            8            5          8   \n",
       "\n",
       "    YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
       "Id                                                                       \n",
       "1              5     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "2             31     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "3              6     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "4             36     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
       "5              8     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "\n",
       "    MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
       "Id                                                                             \n",
       "1        196.0        Gd        TA      PConc       Gd       TA           No   \n",
       "2          0.0        TA        TA     CBlock       Gd       TA           Gd   \n",
       "3        162.0        Gd        TA      PConc       Gd       TA           Mn   \n",
       "4          0.0        TA        TA     BrkTil       TA       Gd           No   \n",
       "5        350.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "\n",
       "   BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "Id                                                                             \n",
       "1           GLQ         706          Unf           0        150          856   \n",
       "2           ALQ         978          Unf           0        284         1262   \n",
       "3           GLQ         486          Unf           0        434          920   \n",
       "4           ALQ         216          Unf           0        540          756   \n",
       "5           GLQ         655          Unf           0        490         1145   \n",
       "\n",
       "   Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  \\\n",
       "Id                                                                             \n",
       "1     GasA        Ex          Y      SBrkr       856       854             0   \n",
       "2     GasA        Ex          Y      SBrkr      1262         0             0   \n",
       "3     GasA        Ex          Y      SBrkr       920       866             0   \n",
       "4     GasA        Gd          Y      SBrkr       961       756             0   \n",
       "5     GasA        Ex          Y      SBrkr      1145      1053             0   \n",
       "\n",
       "    GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  \\\n",
       "Id                                                                            \n",
       "1        1710             1             0         2         1             3   \n",
       "2        1262             0             1         2         0             3   \n",
       "3        1786             1             0         2         1             3   \n",
       "4        1717             1             0         1         0             3   \n",
       "5        2198             1             0         2         1             4   \n",
       "\n",
       "    KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu  \\\n",
       "Id                                                                              \n",
       "1              1          Gd             8        Typ           0     Missing   \n",
       "2              1          TA             6        Typ           1          TA   \n",
       "3              1          Gd             6        Typ           1          TA   \n",
       "4              1          Gd             7        Typ           1          Gd   \n",
       "5              1          Gd             9        Typ           1          TA   \n",
       "\n",
       "   GarageType  GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual  \\\n",
       "Id                                                                           \n",
       "1      Attchd          5.0          RFn           2         548         TA   \n",
       "2      Attchd         31.0          RFn           2         460         TA   \n",
       "3      Attchd          7.0          RFn           2         608         TA   \n",
       "4      Detchd          8.0          Unf           3         642         TA   \n",
       "5      Attchd          8.0          RFn           3         836         TA   \n",
       "\n",
       "   GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  \\\n",
       "Id                                                                            \n",
       "1          TA          Y           0           61              0          0   \n",
       "2          TA          Y         298            0              0          0   \n",
       "3          TA          Y           0           42              0          0   \n",
       "4          TA          Y           0           35            272          0   \n",
       "5          TA          Y         192           84              0          0   \n",
       "\n",
       "    ScreenPorch  PoolArea   PoolQC    Fence MiscFeature  MiscVal  MoSold  \\\n",
       "Id                                                                         \n",
       "1             0         0  Missing  Missing     Missing        0       2   \n",
       "2             0         0  Missing  Missing     Missing        0       5   \n",
       "3             0         0  Missing  Missing     Missing        0       9   \n",
       "4             0         0  Missing  Missing     Missing        0       2   \n",
       "5             0         0  Missing  Missing     Missing        0      12   \n",
       "\n",
       "    YrSold SaleType SaleCondition  SalePrice  \n",
       "Id                                            \n",
       "1     2008       WD        Normal     208500  \n",
       "2     2007       WD        Normal     181500  \n",
       "3     2008       WD        Normal     223500  \n",
       "4     2006       WD       Abnorml     140000  \n",
       "5     2008       WD        Normal     250000  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0e7218d",
   "metadata": {},
   "source": [
    "#### As you can see the year columns have now converted into number of years with respect to the Year it was sold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "ac1ca27f",
   "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",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>91</td>\n",
       "      <td>36</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</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",
       "Id                                      \n",
       "1           5             5          5.0\n",
       "2          31            31         31.0\n",
       "3           7             6          7.0\n",
       "4          91            36          8.0\n",
       "5           8             8          8.0"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1[['YearBuilt', 'YearRemodAdd', 'GarageYrBlt']].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "283834db",
   "metadata": {},
   "source": [
    "### Now lets check for numerical variables which contains missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5b35e1cd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LotFrontage: has 259 and an average of 17.74%  missing values\n",
      "MasVnrArea: has 8 and an average of 0.55%  missing values\n"
     ]
    }
   ],
   "source": [
    "data2=data1.copy()\n",
    "num_features_nan=[feature for feature in data2.columns if data2[feature].isnull().sum()>1 and data2[feature].dtype!='O' and feature not in year_feature]\n",
    "\n",
    "# Now we will print the numerical nan variables its total number and average percentage of missing values\n",
    "for feature in num_features_nan:\n",
    "    print('{}: has {} and an average of {}%  missing values'.format(feature,data2[feature].isnull().sum(),np.round((data2[feature].isnull().mean())*100,2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef0a2b04",
   "metadata": {},
   "source": [
    "### Outliers Detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "7fad1f6a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "numerical_features=[feature for feature in dataset.columns if data2[feature].dtypes != 'O']\n",
    "discrete_feature=[feature for feature in numerical_features if len(data2[feature].unique())<25 and feature not in year_feature]\n",
    "continuous_features=[feature for feature in numerical_features if feature not in discrete_feature+year_feature]\n",
    "for feature in continuous_features:\n",
    "    data3=data2.copy()\n",
    "    if 0 in data3[feature].unique():\n",
    "        pass\n",
    "    else:\n",
    "        data3[feature]=np.log(data3[feature])\n",
    "        data3.boxplot(column=feature)\n",
    "        plt.ylabel(feature)\n",
    "        plt.title(feature)\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9407164f",
   "metadata": {},
   "source": [
    "### Replacing the Numerical Missing Values \n",
    "+ We will replace the missing values with Median since there are Outliers in the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "e4e38115",
   "metadata": {},
   "outputs": [],
   "source": [
    "data4=data2.copy()\n",
    "for feature in num_features_nan:\n",
    "    # Creating a new feature to capture nan values\n",
    "    data4[feature+'nan']=np.where(data4[feature].isnull(),1,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "1e4ddbf1",
   "metadata": {},
   "outputs": [],
   "source": [
    "for feature in num_features_nan:\n",
    "    median_value=data4[feature].median()\n",
    "    data4[feature].fillna(median_value,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "f21102a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LotFrontage    0\n",
       "MasVnrArea     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data4[num_features_nan].isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "fae4634e",
   "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>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\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>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>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>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>143000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\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>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>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>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>307000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\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>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>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>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>200000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\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>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>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>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>129900</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\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>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>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>69.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\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>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>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>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>129500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\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>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>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>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>345000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\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>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>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>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>144000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\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>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>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>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>279500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\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>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>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>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>157000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\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>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>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>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>132000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\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>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>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>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>149000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\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>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>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>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>90000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\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>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>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>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>159000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\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>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>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>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>139000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\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>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>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>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>325300</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\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>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>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>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>139400</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\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>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>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>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>230000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\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>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>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>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>129900</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\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>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>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>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>154000</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\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>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>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>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>256300</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\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>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>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>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>134800</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\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>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>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>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>306000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\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>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>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>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>207500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\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>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>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>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>68500</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    MSSubClass MSZoning  LotFrontage  LotArea Street    Alley LotShape  \\\n",
       "Id                                                                       \n",
       "1           60       RL         65.0     8450   Pave  Missing      Reg   \n",
       "2           20       RL         80.0     9600   Pave  Missing      Reg   \n",
       "3           60       RL         68.0    11250   Pave  Missing      IR1   \n",
       "4           70       RL         60.0     9550   Pave  Missing      IR1   \n",
       "5           60       RL         84.0    14260   Pave  Missing      IR1   \n",
       "6           50       RL         85.0    14115   Pave  Missing      IR1   \n",
       "7           20       RL         75.0    10084   Pave  Missing      Reg   \n",
       "8           60       RL         69.0    10382   Pave  Missing      IR1   \n",
       "9           50       RM         51.0     6120   Pave  Missing      Reg   \n",
       "10         190       RL         50.0     7420   Pave  Missing      Reg   \n",
       "11          20       RL         70.0    11200   Pave  Missing      Reg   \n",
       "12          60       RL         85.0    11924   Pave  Missing      IR1   \n",
       "13          20       RL         69.0    12968   Pave  Missing      IR2   \n",
       "14          20       RL         91.0    10652   Pave  Missing      IR1   \n",
       "15          20       RL         69.0    10920   Pave  Missing      IR1   \n",
       "16          45       RM         51.0     6120   Pave  Missing      Reg   \n",
       "17          20       RL         69.0    11241   Pave  Missing      IR1   \n",
       "18          90       RL         72.0    10791   Pave  Missing      Reg   \n",
       "19          20       RL         66.0    13695   Pave  Missing      Reg   \n",
       "20          20       RL         70.0     7560   Pave  Missing      Reg   \n",
       "21          60       RL        101.0    14215   Pave  Missing      IR1   \n",
       "22          45       RM         57.0     7449   Pave     Grvl      Reg   \n",
       "23          20       RL         75.0     9742   Pave  Missing      Reg   \n",
       "24         120       RM         44.0     4224   Pave  Missing      Reg   \n",
       "25          20       RL         69.0     8246   Pave  Missing      IR1   \n",
       "26          20       RL        110.0    14230   Pave  Missing      Reg   \n",
       "27          20       RL         60.0     7200   Pave  Missing      Reg   \n",
       "28          20       RL         98.0    11478   Pave  Missing      Reg   \n",
       "29          20       RL         47.0    16321   Pave  Missing      IR1   \n",
       "30          30       RM         60.0     6324   Pave  Missing      IR1   \n",
       "\n",
       "   LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
       "Id                                                                     \n",
       "1          Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "2          Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
       "3          Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "4          Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
       "5          Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
       "6          Lvl    AllPub    Inside       Gtl      Mitchel       Norm   \n",
       "7          Lvl    AllPub    Inside       Gtl      Somerst       Norm   \n",
       "8          Lvl    AllPub    Corner       Gtl       NWAmes       PosN   \n",
       "9          Lvl    AllPub    Inside       Gtl      OldTown     Artery   \n",
       "10         Lvl    AllPub    Corner       Gtl      BrkSide     Artery   \n",
       "11         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "12         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "13         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "14         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "15         Lvl    AllPub    Corner       Gtl        NAmes       Norm   \n",
       "16         Lvl    AllPub    Corner       Gtl      BrkSide       Norm   \n",
       "17         Lvl    AllPub   CulDSac       Gtl        NAmes       Norm   \n",
       "18         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "19         Lvl    AllPub    Inside       Gtl      SawyerW       RRAe   \n",
       "20         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "21         Lvl    AllPub    Corner       Gtl      NridgHt       Norm   \n",
       "22         Bnk    AllPub    Inside       Gtl       IDOTRR       Norm   \n",
       "23         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "24         Lvl    AllPub    Inside       Gtl      MeadowV       Norm   \n",
       "25         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "26         Lvl    AllPub    Corner       Gtl      NridgHt       Norm   \n",
       "27         Lvl    AllPub    Corner       Gtl        NAmes       Norm   \n",
       "28         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "29         Lvl    AllPub   CulDSac       Gtl        NAmes       Norm   \n",
       "30         Lvl    AllPub    Inside       Gtl      BrkSide      Feedr   \n",
       "\n",
       "   Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "Id                                                                       \n",
       "1        Norm     1Fam     2Story            7            5          5   \n",
       "2        Norm     1Fam     1Story            6            8         31   \n",
       "3        Norm     1Fam     2Story            7            5          7   \n",
       "4        Norm     1Fam     2Story            7            5         91   \n",
       "5        Norm     1Fam     2Story            8            5          8   \n",
       "6        Norm     1Fam     1.5Fin            5            5         16   \n",
       "7        Norm     1Fam     1Story            8            5          3   \n",
       "8        Norm     1Fam     2Story            7            6         36   \n",
       "9        Norm     1Fam     1.5Fin            7            5         77   \n",
       "10     Artery   2fmCon     1.5Unf            5            6         69   \n",
       "11       Norm     1Fam     1Story            5            5         43   \n",
       "12       Norm     1Fam     2Story            9            5          1   \n",
       "13       Norm     1Fam     1Story            5            6         46   \n",
       "14       Norm     1Fam     1Story            7            5          1   \n",
       "15       Norm     1Fam     1Story            6            5         48   \n",
       "16       Norm     1Fam     1.5Unf            7            8         78   \n",
       "17       Norm     1Fam     1Story            6            7         40   \n",
       "18       Norm   Duplex     1Story            4            5         39   \n",
       "19       Norm     1Fam     1Story            5            5          4   \n",
       "20       Norm     1Fam     1Story            5            6         51   \n",
       "21       Norm     1Fam     2Story            8            5          1   \n",
       "22       Norm     1Fam     1.5Unf            7            7         77   \n",
       "23       Norm     1Fam     1Story            8            5          6   \n",
       "24       Norm   TwnhsE     1Story            5            7         31   \n",
       "25       Norm     1Fam     1Story            5            8         42   \n",
       "26       Norm     1Fam     1Story            8            5          2   \n",
       "27       Norm     1Fam     1Story            5            7         59   \n",
       "28       Norm     1Fam     1Story            8            5          3   \n",
       "29       Norm     1Fam     1Story            5            6         49   \n",
       "30       RRNn     1Fam     1Story            4            6         81   \n",
       "\n",
       "    YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
       "Id                                                                       \n",
       "1              5     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "2             31     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "3              6     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "4             36     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
       "5              8     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "6             14     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "7              2     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "8             36     Gable  CompShg     HdBoard     HdBoard      Stone   \n",
       "9             58     Gable  CompShg     BrkFace     Wd Shng       None   \n",
       "10            58     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "11            43       Hip  CompShg     HdBoard     HdBoard       None   \n",
       "12             0       Hip  CompShg     WdShing     Wd Shng      Stone   \n",
       "13            46       Hip  CompShg     HdBoard     Plywood       None   \n",
       "14             0     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "15            48       Hip  CompShg     MetalSd     MetalSd    BrkFace   \n",
       "16             6     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "17            40     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace   \n",
       "18            39     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "19             4     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "20            44       Hip  CompShg     BrkFace     Plywood       None   \n",
       "21             0     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "22            57     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "23             6       Hip  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "24            31     Gable  CompShg     CemntBd     CmentBd       None   \n",
       "25             9     Gable  CompShg     Plywood     Plywood       None   \n",
       "26             2     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "27            10     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "28             2     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "29             9     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "30            58     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "\n",
       "    MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
       "Id                                                                             \n",
       "1        196.0        Gd        TA      PConc       Gd       TA           No   \n",
       "2          0.0        TA        TA     CBlock       Gd       TA           Gd   \n",
       "3        162.0        Gd        TA      PConc       Gd       TA           Mn   \n",
       "4          0.0        TA        TA     BrkTil       TA       Gd           No   \n",
       "5        350.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "6          0.0        TA        TA       Wood       Gd       TA           No   \n",
       "7        186.0        Gd        TA      PConc       Ex       TA           Av   \n",
       "8        240.0        TA        TA     CBlock       Gd       TA           Mn   \n",
       "9          0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "10         0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "11         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "12       286.0        Ex        TA      PConc       Ex       TA           No   \n",
       "13         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "14       306.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "15       212.0        TA        TA     CBlock       TA       TA           No   \n",
       "16         0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "17       180.0        TA        TA     CBlock       TA       TA           No   \n",
       "18         0.0        TA        TA       Slab  Missing  Missing      Missing   \n",
       "19         0.0        TA        TA      PConc       TA       TA           No   \n",
       "20         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "21       380.0        Gd        TA      PConc       Ex       TA           Av   \n",
       "22         0.0        TA        TA      PConc       TA       TA           No   \n",
       "23       281.0        Gd        TA      PConc       Gd       TA           No   \n",
       "24         0.0        TA        TA      PConc       Gd       TA           No   \n",
       "25         0.0        TA        Gd     CBlock       TA       TA           Mn   \n",
       "26       640.0        Gd        TA      PConc       Gd       TA           No   \n",
       "27         0.0        TA        TA     CBlock       TA       TA           Mn   \n",
       "28       200.0        Gd        TA      PConc       Ex       TA           No   \n",
       "29         0.0        TA        TA     CBlock       TA       TA           Gd   \n",
       "30         0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "\n",
       "   BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "Id                                                                             \n",
       "1           GLQ         706          Unf           0        150          856   \n",
       "2           ALQ         978          Unf           0        284         1262   \n",
       "3           GLQ         486          Unf           0        434          920   \n",
       "4           ALQ         216          Unf           0        540          756   \n",
       "5           GLQ         655          Unf           0        490         1145   \n",
