lasso_regression.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "25b48ba7-e69a-4c56-863d-19b8ab08bf43",
   "metadata": {
    "tags": []
   },
   "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>PID</th>\n",
       "      <th>GrLivArea</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>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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>909176150</td>\n",
       "      <td>856</td>\n",
       "      <td>126000</td>\n",
       "      <td>30</td>\n",
       "      <td>RL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7890</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>SWISU</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1939</td>\n",
       "      <td>1950</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
       "      <td>238.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>856.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>856</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1939.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2.0</td>\n",
       "      <td>399.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>166</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>905476230</td>\n",
       "      <td>1049</td>\n",
       "      <td>139500</td>\n",
       "      <td>120</td>\n",
       "      <td>RL</td>\n",
       "      <td>42.0</td>\n",
       "      <td>4235</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>Edwards</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1984</td>\n",
       "      <td>1984</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>149.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>552.0</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>393.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>1049.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1049</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>1.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>105</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>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>911128020</td>\n",
       "      <td>1001</td>\n",
       "      <td>124900</td>\n",
       "      <td>30</td>\n",
       "      <td>C (all)</td>\n",
       "      <td>60.0</td>\n",
       "      <td>6060</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>IDOTRR</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>1930</td>\n",
       "      <td>2007</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>737.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>837.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1001</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>Po</td>\n",
       "      <td>N</td>\n",
       "      <td>154</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>86</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>11</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>535377150</td>\n",
       "      <td>1039</td>\n",
       "      <td>114000</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>8146</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>OldTown</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>1900</td>\n",
       "      <td>2003</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Gd</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>Fa</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>717</td>\n",
       "      <td>322</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>N</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>168</td>\n",
       "      <td>0</td>\n",
       "      <td>111</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>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>534177230</td>\n",
       "      <td>1665</td>\n",
       "      <td>227000</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>70.0</td>\n",
       "      <td>8400</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>NWAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>643.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>810.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>810</td>\n",
       "      <td>855</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>528.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>45</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>11</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>903205040</td>\n",
       "      <td>952</td>\n",
       "      <td>121000</td>\n",
       "      <td>30</td>\n",
       "      <td>RL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8854</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>BrkSide</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1.5Unf</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1916</td>\n",
       "      <td>1950</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>Grav</td>\n",
       "      <td>Fa</td>\n",
       "      <td>N</td>\n",
       "      <td>FuseF</td>\n",
       "      <td>952</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Fa</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1916.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>Fa</td>\n",
       "      <td>Po</td>\n",
       "      <td>P</td>\n",
       "      <td>0</td>\n",
       "      <td>98</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</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>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>905402060</td>\n",
       "      <td>1733</td>\n",
       "      <td>139600</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13680</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>CulDSac</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Edwards</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1955</td>\n",
       "      <td>1955</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Slab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>FuseA</td>\n",
       "      <td>1733</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>8</td>\n",