       "6           GLQ         732          Unf           0         64          796   \n",
       "7           GLQ        1369          Unf           0        317         1686   \n",
       "8           ALQ         859          BLQ          32        216         1107   \n",
       "9           Unf           0          Unf           0        952          952   \n",
       "10          GLQ         851          Unf           0        140          991   \n",
       "11          Rec         906          Unf           0        134         1040   \n",
       "12          GLQ         998          Unf           0        177         1175   \n",
       "13          ALQ         737          Unf           0        175          912   \n",
       "14          Unf           0          Unf           0       1494         1494   \n",
       "15          BLQ         733          Unf           0        520         1253   \n",
       "16          Unf           0          Unf           0        832          832   \n",
       "17          ALQ         578          Unf           0        426         1004   \n",
       "18      Missing           0      Missing           0          0            0   \n",
       "19          GLQ         646          Unf           0        468         1114   \n",
       "20          LwQ         504          Unf           0        525         1029   \n",
       "21          Unf           0          Unf           0       1158         1158   \n",
       "22          Unf           0          Unf           0        637          637   \n",
       "23          Unf           0          Unf           0       1777         1777   \n",
       "24          GLQ         840          Unf           0        200         1040   \n",
       "25          Rec         188          ALQ         668        204         1060   \n",
       "26          Unf           0          Unf           0       1566         1566   \n",
       "27          BLQ         234          Rec         486        180          900   \n",
       "28          GLQ        1218          Unf           0        486         1704   \n",
       "29          BLQ        1277          Unf           0        207         1484   \n",
       "30          Unf           0          Unf           0        520          520   \n",
       "\n",
       "   Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  \\\n",
       "Id                                                                             \n",
       "1     GasA        Ex          Y      SBrkr       856       854             0   \n",
       "2     GasA        Ex          Y      SBrkr      1262         0             0   \n",
       "3     GasA        Ex          Y      SBrkr       920       866             0   \n",
       "4     GasA        Gd          Y      SBrkr       961       756             0   \n",
       "5     GasA        Ex          Y      SBrkr      1145      1053             0   \n",
       "6     GasA        Ex          Y      SBrkr       796       566             0   \n",
       "7     GasA        Ex          Y      SBrkr      1694         0             0   \n",
       "8     GasA        Ex          Y      SBrkr      1107       983             0   \n",
       "9     GasA        Gd          Y      FuseF      1022       752             0   \n",
       "10    GasA        Ex          Y      SBrkr      1077         0             0   \n",
       "11    GasA        Ex          Y      SBrkr      1040         0             0   \n",
       "12    GasA        Ex          Y      SBrkr      1182      1142             0   \n",
       "13    GasA        TA          Y      SBrkr       912         0             0   \n",
       "14    GasA        Ex          Y      SBrkr      1494         0             0   \n",
       "15    GasA        TA          Y      SBrkr      1253         0             0   \n",
       "16    GasA        Ex          Y      FuseA       854         0             0   \n",
       "17    GasA        Ex          Y      SBrkr      1004         0             0   \n",
       "18    GasA        TA          Y      SBrkr      1296         0             0   \n",
       "19    GasA        Ex          Y      SBrkr      1114         0             0   \n",
       "20    GasA        TA          Y      SBrkr      1339         0             0   \n",
       "21    GasA        Ex          Y      SBrkr      1158      1218             0   \n",
       "22    GasA        Ex          Y      FuseF      1108         0             0   \n",
       "23    GasA        Ex          Y      SBrkr      1795         0             0   \n",
       "24    GasA        TA          Y      SBrkr      1060         0             0   \n",
       "25    GasA        Ex          Y      SBrkr      1060         0             0   \n",
       "26    GasA        Ex          Y      SBrkr      1600         0             0   \n",
       "27    GasA        TA          Y      SBrkr       900         0             0   \n",
       "28    GasA        Ex          Y      SBrkr      1704         0             0   \n",
       "29    GasA        TA          Y      SBrkr      1600         0             0   \n",
       "30    GasA        Fa          N      SBrkr       520         0             0   \n",
       "\n",
       "    GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  \\\n",
       "Id                                                                            \n",
       "1        1710             1             0         2         1             3   \n",
       "2        1262             0             1         2         0             3   \n",
       "3        1786             1             0         2         1             3   \n",
       "4        1717             1             0         1         0             3   \n",
       "5        2198             1             0         2         1             4   \n",
       "6        1362             1             0         1         1             1   \n",
       "7        1694             1             0         2         0             3   \n",
       "8        2090             1             0         2         1             3   \n",
       "9        1774             0             0         2         0             2   \n",
       "10       1077             1             0         1         0             2   \n",
       "11       1040             1             0         1         0             3   \n",
       "12       2324             1             0         3         0             4   \n",
       "13        912             1             0         1         0             2   \n",
       "14       1494             0             0         2         0             3   \n",
       "15       1253             1             0         1         1             2   \n",
       "16        854             0             0         1         0             2   \n",
       "17       1004             1             0         1         0             2   \n",
       "18       1296             0             0         2         0             2   \n",
       "19       1114             1             0         1         1             3   \n",
       "20       1339             0             0         1         0             3   \n",
       "21       2376             0             0         3         1             4   \n",
       "22       1108             0             0         1         0             3   \n",
       "23       1795             0             0         2         0             3   \n",
       "24       1060             1             0         1         0             3   \n",
       "25       1060             1             0         1         0             3   \n",
       "26       1600             0             0         2         0             3   \n",
       "27        900             0             1         1         0             3   \n",
       "28       1704             1             0         2         0             3   \n",
       "29       1600             1             0         1         0             2   \n",
       "30        520             0             0         1         0             1   \n",
       "\n",
       "    KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu  \\\n",
       "Id                                                                              \n",
       "1              1          Gd             8        Typ           0     Missing   \n",
       "2              1          TA             6        Typ           1          TA   \n",
       "3              1          Gd             6        Typ           1          TA   \n",
       "4              1          Gd             7        Typ           1          Gd   \n",
       "5              1          Gd             9        Typ           1          TA   \n",
       "6              1          TA             5        Typ           0     Missing   \n",
       "7              1          Gd             7        Typ           1          Gd   \n",
       "8              1          TA             7        Typ           2          TA   \n",
       "9              2          TA             8       Min1           2          TA   \n",
       "10             2          TA             5        Typ           2          TA   \n",
       "11             1          TA             5        Typ           0     Missing   \n",
       "12             1          Ex            11        Typ           2          Gd   \n",
       "13             1          TA             4        Typ           0     Missing   \n",
       "14             1          Gd             7        Typ           1          Gd   \n",
       "15             1          TA             5        Typ           1          Fa   \n",
       "16             1          TA             5        Typ           0     Missing   \n",
       "17             1          TA             5        Typ           1          TA   \n",
       "18             2          TA             6        Typ           0     Missing   \n",
       "19             1          Gd             6        Typ           0     Missing   \n",
       "20             1          TA             6       Min1           0     Missing   \n",
       "21             1          Gd             9        Typ           1          Gd   \n",
       "22             1          Gd             6        Typ           1          Gd   \n",
       "23             1          Gd             7        Typ           1          Gd   \n",
       "24             1          TA             6        Typ           1          TA   \n",
       "25             1          Gd             6        Typ           1          TA   \n",
       "26             1          Gd             7        Typ           1          Gd   \n",
       "27             1          Gd             5        Typ           0     Missing   \n",
       "28             1          Gd             7        Typ           1          Gd   \n",
       "29             1          TA             6        Typ           2          Gd   \n",
       "30             1          Fa             4        Typ           0     Missing   \n",
       "\n",
       "   GarageType  GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual  \\\n",
       "Id                                                                           \n",
       "1      Attchd          5.0          RFn           2         548         TA   \n",
       "2      Attchd         31.0          RFn           2         460         TA   \n",
       "3      Attchd          7.0          RFn           2         608         TA   \n",
       "4      Detchd          8.0          Unf           3         642         TA   \n",
       "5      Attchd          8.0          RFn           3         836         TA   \n",
       "6      Attchd         16.0          Unf           2         480         TA   \n",
       "7      Attchd          3.0          RFn           2         636         TA   \n",
       "8      Attchd         36.0          RFn           2         484         TA   \n",
       "9      Detchd         77.0          Unf           2         468         Fa   \n",
       "10     Attchd         69.0          RFn           1         205         Gd   \n",
       "11     Detchd         43.0          Unf           1         384         TA   \n",
       "12    BuiltIn          1.0          Fin           3         736         TA   \n",
       "13     Detchd         46.0          Unf           1         352         TA   \n",
       "14     Attchd          1.0          RFn           3         840         TA   \n",
       "15     Attchd         48.0          RFn           1         352         TA   \n",
       "16     Detchd         16.0          Unf           2         576         TA   \n",
       "17     Attchd         40.0          Fin           2         480         TA   \n",
       "18    CarPort         39.0          Unf           2         516         TA   \n",
       "19     Detchd          4.0          Unf           2         576         TA   \n",
       "20     Attchd         51.0          Unf           1         294         TA   \n",
       "21    BuiltIn          1.0          RFn           3         853         TA   \n",
       "22     Attchd         77.0          Unf           1         280         TA   \n",
       "23     Attchd          6.0          RFn           2         534         TA   \n",
       "24     Attchd         31.0          Unf           2         572         TA   \n",
       "25     Attchd         42.0          Unf           1         270         TA   \n",
       "26     Attchd          2.0          RFn           3         890         TA   \n",
       "27     Detchd          5.0          Unf           2         576         TA   \n",
       "28     Attchd          2.0          RFn           3         772         TA   \n",
       "29     Attchd         49.0          RFn           1         319         TA   \n",
       "30     Detchd         88.0          Unf           1         240         Fa   \n",
       "\n",
       "   GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  \\\n",
       "Id                                                                            \n",
       "1          TA          Y           0           61              0          0   \n",
       "2          TA          Y         298            0              0          0   \n",
       "3          TA          Y           0           42              0          0   \n",
       "4          TA          Y           0           35            272          0   \n",
       "5          TA          Y         192           84              0          0   \n",
       "6          TA          Y          40           30              0        320   \n",
       "7          TA          Y         255           57              0          0   \n",
       "8          TA          Y         235          204            228          0   \n",
       "9          TA          Y          90            0            205          0   \n",
       "10         TA          Y           0            4              0          0   \n",
       "11         TA          Y           0            0              0          0   \n",
       "12         TA          Y         147           21              0          0   \n",
       "13         TA          Y         140            0              0          0   \n",
       "14         TA          Y         160           33              0          0   \n",
       "15         TA          Y           0          213            176          0   \n",
       "16         TA          Y          48          112              0          0   \n",
       "17         TA          Y           0            0              0          0   \n",
       "18         TA          Y           0            0              0          0   \n",
       "19         TA          Y           0          102              0          0   \n",
       "20         TA          Y           0            0              0          0   \n",
       "21         TA          Y         240          154              0          0   \n",
       "22         TA          N           0            0            205          0   \n",
       "23         TA          Y         171          159              0          0   \n",
       "24         TA          Y         100          110              0          0   \n",
       "25         TA          Y         406           90              0          0   \n",
       "26         TA          Y           0           56              0          0   \n",
       "27         TA          Y         222           32              0          0   \n",
       "28         TA          Y           0           50              0          0   \n",
       "29         TA          Y         288          258              0          0   \n",
       "30         TA          Y          49            0             87          0   \n",
       "\n",
       "    ScreenPorch  PoolArea   PoolQC    Fence MiscFeature  MiscVal  MoSold  \\\n",
       "Id                                                                         \n",
       "1             0         0  Missing  Missing     Missing        0       2   \n",
       "2             0         0  Missing  Missing     Missing        0       5   \n",
       "3             0         0  Missing  Missing     Missing        0       9   \n",
       "4             0         0  Missing  Missing     Missing        0       2   \n",
       "5             0         0  Missing  Missing     Missing        0      12   \n",
       "6             0         0  Missing    MnPrv        Shed      700      10   \n",
       "7             0         0  Missing  Missing     Missing        0       8   \n",
       "8             0         0  Missing  Missing        Shed      350      11   \n",
       "9             0         0  Missing  Missing     Missing        0       4   \n",
       "10            0         0  Missing  Missing     Missing        0       1   \n",
       "11            0         0  Missing  Missing     Missing        0       2   \n",
       "12            0         0  Missing  Missing     Missing        0       7   \n",
       "13          176         0  Missing  Missing     Missing        0       9   \n",
       "14            0         0  Missing  Missing     Missing        0       8   \n",
       "15            0         0  Missing     GdWo     Missing        0       5   \n",
       "16            0         0  Missing    GdPrv     Missing        0       7   \n",
       "17            0         0  Missing  Missing        Shed      700       3   \n",
       "18            0         0  Missing  Missing        Shed      500      10   \n",
       "19            0         0  Missing  Missing     Missing        0       6   \n",
       "20            0         0  Missing    MnPrv     Missing        0       5   \n",
       "21            0         0  Missing  Missing     Missing        0      11   \n",
       "22            0         0  Missing    GdPrv     Missing        0       6   \n",
       "23            0         0  Missing  Missing     Missing        0       9   \n",
       "24            0         0  Missing  Missing     Missing        0       6   \n",
       "25            0         0  Missing    MnPrv     Missing        0       5   \n",
       "26            0         0  Missing  Missing     Missing        0       7   \n",
       "27            0         0  Missing  Missing     Missing        0       5   \n",
       "28            0         0  Missing  Missing     Missing        0       5   \n",
       "29            0         0  Missing  Missing     Missing        0      12   \n",
       "30            0         0  Missing  Missing     Missing        0       5   \n",
       "\n",
       "    YrSold SaleType SaleCondition  SalePrice  LotFrontagenan  MasVnrAreanan  \n",
       "Id                                                                           \n",
       "1     2008       WD        Normal     208500               0              0  \n",
       "2     2007       WD        Normal     181500               0              0  \n",
       "3     2008       WD        Normal     223500               0              0  \n",
       "4     2006       WD       Abnorml     140000               0              0  \n",
       "5     2008       WD        Normal     250000               0              0  \n",
       "6     2009       WD        Normal     143000               0              0  \n",
       "7     2007       WD        Normal     307000               0              0  \n",
       "8     2009       WD        Normal     200000               1              0  \n",
       "9     2008       WD       Abnorml     129900               0              0  \n",
       "10    2008       WD        Normal     118000               0              0  \n",
       "11    2008       WD        Normal     129500               0              0  \n",
       "12    2006      New       Partial     345000               0              0  \n",
       "13    2008       WD        Normal     144000               1              0  \n",
       "14    2007      New       Partial     279500               0              0  \n",
       "15    2008       WD        Normal     157000               1              0  \n",
       "16    2007       WD        Normal     132000               0              0  \n",
       "17    2010       WD        Normal     149000               1              0  \n",
       "18    2006       WD        Normal      90000               0              0  \n",
       "19    2008       WD        Normal     159000               0              0  \n",
       "20    2009      COD       Abnorml     139000               0              0  \n",
       "21    2006      New       Partial     325300               0              0  \n",
       "22    2007       WD        Normal     139400               0              0  \n",
       "23    2008       WD        Normal     230000               0              0  \n",
       "24    2007       WD        Normal     129900               0              0  \n",
       "25    2010       WD        Normal     154000               1              0  \n",
       "26    2009       WD        Normal     256300               0              0  \n",
       "27    2010       WD        Normal     134800               0              0  \n",
       "28    2010       WD        Normal     306000               0              0  \n",
       "29    2006       WD        Normal     207500               0              0  \n",
       "30    2008       WD        Normal      68500               0              0  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data4.head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "e358f285",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LotFrontage has 0    1201\n",
      "1     259\n",
      "Name: LotFrontagenan, dtype: int64\n",
      "MasVnrArea has 0    1452\n",
      "1       8\n",
      "Name: MasVnrAreanan, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "for feature in num_features_nan:\n",
    "    print(feature,'has',data4[feature+'nan'].value_counts())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42895d91",
   "metadata": {},
   "source": [
    "### Lets analyze the continuous values by creating histograms to understand the distribution of the numerical features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "98ba843a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data5=data4.copy()\n",
    "for feature in continuous_features:\n",
    "    data5[feature].hist(bins=25)\n",
    "    plt.xlabel(feature)\n",
    "    plt.ylabel('Count')\n",
    "    plt.title(feature)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0627f298",
   "metadata": {},
   "source": [
    "## Numerical Variables\n",
    "+ Since the numerical variables are skewed we will perform log normal distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "e9a0eed0",
   "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>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\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>12.247694</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\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>12.109011</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\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>12.317167</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\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>11.849398</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\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>12.429216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    MSSubClass MSZoning  LotFrontage  LotArea Street    Alley LotShape  \\\n",
       "Id                                                                       \n",
       "1           60       RL         65.0     8450   Pave  Missing      Reg   \n",
       "2           20       RL         80.0     9600   Pave  Missing      Reg   \n",
       "3           60       RL         68.0    11250   Pave  Missing      IR1   \n",
       "4           70       RL         60.0     9550   Pave  Missing      IR1   \n",
       "5           60       RL         84.0    14260   Pave  Missing      IR1   \n",
       "\n",
       "   LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
       "Id                                                                     \n",
       "1          Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "2          Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
       "3          Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "4          Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
       "5          Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
       "\n",
       "   Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "Id                                                                       \n",
       "1        Norm     1Fam     2Story            7            5          5   \n",
       "2        Norm     1Fam     1Story            6            8         31   \n",
       "3        Norm     1Fam     2Story            7            5          7   \n",
       "4        Norm     1Fam     2Story            7            5         91   \n",
       "5        Norm     1Fam     2Story            8            5          8   \n",
       "\n",
       "    YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
       "Id                                                                       \n",
       "1              5     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "2             31     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "3              6     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "4             36     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
       "5              8     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "\n",
       "    MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
       "Id                                                                             \n",
       "1        196.0        Gd        TA      PConc       Gd       TA           No   \n",
       "2          0.0        TA        TA     CBlock       Gd       TA           Gd   \n",
       "3        162.0        Gd        TA      PConc       Gd       TA           Mn   \n",
       "4          0.0        TA        TA     BrkTil       TA       Gd           No   \n",
       "5        350.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "\n",
       "   BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "Id                                                                             \n",
       "1           GLQ         706          Unf           0        150          856   \n",
       "2           ALQ         978          Unf           0        284         1262   \n",
       "3           GLQ         486          Unf           0        434          920   \n",
       "4           ALQ         216          Unf           0        540          756   \n",
       "5           GLQ         655          Unf           0        490         1145   \n",
       "\n",
       "   Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  \\\n",
       "Id                                                                             \n",
       "1     GasA        Ex          Y      SBrkr       856       854             0   \n",
       "2     GasA        Ex          Y      SBrkr      1262         0             0   \n",
       "3     GasA        Ex          Y      SBrkr       920       866             0   \n",
       "4     GasA        Gd          Y      SBrkr       961       756             0   \n",
       "5     GasA        Ex          Y      SBrkr      1145      1053             0   \n",
       "\n",
       "    GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  \\\n",
       "Id                                                                            \n",
       "1        1710             1             0         2         1             3   \n",
       "2        1262             0             1         2         0             3   \n",
       "3        1786             1             0         2         1             3   \n",
       "4        1717             1             0         1         0             3   \n",
       "5        2198             1             0         2         1             4   \n",
       "\n",
       "    KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu  \\\n",
       "Id                                                                              \n",
       "1              1          Gd             8        Typ           0     Missing   \n",
       "2              1          TA             6        Typ           1          TA   \n",
       "3              1          Gd             6        Typ           1          TA   \n",
       "4              1          Gd             7        Typ           1          Gd   \n",
       "5              1          Gd             9        Typ           1          TA   \n",
       "\n",
       "   GarageType  GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual  \\\n",
       "Id                                                                           \n",
       "1      Attchd          5.0          RFn           2         548         TA   \n",
       "2      Attchd         31.0          RFn           2         460         TA   \n",
       "3      Attchd          7.0          RFn           2         608         TA   \n",
       "4      Detchd          8.0          Unf           3         642         TA   \n",
       "5      Attchd          8.0          RFn           3         836         TA   \n",
       "\n",
       "   GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  \\\n",
       "Id                                                                            \n",
       "1          TA          Y           0           61              0          0   \n",
       "2          TA          Y         298            0              0          0   \n",
       "3          TA          Y           0           42              0          0   \n",
       "4          TA          Y           0           35            272          0   \n",
       "5          TA          Y         192           84              0          0   \n",
       "\n",
       "    ScreenPorch  PoolArea   PoolQC    Fence MiscFeature  MiscVal  MoSold  \\\n",
       "Id                                                                         \n",
       "1             0         0  Missing  Missing     Missing        0       2   \n",
       "2             0         0  Missing  Missing     Missing        0       5   \n",
       "3             0         0  Missing  Missing     Missing        0       9   \n",
       "4             0         0  Missing  Missing     Missing        0       2   \n",
       "5             0         0  Missing  Missing     Missing        0      12   \n",
       "\n",
       "    YrSold SaleType SaleCondition  SalePrice  LotFrontagenan  MasVnrAreanan  \n",
       "Id                                                                           \n",
       "1     2008       WD        Normal  12.247694               0              0  \n",
       "2     2007       WD        Normal  12.109011               0              0  \n",
       "3     2008       WD        Normal  12.317167               0              0  \n",
       "4     2006       WD       Abnorml  11.849398               0              0  \n",
       "5     2008       WD        Normal  12.429216               0              0  "
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data5.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61600379",
   "metadata": {},
   "source": [
    "### Log Transformation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "f87a7e1e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Moin Dalvi\\anaconda3\\lib\\site-packages\\pandas\\core\\arraylike.py:364: RuntimeWarning: divide by zero encountered in log\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "for feature in continuous_features:\n",
    "    dataset[feature]=np.log(dataset[feature])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61b12b85",
   "metadata": {},
   "source": [
    "+ log 0 is undefined. It's not a real number, because you can never get zero by raising anything to the power of anything else. You can never reach zero, you can only approach it using an infinitely large and negative power."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "c5ca5203",
   "metadata": {},
   "outputs": [],
   "source": [
    "for feature in continuous_features:\n",
    "    if 0 in data5[feature].unique():\n",
    "        pass\n",
    "    else:\n",
    "        data5[feature]=np.log(data5[feature])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "15b58a54",
   "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",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\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>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>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\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>Artery</td>\n",
       "      <td>2fmCon</td>\n",
       "      <td>1.5Unf</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>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>11.678440</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\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>1.5Unf</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\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>CarPort</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\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>RRAe</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\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>1.5Unf</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\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>RRNn</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>70</td>\n",
       "      <td>C (all)</td>\n",
       "      <td>3.912023</td>\n",
       "      <td>9.047821</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>88</td>\n",
       "      <td>58</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>6.475433</td>\n",
       "      <td>668</td>\n",
       "      <td>0</td>\n",
       "      <td>7.183112</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>88.0</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>10.596635</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.234107</td>\n",
       "      <td>9.052985</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>42</td>\n",
       "      <td>2</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>7.113142</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.113142</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>42.0</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>11.914048</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.442651</td>\n",
       "      <td>9.310095</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>1</td>\n",
       "      <td>1</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>7.118016</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.118016</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>1.0</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>12.100156</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.248495</td>\n",
       "      <td>9.264071</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>51</td>\n",
       "      <td>51</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>7.438384</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.438384</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>51.0</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>12.016726</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>120</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.094345</td>\n",
       "      <td>8.897409</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>2</td>\n",
       "      <td>2</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>7.353082</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.353082</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>2.0</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>12.533576</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.682131</td>\n",
       "      <td>9.504352</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>2</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>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>7.031741</td>\n",
       "      <td>1320</td>\n",
       "      <td>0</td>\n",
       "      <td>7.804659</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>2.0</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>12.641097</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.718499</td>\n",
       "      <td>9.292750</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>15</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>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>7.000334</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.000334</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>14.0</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>11.884489</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.304065</td>\n",
       "      <td>9.051579</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>55</td>\n",
       "      <td>19</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>7.167809</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.167809</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>55.0</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>11.938193</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.219508</td>\n",
       "      <td>8.977399</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>57</td>\n",
       "      <td>3</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>6.963190</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.963190</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>57.0</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>11.599103</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>90</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.174387</td>\n",
       "      <td>8.706159</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>53</td>\n",
       "      <td>53</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>7.049255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.049255</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>NaN</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>11.314475</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.430817</td>\n",
       "      <td>9.066239</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>41</td>\n",
       "      <td>41</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>7.188413</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.188413</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>41.0</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>11.982929</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.744932</td>\n",
       "      <td>9.735365</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>48</td>\n",
       "      <td>48</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>7.191429</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.191429</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>48.0</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>12.043554</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>85</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.234107</td>\n",
       "      <td>9.124782</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>24</td>\n",
       "      <td>24</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>6.784457</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.784457</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>24.0</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>11.877569</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.234107</td>\n",
       "      <td>9.126959</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>33</td>\n",
       "      <td>28</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>6.843750</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.843750</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>31.0</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>11.777211</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.248495</td>\n",
       "      <td>8.980298</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>47</td>\n",
       "      <td>47</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>7.047517</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.047517</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>47.0</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>11.856515</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>120</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.110874</td>\n",
       "      <td>8.943506</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>5</td>\n",
       "      <td>5</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>7.468513</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.468513</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>5.0</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>12.675764</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>50</td>\n",
       "      <td>RL</td>\n",
       "      <td>3.871201</td>\n",
       "      <td>9.458918</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>6</td>\n",
       "      <td>6</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>7.325149</td>\n",
       "      <td>631</td>\n",
       "      <td>0</td>\n",
       "      <td>7.672758</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>6.0</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>12.387085</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>20</td>\n",
       "      <td>FV</td>\n",
       "      <td>4.430817</td>\n",
       "      <td>9.314340</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>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>7.412160</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.412160</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>1.0</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>12.428015</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>190</td>\n",
       "      <td>RM</td>\n",
       "      <td>3.496508</td>\n",
       "      <td>8.402007</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>89</td>\n",
       "      <td>1</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>6.601230</td>\n",
       "      <td>716</td>\n",
       "      <td>0</td>\n",
       "      <td>7.280697</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>NaN</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>11.635143</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.189655</td>\n",
       "      <td>8.954415</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>41</td>\n",
       "      <td>41</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>6.861711</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.861711</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>41.0</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>11.751942</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    MSSubClass MSZoning  LotFrontage   LotArea Street    Alley LotShape  \\\n",
       "Id                                                                        \n",
       "1           60       RL     4.174387  9.041922   Pave  Missing      Reg   \n",
       "2           20       RL     4.382027  9.169518   Pave  Missing      Reg   \n",
       "3           60       RL     4.219508  9.328123   Pave  Missing      IR1   \n",
       "4           70       RL     4.094345  9.164296   Pave  Missing      IR1   \n",
       "5           60       RL     4.430817  9.565214   Pave  Missing      IR1   \n",
       "6           50       RL     4.442651  9.554993   Pave  Missing      IR1   \n",
       "7           20       RL     4.317488  9.218705   Pave  Missing      Reg   \n",
       "8           60       RL     4.234107  9.247829   Pave  Missing      IR1   \n",
       "9           50       RM     3.931826  8.719317   Pave  Missing      Reg   \n",
       "10         190       RL     3.912023  8.911934   Pave  Missing      Reg   \n",
       "11          20       RL     4.248495  9.323669   Pave  Missing      Reg   \n",
       "12          60       RL     4.442651  9.386308   Pave  Missing      IR1   \n",
       "13          20       RL     4.234107  9.470240   Pave  Missing      IR2   \n",
       "14          20       RL     4.510860  9.273503   Pave  Missing      IR1   \n",
       "15          20       RL     4.234107  9.298351   Pave  Missing      IR1   \n",
       "16          45       RM     3.931826  8.719317   Pave  Missing      Reg   \n",
       "17          20       RL     4.234107  9.327323   Pave  Missing      IR1   \n",
       "18          90       RL     4.276666  9.286468   Pave  Missing      Reg   \n",
       "19          20       RL     4.189655  9.524786   Pave  Missing      Reg   \n",
       "20          20       RL     4.248495  8.930626   Pave  Missing      Reg   \n",
       "21          60       RL     4.615121  9.562053   Pave  Missing      IR1   \n",
       "22          45       RM     4.043051  8.915835   Pave     Grvl      Reg   \n",
       "23          20       RL     4.317488  9.184202   Pave  Missing      Reg   \n",
       "24         120       RM     3.784190  8.348538   Pave  Missing      Reg   \n",
       "25          20       RL     4.234107  9.017484   Pave  Missing      IR1   \n",
       "26          20       RL     4.700480  9.563108   Pave  Missing      Reg   \n",
       "27          20       RL     4.094345  8.881836   Pave  Missing      Reg   \n",
       "28          20       RL     4.584967  9.348187   Pave  Missing      Reg   \n",
       "29          20       RL     3.850148  9.700208   Pave  Missing      IR1   \n",
       "30          30       RM     4.094345  8.752107   Pave  Missing      IR1   \n",
       "31          70  C (all)     3.912023  9.047821   Pave     Pave      Reg   \n",
       "32          20       RL     4.234107  9.052985   Pave  Missing      IR1   \n",
       "33          20       RL     4.442651  9.310095   Pave  Missing      Reg   \n",
       "34          20       RL     4.248495  9.264071   Pave  Missing      IR1   \n",
       "35         120       RL     4.094345  8.897409   Pave  Missing      Reg   \n",
       "36          60       RL     4.682131  9.504352   Pave  Missing      Reg   \n",
       "37          20       RL     4.718499  9.292750   Pave  Missing      Reg   \n",
       "38          20       RL     4.304065  9.051579   Pave  Missing      Reg   \n",
       "39          20       RL     4.219508  8.977399   Pave  Missing      Reg   \n",
       "40          90       RL     4.174387  8.706159   Pave  Missing      Reg   \n",
       "41          20       RL     4.430817  9.066239   Pave  Missing      Reg   \n",
       "42          20       RL     4.744932  9.735365   Pave  Missing      Reg   \n",
       "43          85       RL     4.234107  9.124782   Pave  Missing      IR1   \n",
       "44          20       RL     4.234107  9.126959   Pave  Missing      IR1   \n",
       "45          20       RL     4.248495  8.980298   Pave  Missing      Reg   \n",
       "46         120       RL     4.110874  8.943506   Pave  Missing      Reg   \n",
       "47          50       RL     3.871201  9.458918   Pave  Missing      IR1   \n",
       "48          20       FV     4.430817  9.314340   Pave  Missing      Reg   \n",
       "49         190       RM     3.496508  8.402007   Pave  Missing      Reg   \n",
       "50          20       RL     4.189655  8.954415   Pave  Missing      Reg   \n",
       "\n",
       "   LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
       "Id                                                                     \n",
       "1          Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "2          Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
       "3          Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "4          Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
       "5          Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
       "6          Lvl    AllPub    Inside       Gtl      Mitchel       Norm   \n",
       "7          Lvl    AllPub    Inside       Gtl      Somerst       Norm   \n",
       "8          Lvl    AllPub    Corner       Gtl       NWAmes       PosN   \n",
       "9          Lvl    AllPub    Inside       Gtl      OldTown     Artery   \n",
       "10         Lvl    AllPub    Corner       Gtl      BrkSide     Artery   \n",
       "11         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "12         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "13         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "14         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "15         Lvl    AllPub    Corner       Gtl        NAmes       Norm   \n",
       "16         Lvl    AllPub    Corner       Gtl      BrkSide       Norm   \n",
       "17         Lvl    AllPub   CulDSac       Gtl        NAmes       Norm   \n",
       "18         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "19         Lvl    AllPub    Inside       Gtl      SawyerW       RRAe   \n",
       "20         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "21         Lvl    AllPub    Corner       Gtl      NridgHt       Norm   \n",
       "22         Bnk    AllPub    Inside       Gtl       IDOTRR       Norm   \n",
       "23         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "24         Lvl    AllPub    Inside       Gtl      MeadowV       Norm   \n",
       "25         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "26         Lvl    AllPub    Corner       Gtl      NridgHt       Norm   \n",
       "27         Lvl    AllPub    Corner       Gtl        NAmes       Norm   \n",
       "28         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "29         Lvl    AllPub   CulDSac       Gtl        NAmes       Norm   \n",
       "30         Lvl    AllPub    Inside       Gtl      BrkSide      Feedr   \n",
       "31         Lvl    AllPub    Inside       Gtl       IDOTRR      Feedr   \n",
       "32         Lvl    AllPub   CulDSac       Gtl       Sawyer       Norm   \n",
       "33         Lvl    AllPub    Corner       Gtl      CollgCr       Norm   \n",
       "34         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "35         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "36         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "37         Lvl    AllPub    Corner       Gtl      CollgCr       Norm   \n",
       "38         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "39         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "40         Lvl    AllPub    Inside       Gtl      Edwards       Norm   \n",
       "41         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "42         Lvl    AllPub    Inside       Gtl       Timber       Norm   \n",
       "43         Lvl    AllPub   CulDSac       Gtl      SawyerW       Norm   \n",
       "44         Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm   \n",
       "45         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "46         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "47         Lvl    AllPub   CulDSac       Gtl      Mitchel       Norm   \n",
       "48         Lvl    AllPub    Inside       Gtl      Somerst       Norm   \n",
       "49         Lvl    AllPub    Inside       Gtl      OldTown       Norm   \n",
       "50         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "\n",
       "   Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "Id                                                                       \n",
       "1        Norm     1Fam     2Story            7            5          5   \n",
       "2        Norm     1Fam     1Story            6            8         31   \n",
       "3        Norm     1Fam     2Story            7            5          7   \n",
       "4        Norm     1Fam     2Story            7            5         91   \n",
       "5        Norm     1Fam     2Story            8            5          8   \n",
       "6        Norm     1Fam     1.5Fin            5            5         16   \n",
       "7        Norm     1Fam     1Story            8            5          3   \n",
       "8        Norm     1Fam     2Story            7            6         36   \n",
       "9        Norm     1Fam     1.5Fin            7            5         77   \n",
       "10     Artery   2fmCon     1.5Unf            5            6         69   \n",
       "11       Norm     1Fam     1Story            5            5         43   \n",
       "12       Norm     1Fam     2Story            9            5          1   \n",
       "13       Norm     1Fam     1Story            5            6         46   \n",
       "14       Norm     1Fam     1Story            7            5          1   \n",
       "15       Norm     1Fam     1Story            6            5         48   \n",
       "16       Norm     1Fam     1.5Unf            7            8         78   \n",
       "17       Norm     1Fam     1Story            6            7         40   \n",
       "18       Norm   Duplex     1Story            4            5         39   \n",
       "19       Norm     1Fam     1Story            5            5          4   \n",
       "20       Norm     1Fam     1Story            5            6         51   \n",
       "21       Norm     1Fam     2Story            8            5          1   \n",
       "22       Norm     1Fam     1.5Unf            7            7         77   \n",
       "23       Norm     1Fam     1Story            8            5          6   \n",
       "24       Norm   TwnhsE     1Story            5            7         31   \n",
       "25       Norm     1Fam     1Story            5            8         42   \n",
       "26       Norm     1Fam     1Story            8            5          2   \n",
       "27       Norm     1Fam     1Story            5            7         59   \n",
       "28       Norm     1Fam     1Story            8            5          3   \n",
       "29       Norm     1Fam     1Story            5            6         49   \n",
       "30       RRNn     1Fam     1Story            4            6         81   \n",
       "31       Norm     1Fam     2Story            4            4         88   \n",
       "32       Norm     1Fam     1Story            5            6         42   \n",
       "33       Norm     1Fam     1Story            8            5          1   \n",
       "34       Norm     1Fam     1Story            5            5         51   \n",
       "35       Norm   TwnhsE     1Story            9            5          2   \n",
       "36       Norm     1Fam     2Story            8            5          2   \n",
       "37       Norm     1Fam     1Story            5            5         15   \n",
       "38       Norm     1Fam     1Story            5            6         55   \n",
       "39       Norm     1Fam     1Story            5            7         57   \n",
       "40       Norm   Duplex     1Story            4            5         53   \n",
       "41       Norm     1Fam     1Story            6            5         41   \n",
       "42       Norm     1Fam     1Story            5            6         48   \n",
       "43       Norm     1Fam     SFoyer            5            7         24   \n",
       "44       Norm     1Fam     1Story            5            6         33   \n",
       "45       Norm     1Fam     1Story            5            6         47   \n",
       "46       Norm   TwnhsE     1Story            9            5          5   \n",
       "47       Norm     1Fam     1.5Fin            7            5          6   \n",
       "48       Norm     1Fam     1Story            8            5          1   \n",
       "49       Norm   2fmCon     2Story            4            5         89   \n",
       "50       Norm     1Fam     1Story            5            7         41   \n",
       "\n",
       "    YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
       "Id                                                                       \n",
       "1              5     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "2             31     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "3              6     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "4             36     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
       "5              8     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "6             14     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "7              2     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "8             36     Gable  CompShg     HdBoard     HdBoard      Stone   \n",
       "9             58     Gable  CompShg     BrkFace     Wd Shng       None   \n",
       "10            58     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "11            43       Hip  CompShg     HdBoard     HdBoard       None   \n",
       "12             0       Hip  CompShg     WdShing     Wd Shng      Stone   \n",
       "13            46       Hip  CompShg     HdBoard     Plywood       None   \n",
       "14             0     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "15            48       Hip  CompShg     MetalSd     MetalSd    BrkFace   \n",
       "16             6     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "17            40     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace   \n",
       "18            39     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "19             4     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "20            44       Hip  CompShg     BrkFace     Plywood       None   \n",
       "21             0     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "22            57     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "23             6       Hip  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "24            31     Gable  CompShg     CemntBd     CmentBd       None   \n",
       "25             9     Gable  CompShg     Plywood     Plywood       None   \n",
       "26             2     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "27            10     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "28             2     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "29             9     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "30            58     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "31            58   Gambrel  CompShg     BrkFace     BrkFace       None   \n",
       "32             2     Gable  CompShg     HdBoard     HdBoard       None   \n",
       "33             1     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "34            51       Hip  CompShg     BrkFace     BrkFace       None   \n",
       "35             2       Hip  CompShg     MetalSd     MetalSd    BrkFace   \n",
       "36             1     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "37            14     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "38            19       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace   \n",
       "39             3     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "40            53     Gable  CompShg     AsbShng     Plywood       None   \n",
       "41            41     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace   \n",
       "42            48     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "43            24     Gable  CompShg     HdBoard     HdBoard       None   \n",
       "44            28       Hip  CompShg     VinylSd     VinylSd       None   \n",
       "45            47     Gable  CompShg     BrkFace     Wd Sdng       None   \n",
       "46             5       Hip  CompShg     MetalSd     MetalSd    BrkFace   \n",
       "47             6     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "48             1     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "49             1     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "50            41     Gable  CompShg     HdBoard     HdBoard       None   \n",
       "\n",
       "    MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
       "Id                                                                             \n",