       "      <td>Min2</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1955.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2.0</td>\n",
       "      <td>452.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>909275030</td>\n",
       "      <td>2002</td>\n",
       "      <td>145000</td>\n",
       "      <td>90</td>\n",
       "      <td>RH</td>\n",
       "      <td>82.0</td>\n",
       "      <td>6270</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>HLS</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>2Story</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1949</td>\n",
       "      <td>1950</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>284.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>717.0</td>\n",
       "      <td>1001.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>N</td>\n",
       "      <td>FuseA</td>\n",
       "      <td>1001</td>\n",
       "      <td>1001</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2Types</td>\n",
       "      <td>1949.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>3.0</td>\n",
       "      <td>871.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>907192040</td>\n",
       "      <td>1842</td>\n",
       "      <td>217500</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8826</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>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>144.0</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>841.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>985.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>985</td>\n",
       "      <td>857</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2.0</td>\n",
       "      <td>486.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>193</td>\n",
       "      <td>96</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>7</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>906223180</td>\n",
       "      <td>1911</td>\n",
       "      <td>215000</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9554</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>SawyerW</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>1993</td>\n",
       "      <td>1994</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>125.0</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>380.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>777.0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1065</td>\n",
       "      <td>846</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2.0</td>\n",
       "      <td>471.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>182</td>\n",
       "      <td>81</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>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2580 rows × 81 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           PID  GrLivArea  SalePrice  MSSubClass MSZoning  LotFrontage  \\\n",
       "1    909176150        856     126000          30       RL          NaN   \n",
       "2    905476230       1049     139500         120       RL         42.0   \n",
       "3    911128020       1001     124900          30  C (all)         60.0   \n",
       "4    535377150       1039     114000          70       RL         80.0   \n",
       "5    534177230       1665     227000          60       RL         70.0   \n",
       "..         ...        ...        ...         ...      ...          ...   \n",
       "759  903205040        952     121000          30       RL          NaN   \n",
       "760  905402060       1733     139600          20       RL          NaN   \n",
       "761  909275030       2002     145000          90       RH         82.0   \n",
       "762  907192040       1842     217500          60       RL          NaN   \n",
       "763  906223180       1911     215000          60       RL         80.0   \n",
       "\n",
       "     LotArea Street Alley LotShape LandContour Utilities LotConfig LandSlope  \\\n",
       "1       7890   Pave   NaN      Reg         Lvl    AllPub    Corner       Gtl   \n",
       "2       4235   Pave   NaN      Reg         Lvl    AllPub    Inside       Gtl   \n",
       "3       6060   Pave   NaN      Reg         Lvl    AllPub    Inside       Gtl   \n",
       "4       8146   Pave   NaN      Reg         Lvl    AllPub    Corner       Gtl   \n",
       "5       8400   Pave   NaN      Reg         Lvl    AllPub    Inside       Gtl   \n",
       "..       ...    ...   ...      ...         ...       ...       ...       ...   \n",
       "759     8854   Pave   NaN      Reg         Lvl    AllPub    Inside       Gtl   \n",
       "760    13680   Pave   NaN      IR1         Lvl    AllPub   CulDSac       Gtl   \n",
       "761     6270   Pave   NaN      Reg         HLS    AllPub    Inside       Gtl   \n",
       "762     8826   Pave   NaN      Reg         Lvl    AllPub    Inside       Gtl   \n",
       "763     9554   Pave   NaN      IR1         Lvl    AllPub    Inside       Gtl   \n",
       "\n",
       "    Neighborhood Condition1 Condition2 BldgType HouseStyle  OverallQual  \\\n",
       "1          SWISU       Norm       Norm     1Fam     1Story            6   \n",
       "2        Edwards       Norm       Norm   TwnhsE     1Story            5   \n",
       "3         IDOTRR       Norm       Norm     1Fam     1Story            5   \n",
       "4        OldTown       Norm       Norm     1Fam     2Story            4   \n",
       "5         NWAmes       Norm       Norm     1Fam     2Story            8   \n",
       "..           ...        ...        ...      ...        ...          ...   \n",
       "759      BrkSide       Norm       Norm     1Fam     1.5Unf            6   \n",
       "760      Edwards       Norm       Norm     1Fam     1Story            3   \n",
       "761      Crawfor       Norm       Norm   Duplex     2Story            5   \n",
       "762      CollgCr       Norm       Norm     1Fam     2Story            7   \n",
       "763      SawyerW       Norm       Norm     1Fam     2Story            8   \n",
       "\n",