       "1        196.0        Gd        TA      PConc       Gd       TA           No   \n",
       "2          0.0        TA        TA     CBlock       Gd       TA           Gd   \n",
       "3        162.0        Gd        TA      PConc       Gd       TA           Mn   \n",
       "4          0.0        TA        TA     BrkTil       TA       Gd           No   \n",
       "5        350.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "6          0.0        TA        TA       Wood       Gd       TA           No   \n",
       "7        186.0        Gd        TA      PConc       Ex       TA           Av   \n",
       "8        240.0        TA        TA     CBlock       Gd       TA           Mn   \n",
       "9          0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "10         0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "11         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "12       286.0        Ex        TA      PConc       Ex       TA           No   \n",
       "13         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "14       306.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "15       212.0        TA        TA     CBlock       TA       TA           No   \n",
       "16         0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "17       180.0        TA        TA     CBlock       TA       TA           No   \n",
       "18         0.0        TA        TA       Slab  Missing  Missing      Missing   \n",
       "19         0.0        TA        TA      PConc       TA       TA           No   \n",
       "20         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "21       380.0        Gd        TA      PConc       Ex       TA           Av   \n",
       "22         0.0        TA        TA      PConc       TA       TA           No   \n",
       "23       281.0        Gd        TA      PConc       Gd       TA           No   \n",
       "24         0.0        TA        TA      PConc       Gd       TA           No   \n",
       "25         0.0        TA        Gd     CBlock       TA       TA           Mn   \n",
       "26       640.0        Gd        TA      PConc       Gd       TA           No   \n",
       "27         0.0        TA        TA     CBlock       TA       TA           Mn   \n",
       "28       200.0        Gd        TA      PConc       Ex       TA           No   \n",
       "29         0.0        TA        TA     CBlock       TA       TA           Gd   \n",
       "30         0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "31         0.0        TA        Fa     BrkTil       TA       TA           No   \n",
       "32         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "33         0.0        Gd        TA      PConc       Ex       TA           Av   \n",
       "34         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "35       246.0        Ex        TA      PConc       Ex       TA           No   \n",
       "36       132.0        Gd        TA      PConc       Ex       TA           Av   \n",
       "37         0.0        TA        TA      PConc       Gd       TA           No   \n",
       "38       650.0        TA        TA     CBlock       TA       TA           No   \n",
       "39         0.0        TA        Gd     CBlock       TA       TA           No   \n",
       "40         0.0        TA        TA      PConc  Missing  Missing      Missing   \n",
       "41       101.0        TA        TA     CBlock       TA       TA           No   \n",
       "42         0.0        TA        Gd     CBlock       TA       TA           Gd   \n",
       "43         0.0        TA        TA     CBlock       Gd       TA           Av   \n",
       "44         0.0        TA        TA     CBlock       Gd       TA           Av   \n",
       "45         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "46       412.0        Ex        TA      PConc       Ex       TA           No   \n",
       "47         0.0        Gd        TA      PConc       Ex       TA           No   \n",
       "48         0.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "49         0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "50         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "\n",
       "   BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "Id                                                                             \n",
       "1           GLQ         706          Unf           0        150          856   \n",
       "2           ALQ         978          Unf           0        284         1262   \n",
       "3           GLQ         486          Unf           0        434          920   \n",
       "4           ALQ         216          Unf           0        540          756   \n",
       "5           GLQ         655          Unf           0        490         1145   \n",
       "6           GLQ         732          Unf           0         64          796   \n",
       "7           GLQ        1369          Unf           0        317         1686   \n",
       "8           ALQ         859          BLQ          32        216         1107   \n",
       "9           Unf           0          Unf           0        952          952   \n",
       "10          GLQ         851          Unf           0        140          991   \n",
       "11          Rec         906          Unf           0        134         1040   \n",
       "12          GLQ         998          Unf           0        177         1175   \n",
       "13          ALQ         737          Unf           0        175          912   \n",
       "14          Unf           0          Unf           0       1494         1494   \n",
       "15          BLQ         733          Unf           0        520         1253   \n",
       "16          Unf           0          Unf           0        832          832   \n",
       "17          ALQ         578          Unf           0        426         1004   \n",
       "18      Missing           0      Missing           0          0            0   \n",
       "19          GLQ         646          Unf           0        468         1114   \n",
       "20          LwQ         504          Unf           0        525         1029   \n",
       "21          Unf           0          Unf           0       1158         1158   \n",
       "22          Unf           0          Unf           0        637          637   \n",
       "23          Unf           0          Unf           0       1777         1777   \n",
       "24          GLQ         840          Unf           0        200         1040   \n",
       "25          Rec         188          ALQ         668        204         1060   \n",
       "26          Unf           0          Unf           0       1566         1566   \n",
       "27          BLQ         234          Rec         486        180          900   \n",
       "28          GLQ        1218          Unf           0        486         1704   \n",
       "29          BLQ        1277          Unf           0        207         1484   \n",
       "30          Unf           0          Unf           0        520          520   \n",
       "31          Unf           0          Unf           0        649          649   \n",
       "32          Unf           0          Unf           0       1228         1228   \n",
       "33          Unf           0          Unf           0       1234         1234   \n",
       "34          Rec        1018          Unf           0        380         1398   \n",
       "35          GLQ        1153          Unf           0        408         1561   \n",
       "36          Unf           0          Unf           0       1117         1117   \n",
       "37          Unf           0          Unf           0       1097         1097   \n",
       "38          Rec        1213          Unf           0         84         1297   \n",
       "39          GLQ         731          Unf           0        326         1057   \n",
       "40      Missing           0      Missing           0          0            0   \n",
       "41          Rec         643          Unf           0        445         1088   \n",
       "42          BLQ         967          Unf           0        383         1350   \n",
       "43          ALQ         747          LwQ          93          0          840   \n",
       "44          LwQ         280          BLQ         491        167          938   \n",
       "45          ALQ         179          BLQ         506        465         1150   \n",
       "46          GLQ         456          Unf           0       1296         1752   \n",
       "47          GLQ        1351          Unf           0         83         1434   \n",
       "48          GLQ          24          Unf           0       1632         1656   \n",
       "49          Unf           0          Unf           0        736          736   \n",
       "50          BLQ         763          Unf           0        192          955   \n",
       "\n",
       "   Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  \\\n",
       "Id                                                                             \n",
       "1     GasA        Ex          Y      SBrkr  6.752270       854             0   \n",
       "2     GasA        Ex          Y      SBrkr  7.140453         0             0   \n",
       "3     GasA        Ex          Y      SBrkr  6.824374       866             0   \n",
       "4     GasA        Gd          Y      SBrkr  6.867974       756             0   \n",
       "5     GasA        Ex          Y      SBrkr  7.043160      1053             0   \n",
       "6     GasA        Ex          Y      SBrkr  6.679599       566             0   \n",
       "7     GasA        Ex          Y      SBrkr  7.434848         0             0   \n",
       "8     GasA        Ex          Y      SBrkr  7.009409       983             0   \n",
       "9     GasA        Gd          Y      FuseF  6.929517       752             0   \n",
       "10    GasA        Ex          Y      SBrkr  6.981935         0             0   \n",
       "11    GasA        Ex          Y      SBrkr  6.946976         0             0   \n",
       "12    GasA        Ex          Y      SBrkr  7.074963      1142             0   \n",
       "13    GasA        TA          Y      SBrkr  6.815640         0             0   \n",
       "14    GasA        Ex          Y      SBrkr  7.309212         0             0   \n",
       "15    GasA        TA          Y      SBrkr  7.133296         0             0   \n",
       "16    GasA        Ex          Y      FuseA  6.749931         0             0   \n",
       "17    GasA        Ex          Y      SBrkr  6.911747         0             0   \n",
       "18    GasA        TA          Y      SBrkr  7.167038         0             0   \n",
       "19    GasA        Ex          Y      SBrkr  7.015712         0             0   \n",
       "20    GasA        TA          Y      SBrkr  7.199678         0             0   \n",
       "21    GasA        Ex          Y      SBrkr  7.054450      1218             0   \n",
       "22    GasA        Ex          Y      FuseF  7.010312         0             0   \n",
       "23    GasA        Ex          Y      SBrkr  7.492760         0             0   \n",
       "24    GasA        TA          Y      SBrkr  6.966024         0             0   \n",
       "25    GasA        Ex          Y      SBrkr  6.966024         0             0   \n",
       "26    GasA        Ex          Y      SBrkr  7.377759         0             0   \n",
       "27    GasA        TA          Y      SBrkr  6.802395         0             0   \n",
       "28    GasA        Ex          Y      SBrkr  7.440734         0             0   \n",
       "29    GasA        TA          Y      SBrkr  7.377759         0             0   \n",
       "30    GasA        Fa          N      SBrkr  6.253829         0             0   \n",
       "31    GasA        TA          N      SBrkr  6.475433       668             0   \n",
       "32    GasA        Gd          Y      SBrkr  7.113142         0             0   \n",
       "33    GasA        Ex          Y      SBrkr  7.118016         0             0   \n",
       "34    GasA        Gd          Y      SBrkr  7.438384         0             0   \n",
       "35    GasA        Ex          Y      SBrkr  7.353082         0             0   \n",
       "36    GasA        Ex          Y      SBrkr  7.031741      1320             0   \n",
       "37    GasA        Ex          Y      SBrkr  7.000334         0             0   \n",
       "38    GasA        Gd          Y      SBrkr  7.167809         0             0   \n",
       "39    GasA        TA          Y      SBrkr  6.963190         0             0   \n",
       "40    GasA        TA          N      FuseP  7.049255         0             0   \n",
       "41    GasA        Ex          Y      SBrkr  7.188413         0             0   \n",
       "42    GasA        Gd          Y      SBrkr  7.191429         0             0   \n",
       "43    GasA        Gd          Y      SBrkr  6.784457         0             0   \n",
       "44    GasA        TA          Y      SBrkr  6.843750         0             0   \n",
       "45    GasA        Ex          Y      FuseA  7.047517         0             0   \n",
       "46    GasA        Ex          Y      SBrkr  7.468513         0             0   \n",
       "47    GasA        Ex          Y      SBrkr  7.325149       631             0   \n",
       "48    GasA        Ex          Y      SBrkr  7.412160         0             0   \n",
       "49    GasA        Gd          Y      SBrkr  6.601230       716             0   \n",
       "50    GasA        Ex          Y      SBrkr  6.861711         0             0   \n",
       "\n",
       "    GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  \\\n",
       "Id                                                                            \n",
       "1    7.444249             1             0         2         1             3   \n",
       "2    7.140453             0             1         2         0             3   \n",
       "3    7.487734             1             0         2         1             3   \n",
       "4    7.448334             1             0         1         0             3   \n",
       "5    7.695303             1             0         2         1             4   \n",
       "6    7.216709             1             0         1         1             1   \n",
       "7    7.434848             1             0         2         0             3   \n",
       "8    7.644919             1             0         2         1             3   \n",
       "9    7.480992             0             0         2         0             2   \n",
       "10   6.981935             1             0         1         0             2   \n",
       "11   6.946976             1             0         1         0             3   \n",
       "12   7.751045             1             0         3         0             4   \n",
       "13   6.815640             1             0         1         0             2   \n",
       "14   7.309212             0             0         2         0             3   \n",
       "15   7.133296             1             0         1         1             2   \n",
       "16   6.749931             0             0         1         0             2   \n",
       "17   6.911747             1             0         1         0             2   \n",
       "18   7.167038             0             0         2         0             2   \n",
       "19   7.015712             1             0         1         1             3   \n",
       "20   7.199678             0             0         1         0             3   \n",
       "21   7.773174             0             0         3         1             4   \n",
       "22   7.010312             0             0         1         0             3   \n",
       "23   7.492760             0             0         2         0             3   \n",
       "24   6.966024             1             0         1         0             3   \n",
       "25   6.966024             1             0         1         0             3   \n",
       "26   7.377759             0             0         2         0             3   \n",
       "27   6.802395             0             1         1         0             3   \n",
       "28   7.440734             1             0         2         0             3   \n",
       "29   7.377759             1             0         1         0             2   \n",
       "30   6.253829             0             0         1         0             1   \n",
       "31   7.183112             0             0         1         0             3   \n",
       "32   7.113142             0             0         1         1             3   \n",
       "33   7.118016             0             0         2         0             3   \n",
       "34   7.438384             0             1         1         1             4   \n",
       "35   7.353082             1             0         2         0             2   \n",
       "36   7.804659             0             0         3         1             4   \n",
       "37   7.000334             0             0         1         1             3   \n",
       "38   7.167809             0             1         1         0             3   \n",
       "39   6.963190             1             0         1         0             3   \n",
       "40   7.049255             0             0         2         0             2   \n",
       "41   7.188413             0             0         2         0             3   \n",
       "42   7.191429             0             1         1         1             2   \n",
       "43   6.784457             1             0         1         0             2   \n",
       "44   6.843750             1             0         1         0             3   \n",
       "45   7.047517             1             0         1         0             3   \n",
       "46   7.468513             1             0         2         0             2   \n",
       "47   7.672758             1             0         1         1             1   \n",
       "48   7.412160             0             0         2         0             3   \n",
       "49   7.280697             0             0         2         0             2   \n",
       "50   6.861711             1             0         1         0             3   \n",
       "\n",
       "    KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu  \\\n",
       "Id                                                                              \n",
       "1              1          Gd             8        Typ           0     Missing   \n",
       "2              1          TA             6        Typ           1          TA   \n",
       "3              1          Gd             6        Typ           1          TA   \n",
       "4              1          Gd             7        Typ           1          Gd   \n",
       "5              1          Gd             9        Typ           1          TA   \n",
       "6              1          TA             5        Typ           0     Missing   \n",
       "7              1          Gd             7        Typ           1          Gd   \n",
       "8              1          TA             7        Typ           2          TA   \n",
       "9              2          TA             8       Min1           2          TA   \n",
       "10             2          TA             5        Typ           2          TA   \n",
       "11             1          TA             5        Typ           0     Missing   \n",
       "12             1          Ex            11        Typ           2          Gd   \n",
       "13             1          TA             4        Typ           0     Missing   \n",
       "14             1          Gd             7        Typ           1          Gd   \n",
       "15             1          TA             5        Typ           1          Fa   \n",
       "16             1          TA             5        Typ           0     Missing   \n",
       "17             1          TA             5        Typ           1          TA   \n",
       "18             2          TA             6        Typ           0     Missing   \n",
       "19             1          Gd             6        Typ           0     Missing   \n",
       "20             1          TA             6       Min1           0     Missing   \n",
       "21             1          Gd             9        Typ           1          Gd   \n",
       "22             1          Gd             6        Typ           1          Gd   \n",
       "23             1          Gd             7        Typ           1          Gd   \n",
       "24             1          TA             6        Typ           1          TA   \n",
       "25             1          Gd             6        Typ           1          TA   \n",
       "26             1          Gd             7        Typ           1          Gd   \n",
       "27             1          Gd             5        Typ           0     Missing   \n",
       "28             1          Gd             7        Typ           1          Gd   \n",
       "29             1          TA             6        Typ           2          Gd   \n",
       "30             1          Fa             4        Typ           0     Missing   \n",
       "31             1          TA             6        Typ           0     Missing   \n",
       "32             1          Gd             6        Typ           0     Missing   \n",
       "33             1          Gd             7        Typ           0     Missing   \n",
       "34             1          Gd             6        Typ           1          Gd   \n",
       "35             1          Ex             6        Typ           1          Gd   \n",
       "36             1          Gd             9        Typ           1          Gd   \n",
       "37             1          TA             6        Typ           0     Missing   \n",
       "38             1          TA             5        Typ           1          TA   \n",
       "39             1          Gd             5        Typ           0     Missing   \n",
       "40             2          Fa             6        Typ           0     Missing   \n",
       "41             1          TA             6        Typ           1          TA   \n",
       "42             1          TA             5        Typ           2          Gd   \n",
       "43             1          Gd             5        Typ           0     Missing   \n",
       "44             1          TA             5        Typ           0     Missing   \n",
       "45             1          TA             6        Typ           0     Missing   \n",
       "46             1          Ex             6        Typ           1          Gd   \n",
       "47             1          Gd             6        Typ           1          Ex   \n",
       "48             1          Gd             7        Typ           0     Missing   \n",
       "49             3          TA             8        Typ           0     Missing   \n",
       "50             1          TA             6        Typ           0     Missing   \n",
       "\n",
       "   GarageType  GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual  \\\n",
       "Id                                                                           \n",
       "1      Attchd          5.0          RFn           2         548         TA   \n",
       "2      Attchd         31.0          RFn           2         460         TA   \n",
       "3      Attchd          7.0          RFn           2         608         TA   \n",
       "4      Detchd          8.0          Unf           3         642         TA   \n",
       "5      Attchd          8.0          RFn           3         836         TA   \n",
       "6      Attchd         16.0          Unf           2         480         TA   \n",
       "7      Attchd          3.0          RFn           2         636         TA   \n",
       "8      Attchd         36.0          RFn           2         484         TA   \n",
       "9      Detchd         77.0          Unf           2         468         Fa   \n",
       "10     Attchd         69.0          RFn           1         205         Gd   \n",
       "11     Detchd         43.0          Unf           1         384         TA   \n",
       "12    BuiltIn          1.0          Fin           3         736         TA   \n",
       "13     Detchd         46.0          Unf           1         352         TA   \n",
       "14     Attchd          1.0          RFn           3         840         TA   \n",
       "15     Attchd         48.0          RFn           1         352         TA   \n",
       "16     Detchd         16.0          Unf           2         576         TA   \n",
       "17     Attchd         40.0          Fin           2         480         TA   \n",
       "18    CarPort         39.0          Unf           2         516         TA   \n",
       "19     Detchd          4.0          Unf           2         576         TA   \n",
       "20     Attchd         51.0          Unf           1         294         TA   \n",
       "21    BuiltIn          1.0          RFn           3         853         TA   \n",
       "22     Attchd         77.0          Unf           1         280         TA   \n",
       "23     Attchd          6.0          RFn           2         534         TA   \n",
       "24     Attchd         31.0          Unf           2         572         TA   \n",
       "25     Attchd         42.0          Unf           1         270         TA   \n",
       "26     Attchd          2.0          RFn           3         890         TA   \n",
       "27     Detchd          5.0          Unf           2         576         TA   \n",
       "28     Attchd          2.0          RFn           3         772         TA   \n",
       "29     Attchd         49.0          RFn           1         319         TA   \n",
       "30     Detchd         88.0          Unf           1         240         Fa   \n",
       "31     Detchd         88.0          Unf           1         250         TA   \n",
       "32     Attchd         42.0          Unf           1         271         TA   \n",
       "33     Attchd          1.0          RFn           2         484         TA   \n",
       "34     Attchd         51.0          RFn           2         447         TA   \n",
       "35     Attchd          2.0          Fin           2         556         TA   \n",
       "36    BuiltIn          2.0          Fin           3         691         TA   \n",
       "37     Attchd         14.0          Unf           2         672         TA   \n",
       "38     Attchd         55.0          Fin           2         498         TA   \n",
       "39     Detchd         57.0          Unf           1         246         TA   \n",
       "40    Missing          NaN      Missing           0           0    Missing   \n",
       "41     Attchd         41.0          RFn           2         440         TA   \n",
       "42     Attchd         48.0          RFn           1         308         TA   \n",
       "43     Attchd         24.0          RFn           2         504         TA   \n",
       "44     Detchd         31.0          Unf           1         308         TA   \n",
       "45     Attchd         47.0          RFn           1         300         TA   \n",
       "46     Attchd          5.0          RFn           2         576         TA   \n",
       "47     Attchd          6.0          RFn           2         670         TA   \n",
       "48     Attchd          1.0          RFn           3         826         TA   \n",
       "49    Missing          NaN      Missing           0           0    Missing   \n",
       "50     Attchd         41.0          Unf           1         386         TA   \n",
       "\n",
       "   GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  \\\n",
       "Id                                                                            \n",
       "1          TA          Y           0           61              0          0   \n",
       "2          TA          Y         298            0              0          0   \n",
       "3          TA          Y           0           42              0          0   \n",
       "4          TA          Y           0           35            272          0   \n",
       "5          TA          Y         192           84              0          0   \n",
       "6          TA          Y          40           30              0        320   \n",
       "7          TA          Y         255           57              0          0   \n",
       "8          TA          Y         235          204            228          0   \n",
       "9          TA          Y          90            0            205          0   \n",
       "10         TA          Y           0            4              0          0   \n",
       "11         TA          Y           0            0              0          0   \n",
       "12         TA          Y         147           21              0          0   \n",
       "13         TA          Y         140            0              0          0   \n",
       "14         TA          Y         160           33              0          0   \n",
       "15         TA          Y           0          213            176          0   \n",
       "16         TA          Y          48          112              0          0   \n",
       "17         TA          Y           0            0              0          0   \n",
       "18         TA          Y           0            0              0          0   \n",
       "19         TA          Y           0          102              0          0   \n",
       "20         TA          Y           0            0              0          0   \n",
       "21         TA          Y         240          154              0          0   \n",
       "22         TA          N           0            0            205          0   \n",
       "23         TA          Y         171          159              0          0   \n",
       "24         TA          Y         100          110              0          0   \n",
       "25         TA          Y         406           90              0          0   \n",
       "26         TA          Y           0           56              0          0   \n",
       "27         TA          Y         222           32              0          0   \n",
       "28         TA          Y           0           50              0          0   \n",
       "29         TA          Y         288          258              0          0   \n",
       "30         TA          Y          49            0             87          0   \n",
       "31         Fa          N           0           54            172          0   \n",
       "32         TA          Y           0           65              0          0   \n",
       "33         TA          Y           0           30              0          0   \n",
       "34         TA          Y           0           38              0          0   \n",
       "35         TA          Y         203           47              0          0   \n",
       "36         TA          Y         113           32              0          0   \n",
       "37         TA          Y         392           64              0          0   \n",
       "38         TA          Y           0            0              0          0   \n",
       "39         TA          Y           0           52              0          0   \n",
       "40    Missing          N           0            0              0          0   \n",
       "41         TA          Y           0          138              0          0   \n",
       "42         TA          P           0          104              0          0   \n",
       "43         Gd          Y         240            0              0          0   \n",
       "44         TA          Y         145            0              0          0   \n",
       "45         TA          Y           0            0              0          0   \n",
       "46         TA          Y         196           82              0          0   \n",
       "47         TA          Y         168           43              0          0   \n",
       "48         TA          Y           0          146              0          0   \n",
       "49    Missing          N           0            0            102          0   \n",
       "50         TA          Y           0            0              0          0   \n",
       "\n",
       "    ScreenPorch  PoolArea   PoolQC    Fence MiscFeature  MiscVal  MoSold  \\\n",
       "Id                                                                         \n",
       "1             0         0  Missing  Missing     Missing        0       2   \n",
       "2             0         0  Missing  Missing     Missing        0       5   \n",
       "3             0         0  Missing  Missing     Missing        0       9   \n",
       "4             0         0  Missing  Missing     Missing        0       2   \n",
       "5             0         0  Missing  Missing     Missing        0      12   \n",
       "6             0         0  Missing    MnPrv        Shed      700      10   \n",
       "7             0         0  Missing  Missing     Missing        0       8   \n",
       "8             0         0  Missing  Missing        Shed      350      11   \n",
       "9             0         0  Missing  Missing     Missing        0       4   \n",
       "10            0         0  Missing  Missing     Missing        0       1   \n",
       "11            0         0  Missing  Missing     Missing        0       2   \n",
       "12            0         0  Missing  Missing     Missing        0       7   \n",
       "13          176         0  Missing  Missing     Missing        0       9   \n",
       "14            0         0  Missing  Missing     Missing        0       8   \n",
       "15            0         0  Missing     GdWo     Missing        0       5   \n",
       "16            0         0  Missing    GdPrv     Missing        0       7   \n",
       "17            0         0  Missing  Missing        Shed      700       3   \n",
       "18            0         0  Missing  Missing        Shed      500      10   \n",
       "19            0         0  Missing  Missing     Missing        0       6   \n",
       "20            0         0  Missing    MnPrv     Missing        0       5   \n",
       "21            0         0  Missing  Missing     Missing        0      11   \n",
       "22            0         0  Missing    GdPrv     Missing        0       6   \n",
       "23            0         0  Missing  Missing     Missing        0       9   \n",
       "24            0         0  Missing  Missing     Missing        0       6   \n",
       "25            0         0  Missing    MnPrv     Missing        0       5   \n",
       "26            0         0  Missing  Missing     Missing        0       7   \n",
       "27            0         0  Missing  Missing     Missing        0       5   \n",
       "28            0         0  Missing  Missing     Missing        0       5   \n",
       "29            0         0  Missing  Missing     Missing        0      12   \n",
       "30            0         0  Missing  Missing     Missing        0       5   \n",
       "31            0         0  Missing    MnPrv     Missing        0       7   \n",
       "32            0         0  Missing    MnPrv     Missing        0       6   \n",
       "33            0         0  Missing  Missing     Missing        0       1   \n",
       "34            0         0  Missing  Missing     Missing        0       4   \n",
       "35            0         0  Missing  Missing     Missing        0       8   \n",
       "36            0         0  Missing  Missing     Missing        0       9   \n",
       "37            0         0  Missing  Missing     Missing        0       6   \n",
       "38            0         0  Missing  Missing     Missing        0      10   \n",
       "39            0         0  Missing  Missing     Missing        0       1   \n",
       "40            0         0  Missing  Missing     Missing        0       6   \n",
       "41            0         0  Missing     GdWo     Missing        0      12   \n",
       "42            0         0  Missing  Missing     Missing        0       7   \n",
       "43            0         0  Missing    MnPrv     Missing        0      12   \n",
       "44            0         0  Missing    MnPrv     Missing        0       7   \n",
       "45            0         0  Missing  Missing     Missing        0       5   \n",
       "46            0         0  Missing  Missing     Missing        0       2   \n",
       "47          198         0  Missing  Missing     Missing        0       8   \n",
       "48            0         0  Missing  Missing     Missing        0       7   \n",
       "49            0         0  Missing  Missing     Missing        0       6   \n",
       "50            0         0  Missing    MnPrv     Missing        0       1   \n",
       "\n",
       "    YrSold SaleType SaleCondition  SalePrice  LotFrontagenan  MasVnrAreanan  \n",
       "Id                                                                           \n",
       "1     2008       WD        Normal  12.247694               0              0  \n",
       "2     2007       WD        Normal  12.109011               0              0  \n",
       "3     2008       WD        Normal  12.317167               0              0  \n",
       "4     2006       WD       Abnorml  11.849398               0              0  \n",
       "5     2008       WD        Normal  12.429216               0              0  \n",
       "6     2009       WD        Normal  11.870600               0              0  \n",
       "7     2007       WD        Normal  12.634603               0              0  \n",
       "8     2009       WD        Normal  12.206073               1              0  \n",
       "9     2008       WD       Abnorml  11.774520               0              0  \n",
       "10    2008       WD        Normal  11.678440               0              0  \n",
       "11    2008       WD        Normal  11.771436               0              0  \n",
       "12    2006      New       Partial  12.751300               0              0  \n",
       "13    2008       WD        Normal  11.877569               1              0  \n",
       "14    2007      New       Partial  12.540758               0              0  \n",
       "15    2008       WD        Normal  11.964001               1              0  \n",
       "16    2007       WD        Normal  11.790557               0              0  \n",
       "17    2010       WD        Normal  11.911702               1              0  \n",
       "18    2006       WD        Normal  11.407565               0              0  \n",
       "19    2008       WD        Normal  11.976659               0              0  \n",
       "20    2009      COD       Abnorml  11.842229               0              0  \n",
       "21    2006      New       Partial  12.692503               0              0  \n",
       "22    2007       WD        Normal  11.845103               0              0  \n",
       "23    2008       WD        Normal  12.345835               0              0  \n",
       "24    2007       WD        Normal  11.774520               0              0  \n",
       "25    2010       WD        Normal  11.944708               1              0  \n",
       "26    2009       WD        Normal  12.454104               0              0  \n",
       "27    2010       WD        Normal  11.811547               0              0  \n",
       "28    2010       WD        Normal  12.631340               0              0  \n",
       "29    2006       WD        Normal  12.242887               0              0  \n",
       "30    2008       WD        Normal  11.134589               0              0  \n",
       "31    2008       WD        Normal  10.596635               0              0  \n",
       "32    2008       WD        Normal  11.914048               1              0  \n",
       "33    2008       WD        Normal  12.100156               0              0  \n",
       "34    2010       WD        Normal  12.016726               0              0  \n",
       "35    2007       WD        Normal  12.533576               0              0  \n",
       "36    2006       WD        Normal  12.641097               0              0  \n",
       "37    2009       WD        Normal  11.884489               0              0  \n",
       "38    2009       WD        Normal  11.938193               0              0  \n",
       "39    2010       WD       Abnorml  11.599103               0              0  \n",
       "40    2008       WD       AdjLand  11.314475               0              0  \n",
       "41    2006       WD       Abnorml  11.982929               0              0  \n",
       "42    2007       WD        Normal  12.043554               0              0  \n",
       "43    2007       WD        Normal  11.877569               1              0  \n",
       "44    2008       WD        Normal  11.777211               1              0  \n",
       "45    2006       WD        Normal  11.856515               0              0  \n",
       "46    2010       WD        Normal  12.675764               0              0  \n",
       "47    2009       WD       Abnorml  12.387085               0              0  \n",
       "48    2007       WD        Normal  12.428015               0              0  \n",
       "49    2009      New       Partial  11.635143               0              0  \n",
       "50    2007       WD        Normal  11.751942               0              0  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data5.head(50)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "940ed79f",
   "metadata": {},
   "source": [
    "## Handling Rare Categorical Feature\n",
    "+ We will remove categorical variables that are present less than 1% of the observations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "0f89f0be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MSZoning\n",
       "C (all)     74528.000000\n",
       "FV         214014.061538\n",
       "RH         131558.375000\n",
       "RL         191004.994787\n",
       "RM         126316.830275\n",
       "Name: SalePrice, dtype: float64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.groupby([\"MSZoning\"])['SalePrice'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "1bf80761",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Categorical Features: 43 \n",
      " ['MSZoning', 'Street', 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig', 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType', 'HouseStyle', 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2', 'Heating', 'HeatingQC', 'CentralAir', 'Electrical', 'KitchenQual', 'Functional', 'FireplaceQu', 'GarageType', 'GarageFinish', 'GarageQual', 'GarageCond', 'PavedDrive', 'PoolQC', 'Fence', 'MiscFeature', 'SaleType', 'SaleCondition']\n"
     ]
    }
   ],
   "source": [
    "categorical_features=[feature for feature in data5.columns if data5[feature].dtype=='O']\n",
    "print('Number of Categorical Features:',len(categorical_features), '\\n', categorical_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "28430957",
   "metadata": {},
   "outputs": [],
   "source": [
    "data6=data5.copy()\n",
    "for feature in categorical_features:\n",
    "    temp=data6.groupby(feature)['SalePrice'].count()/len(data6)\n",
    "    temp_df=temp[temp>0.01].index\n",
    "    data6[feature]=np.where(data6[feature].isin(temp_df),data6[feature],'Rare_Var')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "98263af7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>70</td>\n",
       "      <td>Rare_Var</td>\n",
       "      <td>3.912023</td>\n",
       "      <td>9.047821</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>88</td>\n",
       "      <td>58</td>\n",
       "      <td>Rare_Var</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>6.475433</td>\n",
       "      <td>668</td>\n",
       "      <td>0</td>\n",
       "      <td>7.183112</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>88.0</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>10.596635</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.234107</td>\n",
       "      <td>9.052985</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>42</td>\n",
       "      <td>2</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>7.113142</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.113142</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>42.0</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>11.914048</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.442651</td>\n",
       "      <td>9.310095</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>1</td>\n",
       "      <td>1</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>7.118016</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.118016</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>1.0</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>12.100156</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.248495</td>\n",
       "      <td>9.264071</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>51</td>\n",
       "      <td>51</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>7.438384</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.438384</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>51.0</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>12.016726</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>120</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.094345</td>\n",
       "      <td>8.897409</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>2</td>\n",
       "      <td>2</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>7.353082</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.353082</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>2.0</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>12.533576</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.682131</td>\n",
       "      <td>9.504352</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>2</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>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>7.031741</td>\n",
       "      <td>1320</td>\n",
       "      <td>0</td>\n",
       "      <td>7.804659</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>2.0</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>12.641097</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.718499</td>\n",
       "      <td>9.292750</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>15</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>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>7.000334</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.000334</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>14.0</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>11.884489</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.304065</td>\n",
       "      <td>9.051579</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>55</td>\n",
       "      <td>19</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>7.167809</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.167809</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>55.0</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>11.938193</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.219508</td>\n",
       "      <td>8.977399</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>57</td>\n",
       "      <td>3</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>6.963190</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.963190</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>57.0</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>11.599103</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>90</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.174387</td>\n",
       "      <td>8.706159</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>53</td>\n",
       "      <td>53</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>Rare_Var</td>\n",
       "      <td>7.049255</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.049255</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>NaN</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>Rare_Var</td>\n",
       "      <td>11.314475</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.430817</td>\n",
       "      <td>9.066239</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>41</td>\n",
       "      <td>41</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>7.188413</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.188413</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>41.0</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>11.982929</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.744932</td>\n",
       "      <td>9.735365</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>48</td>\n",
       "      <td>48</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>7.191429</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.191429</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>48.0</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>12.043554</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>85</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.234107</td>\n",
       "      <td>9.124782</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>24</td>\n",
       "      <td>24</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>6.784457</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.784457</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>24.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>504</td>\n",
       "      <td>TA</td>\n",
       "      <td>Rare_Var</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>11.877569</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.234107</td>\n",
       "      <td>9.126959</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>33</td>\n",
       "      <td>28</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>6.843750</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.843750</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>31.0</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>11.777211</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.248495</td>\n",
       "      <td>8.980298</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>47</td>\n",
       "      <td>47</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>7.047517</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.047517</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>47.0</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>11.856515</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>120</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.110874</td>\n",
       "      <td>8.943506</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>5</td>\n",
       "      <td>5</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>7.468513</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.468513</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>5.0</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>12.675764</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>50</td>\n",
       "      <td>RL</td>\n",
       "      <td>3.871201</td>\n",
       "      <td>9.458918</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>6</td>\n",
       "      <td>6</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>7.325149</td>\n",
       "      <td>631</td>\n",
       "      <td>0</td>\n",
       "      <td>7.672758</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>6.0</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>12.387085</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>20</td>\n",
       "      <td>FV</td>\n",
       "      <td>4.430817</td>\n",
       "      <td>9.314340</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>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>7.412160</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.412160</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>1.0</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>12.428015</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>190</td>\n",
       "      <td>RM</td>\n",
       "      <td>3.496508</td>\n",
       "      <td>8.402007</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>89</td>\n",
       "      <td>1</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>6.601230</td>\n",
       "      <td>716</td>\n",
       "      <td>0</td>\n",
       "      <td>7.280697</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>NaN</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>11.635143</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>4.189655</td>\n",
       "      <td>8.954415</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>41</td>\n",
       "      <td>41</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>6.861711</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6.861711</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>41.0</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>11.751942</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    MSSubClass  MSZoning  LotFrontage   LotArea Street    Alley LotShape  \\\n",
       "Id                                                                         \n",
       "1           60        RL     4.174387  9.041922   Pave  Missing      Reg   \n",
       "2           20        RL     4.382027  9.169518   Pave  Missing      Reg   \n",
       "3           60        RL     4.219508  9.328123   Pave  Missing      IR1   \n",
       "4           70        RL     4.094345  9.164296   Pave  Missing      IR1   \n",
       "5           60        RL     4.430817  9.565214   Pave  Missing      IR1   \n",
       "6           50        RL     4.442651  9.554993   Pave  Missing      IR1   \n",
       "7           20        RL     4.317488  9.218705   Pave  Missing      Reg   \n",
       "8           60        RL     4.234107  9.247829   Pave  Missing      IR1   \n",
       "9           50        RM     3.931826  8.719317   Pave  Missing      Reg   \n",
       "10         190        RL     3.912023  8.911934   Pave  Missing      Reg   \n",
       "11          20        RL     4.248495  9.323669   Pave  Missing      Reg   \n",
       "12          60        RL     4.442651  9.386308   Pave  Missing      IR1   \n",
       "13          20        RL     4.234107  9.470240   Pave  Missing      IR2   \n",
       "14          20        RL     4.510860  9.273503   Pave  Missing      IR1   \n",
       "15          20        RL     4.234107  9.298351   Pave  Missing      IR1   \n",
       "16          45        RM     3.931826  8.719317   Pave  Missing      Reg   \n",
       "17          20        RL     4.234107  9.327323   Pave  Missing      IR1   \n",
       "18          90        RL     4.276666  9.286468   Pave  Missing      Reg   \n",
       "19          20        RL     4.189655  9.524786   Pave  Missing      Reg   \n",
       "20          20        RL     4.248495  8.930626   Pave  Missing      Reg   \n",
       "21          60        RL     4.615121  9.562053   Pave  Missing      IR1   \n",
       "22          45        RM     4.043051  8.915835   Pave     Grvl      Reg   \n",
       "23          20        RL     4.317488  9.184202   Pave  Missing      Reg   \n",
       "24         120        RM     3.784190  8.348538   Pave  Missing      Reg   \n",
       "25          20        RL     4.234107  9.017484   Pave  Missing      IR1   \n",
       "26          20        RL     4.700480  9.563108   Pave  Missing      Reg   \n",
       "27          20        RL     4.094345  8.881836   Pave  Missing      Reg   \n",
       "28          20        RL     4.584967  9.348187   Pave  Missing      Reg   \n",
       "29          20        RL     3.850148  9.700208   Pave  Missing      IR1   \n",
       "30          30        RM     4.094345  8.752107   Pave  Missing      IR1   \n",
       "31          70  Rare_Var     3.912023  9.047821   Pave     Pave      Reg   \n",
       "32          20        RL     4.234107  9.052985   Pave  Missing      IR1   \n",
       "33          20        RL     4.442651  9.310095   Pave  Missing      Reg   \n",
       "34          20        RL     4.248495  9.264071   Pave  Missing      IR1   \n",
       "35         120        RL     4.094345  8.897409   Pave  Missing      Reg   \n",
       "36          60        RL     4.682131  9.504352   Pave  Missing      Reg   \n",
       "37          20        RL     4.718499  9.292750   Pave  Missing      Reg   \n",
       "38          20        RL     4.304065  9.051579   Pave  Missing      Reg   \n",
       "39          20        RL     4.219508  8.977399   Pave  Missing      Reg   \n",
       "40          90        RL     4.174387  8.706159   Pave  Missing      Reg   \n",
       "41          20        RL     4.430817  9.066239   Pave  Missing      Reg   \n",
       "42          20        RL     4.744932  9.735365   Pave  Missing      Reg   \n",
       "43          85        RL     4.234107  9.124782   Pave  Missing      IR1   \n",
       "44          20        RL     4.234107  9.126959   Pave  Missing      IR1   \n",
       "45          20        RL     4.248495  8.980298   Pave  Missing      Reg   \n",
       "46         120        RL     4.110874  8.943506   Pave  Missing      Reg   \n",
       "47          50        RL     3.871201  9.458918   Pave  Missing      IR1   \n",
       "48          20        FV     4.430817  9.314340   Pave  Missing      Reg   \n",
       "49         190        RM     3.496508  8.402007   Pave  Missing      Reg   \n",
       "50          20        RL     4.189655  8.954415   Pave  Missing      Reg   \n",
       "\n",
       "   LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
       "Id                                                                     \n",
       "1          Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "2          Lvl    AllPub       FR2       Gtl     Rare_Var      Feedr   \n",
       "3          Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "4          Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
       "5          Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
       "6          Lvl    AllPub    Inside       Gtl      Mitchel       Norm   \n",
       "7          Lvl    AllPub    Inside       Gtl      Somerst       Norm   \n",
       "8          Lvl    AllPub    Corner       Gtl       NWAmes       PosN   \n",
       "9          Lvl    AllPub    Inside       Gtl      OldTown     Artery   \n",
       "10         Lvl    AllPub    Corner       Gtl      BrkSide     Artery   \n",
       "11         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "12         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "13         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "14         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "15         Lvl    AllPub    Corner       Gtl        NAmes       Norm   \n",
       "16         Lvl    AllPub    Corner       Gtl      BrkSide       Norm   \n",
       "17         Lvl    AllPub   CulDSac       Gtl        NAmes       Norm   \n",
       "18         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "19         Lvl    AllPub    Inside       Gtl      SawyerW   Rare_Var   \n",
       "20         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "21         Lvl    AllPub    Corner       Gtl      NridgHt       Norm   \n",
       "22         Bnk    AllPub    Inside       Gtl       IDOTRR       Norm   \n",
       "23         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "24         Lvl    AllPub    Inside       Gtl      MeadowV       Norm   \n",
       "25         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "26         Lvl    AllPub    Corner       Gtl      NridgHt       Norm   \n",
       "27         Lvl    AllPub    Corner       Gtl        NAmes       Norm   \n",
       "28         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "29         Lvl    AllPub   CulDSac       Gtl        NAmes       Norm   \n",
       "30         Lvl    AllPub    Inside       Gtl      BrkSide      Feedr   \n",
       "31         Lvl    AllPub    Inside       Gtl       IDOTRR      Feedr   \n",
       "32         Lvl    AllPub   CulDSac       Gtl       Sawyer       Norm   \n",
       "33         Lvl    AllPub    Corner       Gtl      CollgCr       Norm   \n",
       "34         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "35         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "36         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "37         Lvl    AllPub    Corner       Gtl      CollgCr       Norm   \n",
       "38         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "39         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "40         Lvl    AllPub    Inside       Gtl      Edwards       Norm   \n",
       "41         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "42         Lvl    AllPub    Inside       Gtl       Timber       Norm   \n",