       "     OverallCond  YearBuilt  YearRemodAdd RoofStyle RoofMatl Exterior1st  \\\n",
       "1              6       1939          1950     Gable  CompShg     Wd Sdng   \n",
       "2              5       1984          1984     Gable  CompShg     HdBoard   \n",
       "3              9       1930          2007       Hip  CompShg     MetalSd   \n",
       "4              8       1900          2003     Gable  CompShg     MetalSd   \n",
       "5              6       2001          2001     Gable  CompShg     VinylSd   \n",
       "..           ...        ...           ...       ...      ...         ...   \n",
       "759            6       1916          1950     Gable  CompShg     Wd Sdng   \n",
       "760            5       1955          1955       Hip  CompShg     BrkFace   \n",
       "761            6       1949          1950     Gable  CompShg     MetalSd   \n",
       "762            5       2000          2000     Gable  CompShg     VinylSd   \n",
       "763            5       1993          1994     Gable  CompShg     VinylSd   \n",
       "\n",
       "    Exterior2nd MasVnrType  MasVnrArea ExterQual ExterCond Foundation  \\\n",
       "1       Wd Sdng       None         0.0        TA        TA     CBlock   \n",
       "2       HdBoard    BrkFace       149.0        Gd        TA     CBlock   \n",
       "3       MetalSd       None         0.0        Gd        TA     BrkTil   \n",
       "4       MetalSd       None         0.0        Gd        Gd     BrkTil   \n",
       "5       VinylSd       None         0.0        Gd        TA      PConc   \n",
       "..          ...        ...         ...       ...       ...        ...   \n",
       "759     Wd Sdng       None         0.0        TA        TA     BrkTil   \n",
       "760     Wd Sdng       None         0.0        TA        TA       Slab   \n",
       "761     MetalSd       None         0.0        TA        TA     CBlock   \n",
       "762     VinylSd    BrkFace       144.0        Gd        TA      PConc   \n",
       "763     VinylSd    BrkFace       125.0        Gd        TA      PConc   \n",
       "\n",
       "    BsmtQual BsmtCond BsmtExposure BsmtFinType1  BsmtFinSF1 BsmtFinType2  \\\n",
       "1         TA       TA           No          Rec       238.0          Unf   \n",
       "2         Gd       TA           Mn          GLQ       552.0          ALQ   \n",
       "3         TA       TA           No          ALQ       737.0          Unf   \n",
       "4         Fa       TA           No          Unf         0.0          Unf   \n",
       "5         Gd       TA           No          GLQ       643.0          Unf   \n",
       "..       ...      ...          ...          ...         ...          ...   \n",
       "759       TA       TA           No          Unf         0.0          Unf   \n",
       "760      NaN      NaN          NaN          NaN         0.0          NaN   \n",
       "761       TA       TA           No          BLQ       284.0          Unf   \n",
       "762       Gd       TA           No          GLQ       841.0          Unf   \n",
       "763       Gd       TA           No          GLQ       380.0          Unf   \n",
       "\n",
       "     BsmtFinSF2  BsmtUnfSF  TotalBsmtSF Heating HeatingQC CentralAir  \\\n",
       "1           0.0      618.0        856.0    GasA        TA          Y   \n",
       "2         393.0      104.0       1049.0    GasA        TA          Y   \n",
       "3           0.0      100.0        837.0    GasA        Ex          Y   \n",
       "4           0.0      405.0        405.0    GasA        Gd          Y   \n",
       "5           0.0      167.0        810.0    GasA        Ex          Y   \n",
       "..          ...        ...          ...     ...       ...        ...   \n",
       "759         0.0      952.0        952.0    Grav        Fa          N   \n",
       "760         0.0        0.0          0.0    GasA        Ex          Y   \n",
       "761         0.0      717.0       1001.0    GasA        TA          N   \n",
       "762         0.0      144.0        985.0    GasA        Ex          Y   \n",
       "763         0.0      397.0        777.0    GasA        Ex          Y   \n",
       "\n",
       "    Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  BsmtFullBath  BsmtHalfBath  \\\n",
       "1        SBrkr       856         0             0           1.0           0.0   \n",
       "2        SBrkr      1049         0             0           1.0           0.0   \n",
       "3        SBrkr      1001         0             0           0.0           0.0   \n",
       "4        SBrkr       717       322             0           0.0           0.0   \n",
       "5        SBrkr       810       855             0           1.0           0.0   \n",
       "..         ...       ...       ...           ...           ...           ...   \n",
       "759      FuseF       952         0             0           0.0           0.0   \n",
       "760      FuseA      1733         0             0           0.0           0.0   \n",
       "761      FuseA      1001      1001             0           0.0           0.0   \n",
       "762      SBrkr       985       857             0           1.0           0.0   \n",
       "763      SBrkr      1065       846             0           0.0           0.0   \n",
       "\n",
       "     FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr KitchenQual  TotRmsAbvGrd  \\\n",
       "1           1         0             2             1          TA             4   \n",
       "2           2         0             2             1          Gd             5   \n",
       "3           1         0             2             1          Gd             5   \n",
       "4           1         0             2             1          TA             6   \n",
       "5           2         1             3             1          Gd             6   \n",
       "..        ...       ...           ...           ...         ...           ...   \n",
       "759         1         0             2             1          Fa             4   \n",