       "43         Lvl    AllPub   CulDSac       Gtl      SawyerW       Norm   \n",
       "44         Lvl    AllPub   CulDSac       Gtl      CollgCr       Norm   \n",
       "45         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "46         Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "47         Lvl    AllPub   CulDSac       Gtl      Mitchel       Norm   \n",
       "48         Lvl    AllPub    Inside       Gtl      Somerst       Norm   \n",
       "49         Lvl    AllPub    Inside       Gtl      OldTown       Norm   \n",
       "50         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "\n",
       "   Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "Id                                                                       \n",
       "1        Norm     1Fam     2Story            7            5          5   \n",
       "2        Norm     1Fam     1Story            6            8         31   \n",
       "3        Norm     1Fam     2Story            7            5          7   \n",
       "4        Norm     1Fam     2Story            7            5         91   \n",
       "5        Norm     1Fam     2Story            8            5          8   \n",
       "6        Norm     1Fam     1.5Fin            5            5         16   \n",
       "7        Norm     1Fam     1Story            8            5          3   \n",
       "8        Norm     1Fam     2Story            7            6         36   \n",
       "9        Norm     1Fam     1.5Fin            7            5         77   \n",
       "10   Rare_Var   2fmCon   Rare_Var            5            6         69   \n",
       "11       Norm     1Fam     1Story            5            5         43   \n",
       "12       Norm     1Fam     2Story            9            5          1   \n",
       "13       Norm     1Fam     1Story            5            6         46   \n",
       "14       Norm     1Fam     1Story            7            5          1   \n",
       "15       Norm     1Fam     1Story            6            5         48   \n",
       "16       Norm     1Fam   Rare_Var            7            8         78   \n",
       "17       Norm     1Fam     1Story            6            7         40   \n",
       "18       Norm   Duplex     1Story            4            5         39   \n",
       "19       Norm     1Fam     1Story            5            5          4   \n",
       "20       Norm     1Fam     1Story            5            6         51   \n",
       "21       Norm     1Fam     2Story            8            5          1   \n",
       "22       Norm     1Fam   Rare_Var            7            7         77   \n",
       "23       Norm     1Fam     1Story            8            5          6   \n",
       "24       Norm   TwnhsE     1Story            5            7         31   \n",
       "25       Norm     1Fam     1Story            5            8         42   \n",
       "26       Norm     1Fam     1Story            8            5          2   \n",
       "27       Norm     1Fam     1Story            5            7         59   \n",
       "28       Norm     1Fam     1Story            8            5          3   \n",
       "29       Norm     1Fam     1Story            5            6         49   \n",
       "30   Rare_Var     1Fam     1Story            4            6         81   \n",
       "31       Norm     1Fam     2Story            4            4         88   \n",
       "32       Norm     1Fam     1Story            5            6         42   \n",
       "33       Norm     1Fam     1Story            8            5          1   \n",
       "34       Norm     1Fam     1Story            5            5         51   \n",
       "35       Norm   TwnhsE     1Story            9            5          2   \n",
       "36       Norm     1Fam     2Story            8            5          2   \n",
       "37       Norm     1Fam     1Story            5            5         15   \n",
       "38       Norm     1Fam     1Story            5            6         55   \n",
       "39       Norm     1Fam     1Story            5            7         57   \n",
       "40       Norm   Duplex     1Story            4            5         53   \n",
       "41       Norm     1Fam     1Story            6            5         41   \n",
       "42       Norm     1Fam     1Story            5            6         48   \n",
       "43       Norm     1Fam     SFoyer            5            7         24   \n",
       "44       Norm     1Fam     1Story            5            6         33   \n",
       "45       Norm     1Fam     1Story            5            6         47   \n",
       "46       Norm   TwnhsE     1Story            9            5          5   \n",
       "47       Norm     1Fam     1.5Fin            7            5          6   \n",
       "48       Norm     1Fam     1Story            8            5          1   \n",
       "49       Norm   2fmCon     2Story            4            5         89   \n",
       "50       Norm     1Fam     1Story            5            7         41   \n",
       "\n",
       "    YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
       "Id                                                                       \n",
       "1              5     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "2             31     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "3              6     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "4             36     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
       "5              8     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "6             14     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "7              2     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "8             36     Gable  CompShg     HdBoard     HdBoard      Stone   \n",
       "9             58     Gable  CompShg     BrkFace     Wd Shng       None   \n",
       "10            58     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "11            43       Hip  CompShg     HdBoard     HdBoard       None   \n",
       "12             0       Hip  CompShg     WdShing     Wd Shng      Stone   \n",
       "13            46       Hip  CompShg     HdBoard     Plywood       None   \n",
       "14             0     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "15            48       Hip  CompShg     MetalSd     MetalSd    BrkFace   \n",
       "16             6     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "17            40     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace   \n",
       "18            39     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "19             4     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "20            44       Hip  CompShg     BrkFace     Plywood       None   \n",
       "21             0     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "22            57     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "23             6       Hip  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "24            31     Gable  CompShg     CemntBd     CmentBd       None   \n",
       "25             9     Gable  CompShg     Plywood     Plywood       None   \n",
       "26             2     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "27            10     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "28             2     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "29             9     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "30            58     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "31            58  Rare_Var  CompShg     BrkFace     BrkFace       None   \n",
       "32             2     Gable  CompShg     HdBoard     HdBoard       None   \n",
       "33             1     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "34            51       Hip  CompShg     BrkFace     BrkFace       None   \n",
       "35             2       Hip  CompShg     MetalSd     MetalSd    BrkFace   \n",
       "36             1     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "37            14     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "38            19       Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace   \n",
       "39             3     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "40            53     Gable  CompShg     AsbShng     Plywood       None   \n",
       "41            41     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace   \n",
       "42            48     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "43            24     Gable  CompShg     HdBoard     HdBoard       None   \n",
       "44            28       Hip  CompShg     VinylSd     VinylSd       None   \n",
       "45            47     Gable  CompShg     BrkFace     Wd Sdng       None   \n",
       "46             5       Hip  CompShg     MetalSd     MetalSd    BrkFace   \n",
       "47             6     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "48             1     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "49             1     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "50            41     Gable  CompShg     HdBoard     HdBoard       None   \n",
       "\n",
       "    MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
       "Id                                                                             \n",
       "1        196.0        Gd        TA      PConc       Gd       TA           No   \n",
       "2          0.0        TA        TA     CBlock       Gd       TA           Gd   \n",
       "3        162.0        Gd        TA      PConc       Gd       TA           Mn   \n",
       "4          0.0        TA        TA     BrkTil       TA       Gd           No   \n",
       "5        350.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "6          0.0        TA        TA   Rare_Var       Gd       TA           No   \n",
       "7        186.0        Gd        TA      PConc       Ex       TA           Av   \n",
       "8        240.0        TA        TA     CBlock       Gd       TA           Mn   \n",
       "9          0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "10         0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "11         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "12       286.0        Ex        TA      PConc       Ex       TA           No   \n",
       "13         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "14       306.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "15       212.0        TA        TA     CBlock       TA       TA           No   \n",
       "16         0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "17       180.0        TA        TA     CBlock       TA       TA           No   \n",
       "18         0.0        TA        TA       Slab  Missing  Missing      Missing   \n",
       "19         0.0        TA        TA      PConc       TA       TA           No   \n",
       "20         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "21       380.0        Gd        TA      PConc       Ex       TA           Av   \n",
       "22         0.0        TA        TA      PConc       TA       TA           No   \n",
       "23       281.0        Gd        TA      PConc       Gd       TA           No   \n",
       "24         0.0        TA        TA      PConc       Gd       TA           No   \n",
       "25         0.0        TA        Gd     CBlock       TA       TA           Mn   \n",
       "26       640.0        Gd        TA      PConc       Gd       TA           No   \n",
       "27         0.0        TA        TA     CBlock       TA       TA           Mn   \n",
       "28       200.0        Gd        TA      PConc       Ex       TA           No   \n",
       "29         0.0        TA        TA     CBlock       TA       TA           Gd   \n",
       "30         0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "31         0.0        TA        Fa     BrkTil       TA       TA           No   \n",
       "32         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "33         0.0        Gd        TA      PConc       Ex       TA           Av   \n",
       "34         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "35       246.0        Ex        TA      PConc       Ex       TA           No   \n",
       "36       132.0        Gd        TA      PConc       Ex       TA           Av   \n",
       "37         0.0        TA        TA      PConc       Gd       TA           No   \n",
       "38       650.0        TA        TA     CBlock       TA       TA           No   \n",
       "39         0.0        TA        Gd     CBlock       TA       TA           No   \n",
       "40         0.0        TA        TA      PConc  Missing  Missing      Missing   \n",
       "41       101.0        TA        TA     CBlock       TA       TA           No   \n",
       "42         0.0        TA        Gd     CBlock       TA       TA           Gd   \n",
       "43         0.0        TA        TA     CBlock       Gd       TA           Av   \n",
       "44         0.0        TA        TA     CBlock       Gd       TA           Av   \n",
       "45         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "46       412.0        Ex        TA      PConc       Ex       TA           No   \n",
       "47         0.0        Gd        TA      PConc       Ex       TA           No   \n",
       "48         0.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "49         0.0        TA        TA     BrkTil       TA       TA           No   \n",
       "50         0.0        TA        TA     CBlock       TA       TA           No   \n",
       "\n",
       "   BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "Id                                                                             \n",
       "1           GLQ         706          Unf           0        150          856   \n",
       "2           ALQ         978          Unf           0        284         1262   \n",
       "3           GLQ         486          Unf           0        434          920   \n",
       "4           ALQ         216          Unf           0        540          756   \n",
       "5           GLQ         655          Unf           0        490         1145   \n",
       "6           GLQ         732          Unf           0         64          796   \n",
       "7           GLQ        1369          Unf           0        317         1686   \n",
       "8           ALQ         859          BLQ          32        216         1107   \n",
       "9           Unf           0          Unf           0        952          952   \n",
       "10          GLQ         851          Unf           0        140          991   \n",
       "11          Rec         906          Unf           0        134         1040   \n",
       "12          GLQ         998          Unf           0        177         1175   \n",
       "13          ALQ         737          Unf           0        175          912   \n",
       "14          Unf           0          Unf           0       1494         1494   \n",
       "15          BLQ         733          Unf           0        520         1253   \n",
       "16          Unf           0          Unf           0        832          832   \n",
       "17          ALQ         578          Unf           0        426         1004   \n",
       "18      Missing           0      Missing           0          0            0   \n",
       "19          GLQ         646          Unf           0        468         1114   \n",
       "20          LwQ         504          Unf           0        525         1029   \n",
       "21          Unf           0          Unf           0       1158         1158   \n",
       "22          Unf           0          Unf           0        637          637   \n",
       "23          Unf           0          Unf           0       1777         1777   \n",
       "24          GLQ         840          Unf           0        200         1040   \n",
       "25          Rec         188          ALQ         668        204         1060   \n",
       "26          Unf           0          Unf           0       1566         1566   \n",
       "27          BLQ         234          Rec         486        180          900   \n",
       "28          GLQ        1218          Unf           0        486         1704   \n",
       "29          BLQ        1277          Unf           0        207         1484   \n",
       "30          Unf           0          Unf           0        520          520   \n",
       "31          Unf           0          Unf           0        649          649   \n",
       "32          Unf           0          Unf           0       1228         1228   \n",
       "33          Unf           0          Unf           0       1234         1234   \n",
       "34          Rec        1018          Unf           0        380         1398   \n",
       "35          GLQ        1153          Unf           0        408         1561   \n",
       "36          Unf           0          Unf           0       1117         1117   \n",
       "37          Unf           0          Unf           0       1097         1097   \n",
       "38          Rec        1213          Unf           0         84         1297   \n",
       "39          GLQ         731          Unf           0        326         1057   \n",
       "40      Missing           0      Missing           0          0            0   \n",
       "41          Rec         643          Unf           0        445         1088   \n",
       "42          BLQ         967          Unf           0        383         1350   \n",
       "43          ALQ         747          LwQ          93          0          840   \n",
       "44          LwQ         280          BLQ         491        167          938   \n",
       "45          ALQ         179          BLQ         506        465         1150   \n",
       "46          GLQ         456          Unf           0       1296         1752   \n",
       "47          GLQ        1351          Unf           0         83         1434   \n",
       "48          GLQ          24          Unf           0       1632         1656   \n",
       "49          Unf           0          Unf           0        736          736   \n",
       "50          BLQ         763          Unf           0        192          955   \n",
       "\n",
       "   Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  \\\n",
       "Id                                                                             \n",
       "1     GasA        Ex          Y      SBrkr  6.752270       854             0   \n",
       "2     GasA        Ex          Y      SBrkr  7.140453         0             0   \n",
       "3     GasA        Ex          Y      SBrkr  6.824374       866             0   \n",
       "4     GasA        Gd          Y      SBrkr  6.867974       756             0   \n",
       "5     GasA        Ex          Y      SBrkr  7.043160      1053             0   \n",
       "6     GasA        Ex          Y      SBrkr  6.679599       566             0   \n",
       "7     GasA        Ex          Y      SBrkr  7.434848         0             0   \n",
       "8     GasA        Ex          Y      SBrkr  7.009409       983             0   \n",
       "9     GasA        Gd          Y      FuseF  6.929517       752             0   \n",
       "10    GasA        Ex          Y      SBrkr  6.981935         0             0   \n",
       "11    GasA        Ex          Y      SBrkr  6.946976         0             0   \n",
       "12    GasA        Ex          Y      SBrkr  7.074963      1142             0   \n",
       "13    GasA        TA          Y      SBrkr  6.815640         0             0   \n",
       "14    GasA        Ex          Y      SBrkr  7.309212         0             0   \n",
       "15    GasA        TA          Y      SBrkr  7.133296         0             0   \n",
       "16    GasA        Ex          Y      FuseA  6.749931         0             0   \n",
       "17    GasA        Ex          Y      SBrkr  6.911747         0             0   \n",
       "18    GasA        TA          Y      SBrkr  7.167038         0             0   \n",
       "19    GasA        Ex          Y      SBrkr  7.015712         0             0   \n",
       "20    GasA        TA          Y      SBrkr  7.199678         0             0   \n",
       "21    GasA        Ex          Y      SBrkr  7.054450      1218             0   \n",
       "22    GasA        Ex          Y      FuseF  7.010312         0             0   \n",
       "23    GasA        Ex          Y      SBrkr  7.492760         0             0   \n",
       "24    GasA        TA          Y      SBrkr  6.966024         0             0   \n",
       "25    GasA        Ex          Y      SBrkr  6.966024         0             0   \n",
       "26    GasA        Ex          Y      SBrkr  7.377759         0             0   \n",
       "27    GasA        TA          Y      SBrkr  6.802395         0             0   \n",
       "28    GasA        Ex          Y      SBrkr  7.440734         0             0   \n",
       "29    GasA        TA          Y      SBrkr  7.377759         0             0   \n",
       "30    GasA        Fa          N      SBrkr  6.253829         0             0   \n",
       "31    GasA        TA          N      SBrkr  6.475433       668             0   \n",
       "32    GasA        Gd          Y      SBrkr  7.113142         0             0   \n",
       "33    GasA        Ex          Y      SBrkr  7.118016         0             0   \n",
       "34    GasA        Gd          Y      SBrkr  7.438384         0             0   \n",
       "35    GasA        Ex          Y      SBrkr  7.353082         0             0   \n",
       "36    GasA        Ex          Y      SBrkr  7.031741      1320             0   \n",
       "37    GasA        Ex          Y      SBrkr  7.000334         0             0   \n",
       "38    GasA        Gd          Y      SBrkr  7.167809         0             0   \n",
       "39    GasA        TA          Y      SBrkr  6.963190         0             0   \n",
       "40    GasA        TA          N   Rare_Var  7.049255         0             0   \n",
       "41    GasA        Ex          Y      SBrkr  7.188413         0             0   \n",
       "42    GasA        Gd          Y      SBrkr  7.191429         0             0   \n",
       "43    GasA        Gd          Y      SBrkr  6.784457         0             0   \n",
       "44    GasA        TA          Y      SBrkr  6.843750         0             0   \n",
       "45    GasA        Ex          Y      FuseA  7.047517         0             0   \n",
       "46    GasA        Ex          Y      SBrkr  7.468513         0             0   \n",
       "47    GasA        Ex          Y      SBrkr  7.325149       631             0   \n",
       "48    GasA        Ex          Y      SBrkr  7.412160         0             0   \n",
       "49    GasA        Gd          Y      SBrkr  6.601230       716             0   \n",
       "50    GasA        Ex          Y      SBrkr  6.861711         0             0   \n",
       "\n",
       "    GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  \\\n",
       "Id                                                                            \n",
       "1    7.444249             1             0         2         1             3   \n",
       "2    7.140453             0             1         2         0             3   \n",
       "3    7.487734             1             0         2         1             3   \n",
       "4    7.448334             1             0         1         0             3   \n",
       "5    7.695303             1             0         2         1             4   \n",
       "6    7.216709             1             0         1         1             1   \n",
       "7    7.434848             1             0         2         0             3   \n",
       "8    7.644919             1             0         2         1             3   \n",
       "9    7.480992             0             0         2         0             2   \n",
       "10   6.981935             1             0         1         0             2   \n",
       "11   6.946976             1             0         1         0             3   \n",
       "12   7.751045             1             0         3         0             4   \n",
       "13   6.815640             1             0         1         0             2   \n",
       "14   7.309212             0             0         2         0             3   \n",
       "15   7.133296             1             0         1         1             2   \n",
       "16   6.749931             0             0         1         0             2   \n",
       "17   6.911747             1             0         1         0             2   \n",
       "18   7.167038             0             0         2         0             2   \n",
       "19   7.015712             1             0         1         1             3   \n",
       "20   7.199678             0             0         1         0             3   \n",
       "21   7.773174             0             0         3         1             4   \n",
       "22   7.010312             0             0         1         0             3   \n",
       "23   7.492760             0             0         2         0             3   \n",
       "24   6.966024             1             0         1         0             3   \n",
       "25   6.966024             1             0         1         0             3   \n",
       "26   7.377759             0             0         2         0             3   \n",
       "27   6.802395             0             1         1         0             3   \n",
       "28   7.440734             1             0         2         0             3   \n",
       "29   7.377759             1             0         1         0             2   \n",
       "30   6.253829             0             0         1         0             1   \n",
       "31   7.183112             0             0         1         0             3   \n",
       "32   7.113142             0             0         1         1             3   \n",
       "33   7.118016             0             0         2         0             3   \n",
       "34   7.438384             0             1         1         1             4   \n",
       "35   7.353082             1             0         2         0             2   \n",
       "36   7.804659             0             0         3         1             4   \n",
       "37   7.000334             0             0         1         1             3   \n",
       "38   7.167809             0             1         1         0             3   \n",
       "39   6.963190             1             0         1         0             3   \n",
       "40   7.049255             0             0         2         0             2   \n",
       "41   7.188413             0             0         2         0             3   \n",
       "42   7.191429             0             1         1         1             2   \n",
       "43   6.784457             1             0         1         0             2   \n",
       "44   6.843750             1             0         1         0             3   \n",
       "45   7.047517             1             0         1         0             3   \n",
       "46   7.468513             1             0         2         0             2   \n",
       "47   7.672758             1             0         1         1             1   \n",
       "48   7.412160             0             0         2         0             3   \n",
       "49   7.280697             0             0         2         0             2   \n",
       "50   6.861711             1             0         1         0             3   \n",
       "\n",
       "    KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu  \\\n",
       "Id                                                                              \n",
       "1              1          Gd             8        Typ           0     Missing   \n",
       "2              1          TA             6        Typ           1          TA   \n",
       "3              1          Gd             6        Typ           1          TA   \n",
       "4              1          Gd             7        Typ           1          Gd   \n",
       "5              1          Gd             9        Typ           1          TA   \n",
       "6              1          TA             5        Typ           0     Missing   \n",
       "7              1          Gd             7        Typ           1          Gd   \n",
       "8              1          TA             7        Typ           2          TA   \n",
       "9              2          TA             8       Min1           2          TA   \n",
       "10             2          TA             5        Typ           2          TA   \n",
       "11             1          TA             5        Typ           0     Missing   \n",
       "12             1          Ex            11        Typ           2          Gd   \n",
       "13             1          TA             4        Typ           0     Missing   \n",
       "14             1          Gd             7        Typ           1          Gd   \n",
       "15             1          TA             5        Typ           1          Fa   \n",
       "16             1          TA             5        Typ           0     Missing   \n",
       "17             1          TA             5        Typ           1          TA   \n",
       "18             2          TA             6        Typ           0     Missing   \n",
       "19             1          Gd             6        Typ           0     Missing   \n",
       "20             1          TA             6       Min1           0     Missing   \n",
       "21             1          Gd             9        Typ           1          Gd   \n",
       "22             1          Gd             6        Typ           1          Gd   \n",
       "23             1          Gd             7        Typ           1          Gd   \n",
       "24             1          TA             6        Typ           1          TA   \n",
       "25             1          Gd             6        Typ           1          TA   \n",
       "26             1          Gd             7        Typ           1          Gd   \n",
       "27             1          Gd             5        Typ           0     Missing   \n",
       "28             1          Gd             7        Typ           1          Gd   \n",
       "29             1          TA             6        Typ           2          Gd   \n",
       "30             1          Fa             4        Typ           0     Missing   \n",
       "31             1          TA             6        Typ           0     Missing   \n",
       "32             1          Gd             6        Typ           0     Missing   \n",
       "33             1          Gd             7        Typ           0     Missing   \n",
       "34             1          Gd             6        Typ           1          Gd   \n",
       "35             1          Ex             6        Typ           1          Gd   \n",
       "36             1          Gd             9        Typ           1          Gd   \n",
       "37             1          TA             6        Typ           0     Missing   \n",
       "38             1          TA             5        Typ           1          TA   \n",
       "39             1          Gd             5        Typ           0     Missing   \n",
       "40             2          Fa             6        Typ           0     Missing   \n",
       "41             1          TA             6        Typ           1          TA   \n",
       "42             1          TA             5        Typ           2          Gd   \n",
       "43             1          Gd             5        Typ           0     Missing   \n",
       "44             1          TA             5        Typ           0     Missing   \n",
       "45             1          TA             6        Typ           0     Missing   \n",
       "46             1          Ex             6        Typ           1          Gd   \n",
       "47             1          Gd             6        Typ           1          Ex   \n",
       "48             1          Gd             7        Typ           0     Missing   \n",
       "49             3          TA             8        Typ           0     Missing   \n",
       "50             1          TA             6        Typ           0     Missing   \n",
       "\n",
       "   GarageType  GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual  \\\n",
       "Id                                                                           \n",
       "1      Attchd          5.0          RFn           2         548         TA   \n",
       "2      Attchd         31.0          RFn           2         460         TA   \n",
       "3      Attchd          7.0          RFn           2         608         TA   \n",
       "4      Detchd          8.0          Unf           3         642         TA   \n",
       "5      Attchd          8.0          RFn           3         836         TA   \n",
       "6      Attchd         16.0          Unf           2         480         TA   \n",
       "7      Attchd          3.0          RFn           2         636         TA   \n",
       "8      Attchd         36.0          RFn           2         484         TA   \n",
       "9      Detchd         77.0          Unf           2         468         Fa   \n",
       "10     Attchd         69.0          RFn           1         205   Rare_Var   \n",
       "11     Detchd         43.0          Unf           1         384         TA   \n",
       "12    BuiltIn          1.0          Fin           3         736         TA   \n",
       "13     Detchd         46.0          Unf           1         352         TA   \n",
       "14     Attchd          1.0          RFn           3         840         TA   \n",
       "15     Attchd         48.0          RFn           1         352         TA   \n",
       "16     Detchd         16.0          Unf           2         576         TA   \n",
       "17     Attchd         40.0          Fin           2         480         TA   \n",
       "18   Rare_Var         39.0          Unf           2         516         TA   \n",
       "19     Detchd          4.0          Unf           2         576         TA   \n",
       "20     Attchd         51.0          Unf           1         294         TA   \n",
       "21    BuiltIn          1.0          RFn           3         853         TA   \n",
       "22     Attchd         77.0          Unf           1         280         TA   \n",
       "23     Attchd          6.0          RFn           2         534         TA   \n",
       "24     Attchd         31.0          Unf           2         572         TA   \n",
       "25     Attchd         42.0          Unf           1         270         TA   \n",
       "26     Attchd          2.0          RFn           3         890         TA   \n",
       "27     Detchd          5.0          Unf           2         576         TA   \n",
       "28     Attchd          2.0          RFn           3         772         TA   \n",
       "29     Attchd         49.0          RFn           1         319         TA   \n",
       "30     Detchd         88.0          Unf           1         240         Fa   \n",
       "31     Detchd         88.0          Unf           1         250         TA   \n",
       "32     Attchd         42.0          Unf           1         271         TA   \n",
       "33     Attchd          1.0          RFn           2         484         TA   \n",
       "34     Attchd         51.0          RFn           2         447         TA   \n",
       "35     Attchd          2.0          Fin           2         556         TA   \n",
       "36    BuiltIn          2.0          Fin           3         691         TA   \n",
       "37     Attchd         14.0          Unf           2         672         TA   \n",
       "38     Attchd         55.0          Fin           2         498         TA   \n",
       "39     Detchd         57.0          Unf           1         246         TA   \n",
       "40    Missing          NaN      Missing           0           0    Missing   \n",
       "41     Attchd         41.0          RFn           2         440         TA   \n",
       "42     Attchd         48.0          RFn           1         308         TA   \n",
       "43     Attchd         24.0          RFn           2         504         TA   \n",
       "44     Detchd         31.0          Unf           1         308         TA   \n",
       "45     Attchd         47.0          RFn           1         300         TA   \n",
       "46     Attchd          5.0          RFn           2         576         TA   \n",
       "47     Attchd          6.0          RFn           2         670         TA   \n",
       "48     Attchd          1.0          RFn           3         826         TA   \n",
       "49    Missing          NaN      Missing           0           0    Missing   \n",
       "50     Attchd         41.0          Unf           1         386         TA   \n",
       "\n",
       "   GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  \\\n",
       "Id                                                                            \n",
       "1          TA          Y           0           61              0          0   \n",
       "2          TA          Y         298            0              0          0   \n",
       "3          TA          Y           0           42              0          0   \n",
       "4          TA          Y           0           35            272          0   \n",
       "5          TA          Y         192           84              0          0   \n",
       "6          TA          Y          40           30              0        320   \n",
       "7          TA          Y         255           57              0          0   \n",
       "8          TA          Y         235          204            228          0   \n",
       "9          TA          Y          90            0            205          0   \n",
       "10         TA          Y           0            4              0          0   \n",
       "11         TA          Y           0            0              0          0   \n",
       "12         TA          Y         147           21              0          0   \n",
       "13         TA          Y         140            0              0          0   \n",
       "14         TA          Y         160           33              0          0   \n",
       "15         TA          Y           0          213            176          0   \n",
       "16         TA          Y          48          112              0          0   \n",
       "17         TA          Y           0            0              0          0   \n",
       "18         TA          Y           0            0              0          0   \n",
       "19         TA          Y           0          102              0          0   \n",
       "20         TA          Y           0            0              0          0   \n",
       "21         TA          Y         240          154              0          0   \n",
       "22         TA          N           0            0            205          0   \n",
       "23         TA          Y         171          159              0          0   \n",
       "24         TA          Y         100          110              0          0   \n",
       "25         TA          Y         406           90              0          0   \n",
       "26         TA          Y           0           56              0          0   \n",
       "27         TA          Y         222           32              0          0   \n",
       "28         TA          Y           0           50              0          0   \n",
       "29         TA          Y         288          258              0          0   \n",
       "30         TA          Y          49            0             87          0   \n",
       "31         Fa          N           0           54            172          0   \n",
       "32         TA          Y           0           65              0          0   \n",
       "33         TA          Y           0           30              0          0   \n",
       "34         TA          Y           0           38              0          0   \n",
       "35         TA          Y         203           47              0          0   \n",
       "36         TA          Y         113           32              0          0   \n",
       "37         TA          Y         392           64              0          0   \n",
       "38         TA          Y           0            0              0          0   \n",
       "39         TA          Y           0           52              0          0   \n",
       "40    Missing          N           0            0              0          0   \n",
       "41         TA          Y           0          138              0          0   \n",
       "42         TA          P           0          104              0          0   \n",
       "43   Rare_Var          Y         240            0              0          0   \n",
       "44         TA          Y         145            0              0          0   \n",
       "45         TA          Y           0            0              0          0   \n",
       "46         TA          Y         196           82              0          0   \n",
       "47         TA          Y         168           43              0          0   \n",
       "48         TA          Y           0          146              0          0   \n",
       "49    Missing          N           0            0            102          0   \n",
       "50         TA          Y           0            0              0          0   \n",
       "\n",
       "    ScreenPorch  PoolArea   PoolQC    Fence MiscFeature  MiscVal  MoSold  \\\n",
       "Id                                                                         \n",
       "1             0         0  Missing  Missing     Missing        0       2   \n",
       "2             0         0  Missing  Missing     Missing        0       5   \n",
       "3             0         0  Missing  Missing     Missing        0       9   \n",
       "4             0         0  Missing  Missing     Missing        0       2   \n",
       "5             0         0  Missing  Missing     Missing        0      12   \n",
       "6             0         0  Missing    MnPrv        Shed      700      10   \n",
       "7             0         0  Missing  Missing     Missing        0       8   \n",
       "8             0         0  Missing  Missing        Shed      350      11   \n",
       "9             0         0  Missing  Missing     Missing        0       4   \n",
       "10            0         0  Missing  Missing     Missing        0       1   \n",
       "11            0         0  Missing  Missing     Missing        0       2   \n",
       "12            0         0  Missing  Missing     Missing        0       7   \n",
       "13          176         0  Missing  Missing     Missing        0       9   \n",
       "14            0         0  Missing  Missing     Missing        0       8   \n",
       "15            0         0  Missing     GdWo     Missing        0       5   \n",
       "16            0         0  Missing    GdPrv     Missing        0       7   \n",
       "17            0         0  Missing  Missing        Shed      700       3   \n",
       "18            0         0  Missing  Missing        Shed      500      10   \n",
       "19            0         0  Missing  Missing     Missing        0       6   \n",
       "20            0         0  Missing    MnPrv     Missing        0       5   \n",
       "21            0         0  Missing  Missing     Missing        0      11   \n",
       "22            0         0  Missing    GdPrv     Missing        0       6   \n",
       "23            0         0  Missing  Missing     Missing        0       9   \n",
       "24            0         0  Missing  Missing     Missing        0       6   \n",
       "25            0         0  Missing    MnPrv     Missing        0       5   \n",
       "26            0         0  Missing  Missing     Missing        0       7   \n",
       "27            0         0  Missing  Missing     Missing        0       5   \n",
       "28            0         0  Missing  Missing     Missing        0       5   \n",
       "29            0         0  Missing  Missing     Missing        0      12   \n",
       "30            0         0  Missing  Missing     Missing        0       5   \n",
       "31            0         0  Missing    MnPrv     Missing        0       7   \n",
       "32            0         0  Missing    MnPrv     Missing        0       6   \n",
       "33            0         0  Missing  Missing     Missing        0       1   \n",
       "34            0         0  Missing  Missing     Missing        0       4   \n",
       "35            0         0  Missing  Missing     Missing        0       8   \n",
       "36            0         0  Missing  Missing     Missing        0       9   \n",
       "37            0         0  Missing  Missing     Missing        0       6   \n",
       "38            0         0  Missing  Missing     Missing        0      10   \n",
       "39            0         0  Missing  Missing     Missing        0       1   \n",
       "40            0         0  Missing  Missing     Missing        0       6   \n",
       "41            0         0  Missing     GdWo     Missing        0      12   \n",
       "42            0         0  Missing  Missing     Missing        0       7   \n",
       "43            0         0  Missing    MnPrv     Missing        0      12   \n",
       "44            0         0  Missing    MnPrv     Missing        0       7   \n",
       "45            0         0  Missing  Missing     Missing        0       5   \n",
       "46            0         0  Missing  Missing     Missing        0       2   \n",
       "47          198         0  Missing  Missing     Missing        0       8   \n",
       "48            0         0  Missing  Missing     Missing        0       7   \n",
       "49            0         0  Missing  Missing     Missing        0       6   \n",
       "50            0         0  Missing    MnPrv     Missing        0       1   \n",
       "\n",
       "    YrSold SaleType SaleCondition  SalePrice  LotFrontagenan  MasVnrAreanan  \n",
       "Id                                                                           \n",
       "1     2008       WD        Normal  12.247694               0              0  \n",
       "2     2007       WD        Normal  12.109011               0              0  \n",
       "3     2008       WD        Normal  12.317167               0              0  \n",
       "4     2006       WD       Abnorml  11.849398               0              0  \n",
       "5     2008       WD        Normal  12.429216               0              0  \n",
       "6     2009       WD        Normal  11.870600               0              0  \n",
       "7     2007       WD        Normal  12.634603               0              0  \n",
       "8     2009       WD        Normal  12.206073               1              0  \n",
       "9     2008       WD       Abnorml  11.774520               0              0  \n",
       "10    2008       WD        Normal  11.678440               0              0  \n",
       "11    2008       WD        Normal  11.771436               0              0  \n",
       "12    2006      New       Partial  12.751300               0              0  \n",
       "13    2008       WD        Normal  11.877569               1              0  \n",
       "14    2007      New       Partial  12.540758               0              0  \n",
       "15    2008       WD        Normal  11.964001               1              0  \n",
       "16    2007       WD        Normal  11.790557               0              0  \n",
       "17    2010       WD        Normal  11.911702               1              0  \n",
       "18    2006       WD        Normal  11.407565               0              0  \n",
       "19    2008       WD        Normal  11.976659               0              0  \n",
       "20    2009      COD       Abnorml  11.842229               0              0  \n",
       "21    2006      New       Partial  12.692503               0              0  \n",
       "22    2007       WD        Normal  11.845103               0              0  \n",
       "23    2008       WD        Normal  12.345835               0              0  \n",
       "24    2007       WD        Normal  11.774520               0              0  \n",
       "25    2010       WD        Normal  11.944708               1              0  \n",
       "26    2009       WD        Normal  12.454104               0              0  \n",
       "27    2010       WD        Normal  11.811547               0              0  \n",
       "28    2010       WD        Normal  12.631340               0              0  \n",
       "29    2006       WD        Normal  12.242887               0              0  \n",
       "30    2008       WD        Normal  11.134589               0              0  \n",
       "31    2008       WD        Normal  10.596635               0              0  \n",
       "32    2008       WD        Normal  11.914048               1              0  \n",
       "33    2008       WD        Normal  12.100156               0              0  \n",
       "34    2010       WD        Normal  12.016726               0              0  \n",
       "35    2007       WD        Normal  12.533576               0              0  \n",
       "36    2006       WD        Normal  12.641097               0              0  \n",
       "37    2009       WD        Normal  11.884489               0              0  \n",
       "38    2009       WD        Normal  11.938193               0              0  \n",
       "39    2010       WD       Abnorml  11.599103               0              0  \n",
       "40    2008       WD      Rare_Var  11.314475               0              0  \n",
       "41    2006       WD       Abnorml  11.982929               0              0  \n",
       "42    2007       WD        Normal  12.043554               0              0  \n",
       "43    2007       WD        Normal  11.877569               1              0  \n",
       "44    2008       WD        Normal  11.777211               1              0  \n",
       "45    2006       WD        Normal  11.856515               0              0  \n",
       "46    2010       WD        Normal  12.675764               0              0  \n",
       "47    2009       WD       Abnorml  12.387085               0              0  \n",
       "48    2007       WD        Normal  12.428015               0              0  \n",
       "49    2009      New       Partial  11.635143               0              0  \n",
       "50    2007       WD        Normal  11.751942               0              0  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data6.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "152f2fbb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MSZoning\n",
       "FV          12.246616\n",
       "RH          11.749840\n",
       "RL          12.085885\n",
       "RM          11.692893\n",
       "Rare_Var    11.118259\n",
       "Name: SalePrice, dtype: float64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data6.groupby([\"MSZoning\"])['SalePrice'].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f7cf8090",
   "metadata": {},
   "source": [
    "### Label Encoding For Categorical Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "9a253d12",
   "metadata": {},
   "outputs": [],
   "source": [
    "data7=data6.copy()\n",
    "for feature in categorical_features:\n",
    "    labels_ordered=data7.groupby([feature])['SalePrice'].mean().sort_values().index\n",
    "    labels_ordered={k:i for i,k in enumerate(labels_ordered,1)}\n",
    "    data7[feature]=data7[feature].map(labels_ordered)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "2cd9f85b",
   "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>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>60</td>\n",
       "      <td>4</td>\n",
       "      <td>4.174387</td>\n",
       "      <td>9.041922</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>196.0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>706</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>856</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</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>3</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>548</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</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>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>12.247694</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>4.382027</td>\n",
       "      <td>9.169518</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>978</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>284</td>\n",
       "      <td>1262</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</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>2</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>31.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>460</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</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>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>12.109011</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>60</td>\n",
       "      <td>4</td>\n",
       "      <td>4.219508</td>\n",
       "      <td>9.328123</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>162.0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>486</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>434</td>\n",
       "      <td>920</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</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>3</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>608</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</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>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>12.317167</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>70</td>\n",
       "      <td>4</td>\n",
       "      <td>4.094345</td>\n",
       "      <td>9.164296</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>91</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>216</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>540</td>\n",
       "      <td>756</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</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>3</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>642</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</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>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>11.849398</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>60</td>\n",
       "      <td>4</td>\n",
       "      <td>4.430817</td>\n",
       "      <td>9.565214</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>350.0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>655</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>490</td>\n",
       "      <td>1145</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</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>3</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>836</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</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>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>12.429216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>4.442651</td>\n",
       "      <td>9.554993</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>16</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>732</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>796</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</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>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>480</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</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>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>700</td>\n",
       "      <td>10</td>\n",
       "      <td>2009</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>11.870600</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "      <td>4.317488</td>\n",
       "      <td>9.218705</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>186.0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>1369</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>317</td>\n",
       "      <td>1686</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</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>3</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>636</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</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>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2007</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>12.634603</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>60</td>\n",
       "      <td>4</td>\n",
       "      <td>4.234107</td>\n",
       "      <td>9.247829</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>240.0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>859</td>\n",
       "      <td>2</td>\n",
       "      <td>32</td>\n",
       "      <td>216</td>\n",
       "      <td>1107</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</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>2</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>36.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>484</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</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>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>350</td>\n",
       "      <td>11</td>\n",
       "      <td>2009</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>12.206073</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3.931826</td>\n",
       "      <td>8.719317</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>77</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>952</td>\n",
       "      <td>952</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</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>2</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>77.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>468</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</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>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2008</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>11.774520</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>190</td>\n",
       "      <td>4</td>\n",
       "      <td>3.912023</td>\n",
       "      <td>8.911934</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>69</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>851</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>140</td>\n",
       "      <td>991</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</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>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>69.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>205</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</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>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2008</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>11.678440</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    MSSubClass  MSZoning  LotFrontage   LotArea  Street  Alley  LotShape  \\\n",
       "Id                                                                         \n",
       "1           60         4     4.174387  9.041922       2      3         1   \n",
       "2           20         4     4.382027  9.169518       2      3         1   \n",
       "3           60         4     4.219508  9.328123       2      3         2   \n",
       "4           70         4     4.094345  9.164296       2      3         2   \n",
       "5           60         4     4.430817  9.565214       2      3         2   \n",
       "6           50         4     4.442651  9.554993       2      3         2   \n",
       "7           20         4     4.317488  9.218705       2      3         1   \n",
       "8           60         4     4.234107  9.247829       2      3         2   \n",
       "9           50         2     3.931826  8.719317       2      3         1   \n",
       "10         190         4     3.912023  8.911934       2      3         1   \n",
       "\n",
       "    LandContour  Utilities  LotConfig  LandSlope  Neighborhood  Condition1  \\\n",
       "Id                                                                           \n",
       "1             2          2          1          1            15           3   \n",
       "2             2          2          3          1            12           2   \n",
       "3             2          2          1          1            15           3   \n",
       "4             2          2          2          1            17           3   \n",
       "5             2          2          3          1            23           3   \n",
       "6             2          2          1          1            10           3   \n",
       "7             2          2          1          1            19           3   \n",
       "8             2          2          2          1            13           6   \n",
       "9             2          2          1          1             5           1   \n",
       "10            2          2          2          1             4           1   \n",
       "\n",
       "    Condition2  BldgType  HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "Id                                                                          \n",
       "1            2         4           6            7            5          5   \n",
       "2            2         4           4            6            8         31   \n",
       "3            2         4           6            7            5          7   \n",
       "4            2         4           6            7            5         91   \n",
       "5            2         4           6            8            5          8   \n",
       "6            2         4           2            5            5         16   \n",
       "7            2         4           4            8            5          3   \n",
       "8            2         4           6            7            6         36   \n",
       "9            2         4           2            7            5         77   \n",
       "10           1         1           3            5            6         69   \n",
       "\n",
       "    YearRemodAdd  RoofStyle  RoofMatl  Exterior1st  Exterior2nd  MasVnrType  \\\n",
       "Id                                                                            \n",
       "1              5          1         1           11           11           3   \n",
       "2             31          1         1            5            4           2   \n",
       "3              6          1         1           11           11           3   \n",
       "4             36          1         1            3            5           2   \n",
       "5              8          1         1           11           11           3   \n",
       "6             14          1         1           11           11           2   \n",
       "7              2          1         1           11           11           5   \n",
       "8             36          1         1            7            6           5   \n",
       "9             58          1         1            9            5           2   \n",
       "10            58          1         1            5            4           2   \n",
       "\n",
       "    MasVnrArea  ExterQual  ExterCond  Foundation  BsmtQual  BsmtCond  \\\n",
       "Id                                                                     \n",
       "1        196.0          3          4           5         4         4   \n",
       "2          0.0          2          4           3         4         4   \n",
       "3        162.0          3          4           5         4         4   \n",
       "4          0.0          2          4           2         3         5   \n",
       "5        350.0          3          4           5         4         4   \n",
       "6          0.0          2          4           4         4         4   \n",
       "7        186.0          3          4           5         5         4   \n",
       "8        240.0          2          4           3         4         4   \n",
       "9          0.0          2          4           2         3         4   \n",
       "10         0.0          2          4           2         3         4   \n",
       "\n",
       "    BsmtExposure  BsmtFinType1  BsmtFinSF1  BsmtFinType2  BsmtFinSF2  \\\n",
       "Id                                                                     \n",
       "1              2             7         706             6           0   \n",
       "2              5             5         978             6           0   \n",
       "3              3             7         486             6           0   \n",
       "4              2             5         216             6           0   \n",
       "5              4             7         655             6           0   \n",
       "6              2             7         732             6           0   \n",
       "7              4             7        1369             6           0   \n",
       "8              3             5         859             2          32   \n",
       "9              2             6           0             6           0   \n",
       "10             2             7         851             6           0   \n",
       "\n",
       "    BsmtUnfSF  TotalBsmtSF  Heating  HeatingQC  CentralAir  Electrical  \\\n",
       "Id                                                                       \n",
       "1         150          856        3          5           2           4   \n",
       "2         284         1262        3          5           2           4   \n",
       "3         434          920        3          5           2           4   \n",
       "4         540          756        3          4           2           4   \n",
       "5         490         1145        3          5           2           4   \n",
       "6          64          796        3          5           2           4   \n",
       "7         317         1686        3          5           2           4   \n",
       "8         216         1107        3          5           2           4   \n",
       "9         952          952        3          4           2           2   \n",
       "10        140          991        3          5           2           4   \n",
       "\n",
       "    1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  \\\n",
       "Id                                                                            \n",
       "1   6.752270       854             0   7.444249             1             0   \n",
       "2   7.140453         0             0   7.140453             0             1   \n",
       "3   6.824374       866             0   7.487734             1             0   \n",
       "4   6.867974       756             0   7.448334             1             0   \n",
       "5   7.043160      1053             0   7.695303             1             0   \n",
       "6   6.679599       566             0   7.216709             1             0   \n",
       "7   7.434848         0             0   7.434848             1             0   \n",
       "8   7.009409       983             0   7.644919             1             0   \n",
       "9   6.929517       752             0   7.480992             0             0   \n",
       "10  6.981935         0             0   6.981935             1             0   \n",
       "\n",
       "    FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  KitchenQual  TotRmsAbvGrd  \\\n",
       "Id                                                                              \n",
       "1          2         1             3             1            3             8   \n",
       "2          2         0             3             1            2             6   \n",
       "3          2         1             3             1            3             6   \n",
       "4          1         0             3             1            3             7   \n",
       "5          2         1             4             1            3             9   \n",
       "6          1         1             1             1            2             5   \n",
       "7          2         0             3             1            3             7   \n",
       "8          2         1             3             1            2             7   \n",
       "9          2         0             2             2            2             8   \n",
       "10         1         0             2             2            2             5   \n",
       "\n",
       "    Functional  Fireplaces  FireplaceQu  GarageType  GarageYrBlt  \\\n",
       "Id                                                                 \n",
       "1            5           0            2           5          5.0   \n",
       "2            5           1            4           5         31.0   \n",
       "3            5           1            4           5          7.0   \n",
       "4            5           1            5           3          8.0   \n",
       "5            5           1            4           5          8.0   \n",
       "6            5           0            2           5         16.0   \n",
       "7            5           1            5           5          3.0   \n",
       "8            5           2            4           5         36.0   \n",
       "9            4           2            4           3         77.0   \n",
       "10           5           2            4           5         69.0   \n",
       "\n",
       "    GarageFinish  GarageCars  GarageArea  GarageQual  GarageCond  PavedDrive  \\\n",
       "Id                                                                             \n",
       "1              3           2         548           3           4           3   \n",
       "2              3           2         460           3           4           3   \n",
       "3              3           2         608           3           4           3   \n",
       "4              2           3         642           3           4           3   \n",
       "5              3           3         836           3           4           3   \n",
       "6              2           2         480           3           4           3   \n",
       "7              3           2         636           3           4           3   \n",
       "8              3           2         484           3           4           3   \n",
       "9              2           2         468           2           4           3   \n",
       "10             3           1         205           4           4           3   \n",
       "\n",
       "    WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  \\\n",
       "Id                                                                             \n",
       "1            0           61              0          0            0         0   \n",
       "2          298            0              0          0            0         0   \n",
       "3            0           42              0          0            0         0   \n",
       "4            0           35            272          0            0         0   \n",
       "5          192           84              0          0            0         0   \n",
       "6           40           30              0        320            0         0   \n",
       "7          255           57              0          0            0         0   \n",
       "8          235          204            228          0            0         0   \n",
       "9           90            0            205          0            0         0   \n",
       "10           0            4              0          0            0         0   \n",
       "\n",
       "    PoolQC  Fence  MiscFeature  MiscVal  MoSold  YrSold  SaleType  \\\n",
       "Id                                                                  \n",
       "1        1      5            3        0       2    2008         3   \n",
       "2        1      5            3        0       5    2007         3   \n",
       "3        1      5            3        0       9    2008         3   \n",
       "4        1      5            3        0       2    2006         3   \n",
       "5        1      5            3        0      12    2008         3   \n",
       "6        1      3            2      700      10    2009         3   \n",
       "7        1      5            3        0       8    2007         3   \n",
       "8        1      5            2      350      11    2009         3   \n",
       "9        1      5            3        0       4    2008         3   \n",
       "10       1      5            3        0       1    2008         3   \n",
       "\n",
       "    SaleCondition  SalePrice  LotFrontagenan  MasVnrAreanan  \n",
       "Id                                                           \n",
       "1               4  12.247694               0              0  \n",
       "2               4  12.109011               0              0  \n",
       "3               4  12.317167               0              0  \n",
       "4               1  11.849398               0              0  \n",
       "5               4  12.429216               0              0  \n",
       "6               4  11.870600               0              0  \n",
       "7               4  12.634603               0              0  \n",
       "8               4  12.206073               1              0  \n",
       "9               1  11.774520               0              0  \n",
       "10              4  11.678440               0              0  "
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data7.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "431d8177",
   "metadata": {},
   "source": [
    "## Feature Scaling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "df23e791",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Scaling Features: 81 \n",
      " ['MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street', 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig', 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType', 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd', 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType', 'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1', 'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating', 'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF', 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath', 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual', 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType', 'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual', 'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF', 'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC', 'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType', 'SaleCondition', 'LotFrontagenan', 'MasVnrAreanan']\n"
     ]
    }
   ],
   "source": [
    "data8=data7.copy()\n",
    "scaling_features=[feature for feature in data8.columns if feature not in 'SalePrice' ]\n",
    "print('Number of Scaling Features:',len(scaling_features), '\\n', scaling_features)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "27c8b25d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MinMaxScaler(feature_range=(1, 2))"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "scaler = MinMaxScaler(feature_range=(1, 2))\n",
    "scaler.fit(data8[scaling_features])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "dbbc9250",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.23529412, 1.75      , 1.41820812, ..., 1.75      , 1.        ,\n",
       "        1.        ],\n",
       "       [1.        , 1.75      , 1.49506375, ..., 1.75      , 1.        ,\n",
       "        1.        ],\n",
       "       [1.23529412, 1.75      , 1.434909  , ..., 1.75      , 1.        ,\n",
       "        1.        ],\n",
       "       ...,\n",
       "       [1.29411765, 1.75      , 1.42385922, ..., 1.75      , 1.        ,\n",
       "        1.        ],\n",
       "       [1.        , 1.75      , 1.434909  , ..., 1.75      , 1.        ,\n",
       "        1.        ],\n",
       "       [1.        , 1.75      , 1.47117546, ..., 1.75      , 1.        ,\n",
       "        1.        ]])"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaler.transform(data8[scaling_features])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "c34ef3b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "data9 = pd.concat([data8['SalePrice'].reset_index(drop=True),\n",
    "                  pd.DataFrame(scaler.transform(data8[scaling_features]),columns=scaling_features)],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "8dae5200",
   "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>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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12.247694</td>\n",
       "      <td>1.235294</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.418208</td>\n",
       "      <td>1.366344</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.636364</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.500</td>\n",
       "      <td>1.036765</td>\n",
       "      <td>1.098361</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.12250</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.25</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.125089</td>\n",
       "      <td>1.833333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.064212</td>\n",
       "      <td>1.140098</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.356155</td>\n",
       "      <td>1.413559</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.577712</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.375</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.046729</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.386460</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.111517</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.090909</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12.109011</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.495064</td>\n",
       "      <td>1.391317</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1.555556</td>\n",
       "      <td>1.875</td>\n",
       "      <td>1.227941</td>\n",
       "      <td>1.524590</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>1.25</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.75</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.173281</td>\n",
       "      <td>1.833333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.121575</td>\n",
       "      <td>1.206547</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.503056</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.470245</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.375</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.289720</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.324401</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.347725</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.363636</td>\n",
       "      <td>1.25</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12.317167</td>\n",
       "      <td>1.235294</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.434909</td>\n",
       "      <td>1.422359</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.636364</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.500</td>\n",
       "      <td>1.051471</td>\n",
       "      <td>1.114754</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.10125</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.50</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.086109</td>\n",
       "      <td>1.833333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.185788</td>\n",
       "      <td>1.150573</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.383441</td>\n",
       "      <td>1.419370</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.593095</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.375</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.065421</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.428773</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.076782</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.727273</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11.849398</td>\n",
       "      <td>1.294118</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.388581</td>\n",
       "      <td>1.390295</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.727273</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.500</td>\n",
       "      <td>1.669118</td>\n",
       "      <td>1.606557</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.25</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.25</td>\n",
       "      <td>1.50</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.038271</td>\n",
       "      <td>1.833333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.231164</td>\n",
       "      <td>1.123732</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.399941</td>\n",
       "      <td>1.366102</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.579157</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.375</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.416667</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>1.074766</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.452750</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.063985</td>\n",
       "      <td>1.492754</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.090909</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12.429216</td>\n",
       "      <td>1.235294</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.513123</td>\n",
       "      <td>1.468761</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.75</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.777778</td>\n",
       "      <td>1.500</td>\n",
       "      <td>1.058824</td>\n",
       "      <td>1.147541</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.21875</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.75</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.116052</td>\n",
       "      <td>1.833333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.209760</td>\n",
       "      <td>1.187398</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.466237</td>\n",
       "      <td>1.509927</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.666523</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1.500</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.583333</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>1.6</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1.074766</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.589563</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.224037</td>\n",
       "      <td>1.153565</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.666667</td>\n",
       "      <td>1.75</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SalePrice  MSSubClass  MSZoning  LotFrontage   LotArea  Street  Alley  \\\n",
       "0  12.247694    1.235294      1.75     1.418208  1.366344     2.0    2.0   \n",
       "1  12.109011    1.000000      1.75     1.495064  1.391317     2.0    2.0   \n",
       "2  12.317167    1.235294      1.75     1.434909  1.422359     2.0    2.0   \n",
       "3  11.849398    1.294118      1.75     1.388581  1.390295     2.0    2.0   \n",
       "4  12.429216    1.235294      1.75     1.513123  1.468761     2.0    2.0   \n",
       "\n",
       "   LotShape  LandContour  Utilities  LotConfig  LandSlope  Neighborhood  \\\n",
       "0  1.000000     1.333333        2.0       1.00        1.0      1.636364   \n",
       "1  1.000000     1.333333        2.0       1.50        1.0      1.500000   \n",
       "2  1.333333     1.333333        2.0       1.00        1.0      1.636364   \n",
       "3  1.333333     1.333333        2.0       1.25        1.0      1.727273   \n",
       "4  1.333333     1.333333        2.0       1.50        1.0      2.000000   \n",
       "\n",
       "   Condition1  Condition2  BldgType  HouseStyle  OverallQual  OverallCond  \\\n",
       "0         1.4         2.0      1.75         2.0     1.666667        1.500   \n",
       "1         1.2         2.0      1.75         1.6     1.555556        1.875   \n",
       "2         1.4         2.0      1.75         2.0     1.666667        1.500   \n",
       "3         1.4         2.0      1.75         2.0     1.666667        1.500   \n",
       "4         1.4         2.0      1.75         2.0     1.777778        1.500   \n",
       "\n",
       "   YearBuilt  YearRemodAdd  RoofStyle  RoofMatl  Exterior1st  Exterior2nd  \\\n",
       "0   1.036765      1.098361        1.0       1.0          2.0          2.0   \n",
       "1   1.227941      1.524590        1.0       1.0          1.4          1.3   \n",
       "2   1.051471      1.114754        1.0       1.0          2.0          2.0   \n",
       "3   1.669118      1.606557        1.0       1.0          1.2          1.4   \n",
       "4   1.058824      1.147541        1.0       1.0          2.0          2.0   \n",
       "\n",
       "   MasVnrType  MasVnrArea  ExterQual  ExterCond  Foundation  BsmtQual  \\\n",
       "0        1.50     1.12250   1.666667        2.0        2.00      1.75   \n",
       "1        1.25     1.00000   1.333333        2.0        1.50      1.75   \n",
       "2        1.50     1.10125   1.666667        2.0        2.00      1.75   \n",
       "3        1.25     1.00000   1.333333        2.0        1.25      1.50   \n",
       "4        1.50     1.21875   1.666667        2.0        2.00      1.75   \n",
       "\n",
       "   BsmtCond  BsmtExposure  BsmtFinType1  BsmtFinSF1  BsmtFinType2  BsmtFinSF2  \\\n",
       "0      1.75          1.25      2.000000    1.125089      1.833333         1.0   \n",
       "1      1.75          2.00      1.666667    1.173281      1.833333         1.0   \n",
       "2      1.75          1.50      2.000000    1.086109      1.833333         1.0   \n",
       "3      2.00          1.25      1.666667    1.038271      1.833333         1.0   \n",
       "4      1.75          1.75      2.000000    1.116052      1.833333         1.0   \n",
       "\n",
       "   BsmtUnfSF  TotalBsmtSF  Heating  HeatingQC  CentralAir  Electrical  \\\n",
       "0   1.064212     1.140098      2.0       2.00         2.0         2.0   \n",
       "1   1.121575     1.206547      2.0       2.00         2.0         2.0   \n",
       "2   1.185788     1.150573      2.0       2.00         2.0         2.0   \n",
       "3   1.231164     1.123732      2.0       1.75         2.0         2.0   \n",
       "4   1.209760     1.187398      2.0       2.00         2.0         2.0   \n",
       "\n",
       "   1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  \\\n",
       "0  1.356155  1.413559           1.0   1.577712      1.333333           1.0   \n",
       "1  1.503056  1.000000           1.0   1.470245      1.000000           1.5   \n",
       "2  1.383441  1.419370           1.0   1.593095      1.333333           1.0   \n",
       "3  1.399941  1.366102           1.0   1.579157      1.333333           1.0   \n",
       "4  1.466237  1.509927           1.0   1.666523      1.333333           1.0   \n",
       "\n",
       "   FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  KitchenQual  TotRmsAbvGrd  \\\n",
       "0  1.666667       1.5         1.375      1.333333     1.666667      1.500000   \n",
       "1  1.666667       1.0         1.375      1.333333     1.333333      1.333333   \n",
       "2  1.666667       1.5         1.375      1.333333     1.666667      1.333333   \n",
       "3  1.333333       1.0         1.375      1.333333     1.666667      1.416667   \n",
       "4  1.666667       1.5         1.500      1.333333     1.666667      1.583333   \n",
       "\n",
       "   Functional  Fireplaces  FireplaceQu  GarageType  GarageYrBlt  GarageFinish  \\\n",
       "0         2.0    1.000000          1.2         1.8     1.046729      1.666667   \n",
       "1         2.0    1.333333          1.6         1.8     1.289720      1.666667   \n",
       "2         2.0    1.333333          1.6         1.8     1.065421      1.666667   \n",
       "3         2.0    1.333333          1.8         1.4     1.074766      1.333333   \n",
       "4         2.0    1.333333          1.6         1.8     1.074766      1.666667   \n",
       "\n",
       "   GarageCars  GarageArea  GarageQual  GarageCond  PavedDrive  WoodDeckSF  \\\n",
       "0        1.50    1.386460    1.666667         2.0         2.0    1.000000   \n",
       "1        1.50    1.324401    1.666667         2.0         2.0    1.347725   \n",
       "2        1.50    1.428773    1.666667         2.0         2.0    1.000000   \n",
       "3        1.75    1.452750    1.666667         2.0         2.0    1.000000   \n",
       "4        1.75    1.589563    1.666667         2.0         2.0    1.224037   \n",
       "\n",
       "   OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  PoolQC  \\\n",
       "0     1.111517       1.000000        1.0          1.0       1.0     1.0   \n",
       "1     1.000000       1.000000        1.0          1.0       1.0     1.0   \n",
       "2     1.076782       1.000000        1.0          1.0       1.0     1.0   \n",
       "3     1.063985       1.492754        1.0          1.0       1.0     1.0   \n",
       "4     1.153565       1.000000        1.0          1.0       1.0     1.0   \n",
       "\n",
       "   Fence  MiscFeature  MiscVal    MoSold  YrSold  SaleType  SaleCondition  \\\n",
       "0    2.0          2.0      1.0  1.090909    1.50  1.666667           1.75   \n",
       "1    2.0          2.0      1.0  1.363636    1.25  1.666667           1.75   \n",
       "2    2.0          2.0      1.0  1.727273    1.50  1.666667           1.75   \n",
       "3    2.0          2.0      1.0  1.090909    1.00  1.666667           1.00   \n",
       "4    2.0          2.0      1.0  2.000000    1.50  1.666667           1.75   \n",
       "\n",
       "   LotFrontagenan  MasVnrAreanan  \n",
       "0             1.0            1.0  \n",
       "1             1.0            1.0  \n",
       "2             1.0            1.0  \n",
       "3             1.0            1.0  \n",
       "4             1.0            1.0  "
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data9.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "4bfd9afa",
   "metadata": {},
   "outputs": [],
   "source": [
    "data9.to_csv('X_train_house_price.csv',index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c2d40ab",
   "metadata": {},
   "source": [
    "### If you want to learn about Feature Selection on the same dataset check the link below for GitHub repository"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37c51a93",
   "metadata": {},
   "source": [
    "https://github.com/MoinDalvs/Learn_Feature_Selection_House_Price/blob/main/Feature_Selection_House_Prices.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bc62ecff",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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