       "760         2         0             4             1          TA             8   \n",
       "761         2         0             4             2          TA             8   \n",
       "762         2         1             3             1          Gd             7   \n",
       "763         2         1             3             1          Gd             8   \n",
       "\n",
       "    Functional  Fireplaces FireplaceQu GarageType  GarageYrBlt GarageFinish  \\\n",
       "1          Typ           1          Gd     Detchd       1939.0          Unf   \n",
       "2          Typ           0         NaN     Attchd       1984.0          Fin   \n",
       "3          Typ           0         NaN     Detchd       1930.0          Unf   \n",
       "4          Typ           0         NaN     Detchd       1940.0          Unf   \n",
       "5          Typ           0         NaN     Attchd       2001.0          Fin   \n",
       "..         ...         ...         ...        ...          ...          ...   \n",
       "759        Typ           1          Gd     Detchd       1916.0          Unf   \n",
       "760       Min2           1          Gd     Attchd       1955.0          Unf   \n",
       "761        Typ           0         NaN     2Types       1949.0          Unf   \n",
       "762        Typ           1          TA     Attchd       2000.0          Fin   \n",
       "763        Typ           1          TA     Attchd       1993.0          RFn   \n",
       "\n",
       "     GarageCars  GarageArea GarageQual GarageCond PavedDrive  WoodDeckSF  \\\n",
       "1           2.0       399.0         TA         TA          Y           0   \n",
       "2           1.0       266.0         TA         TA          Y           0   \n",
       "3           1.0       216.0         TA         Po          N         154   \n",
       "4           1.0       281.0         TA         TA          N           0   \n",
       "5           2.0       528.0         TA         TA          Y           0   \n",
       "..          ...         ...        ...        ...        ...         ...   \n",
       "759         1.0       192.0         Fa         Po          P           0   \n",
       "760         2.0       452.0         TA         TA          Y           0   \n",
       "761         3.0       871.0         TA         TA          Y           0   \n",
       "762         2.0       486.0         TA         TA          Y         193   \n",
       "763         2.0       471.0         TA         TA          Y         182   \n",
       "\n",
       "     OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea PoolQC  \\\n",
       "1              0              0          0          166         0    NaN   \n",
       "2            105              0          0            0         0    NaN   \n",
       "3              0             42         86            0         0    NaN   \n",
       "4              0            168          0          111         0    NaN   \n",
       "5             45              0          0            0         0    NaN   \n",
       "..           ...            ...        ...          ...       ...    ...   \n",
       "759           98              0          0           40         0    NaN   \n",
       "760            0              0          0            0         0    NaN   \n",
       "761            0              0          0            0         0    NaN   \n",
       "762           96              0          0            0         0    NaN   \n",
       "763           81              0          0            0         0    NaN   \n",
       "\n",
       "    Fence MiscFeature  MiscVal  MoSold  YrSold SaleType SaleCondition  \n",
       "1     NaN         NaN        0       3    2010      WD         Normal  \n",
       "2     NaN         NaN        0       2    2009      WD         Normal  \n",
       "3     NaN         NaN        0      11    2007      WD         Normal  \n",
       "4     NaN         NaN        0       5    2009      WD         Normal  \n",
       "5     NaN         NaN        0      11    2009      WD         Normal  \n",
       "..    ...         ...      ...     ...     ...      ...           ...  \n",
       "759   NaN         NaN        0       5    2009      WD         Normal  \n",
       "760   NaN         NaN        0       6    2009      WD         Normal  \n",
       "761   NaN         NaN        0       8    2007      WD         Normal  \n",
       "762   NaN         NaN        0       7    2007      WD         Normal  \n",
       "763   NaN         NaN        0       9    2006      WD         Normal  \n",
       "\n",
       "[2580 rows x 81 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import missingno as msno\n",
    "\n",
    "from time import sleep\n",
    "\n",
    "from sklearn.feature_selection import f_regression\n",
    "from sklearn.linear_model import LinearRegression, Ridge, Lasso, ElasticNet, LassoCV\n",
    "from sklearn.model_selection import train_test_split, cross_val_score, KFold, GridSearchCV\n",
    "from sklearn.preprocessing import StandardScaler, OneHotEncoder, normalize\n",
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n",
    "\n",
    "from tqdm import tqdm\n",
    "\n",
    "\n",
    "from sklearn.model_selection import cross_validate\n",
    "\n",
    "from sklearn.model_selection import ParameterGrid\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import math\n",
    "\n",
    "from sklearn import ensemble\n",
    "\n",
    "pd.set_option('display.max_columns', None)\n",
    "\n",
    "%matplotlib inline  \n",
    "\n",
    "housing_raw = pd.read_csv('./data/Ames_Housing_Price_Data.csv', index_col=0)\n",
    "price = housing_raw['SalePrice'].copy()\n",
    "housing_raw"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ba3e6bf-5301-4c91-94a7-7f86aedd8fb9",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Eliminating Outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "686babfa-6e4f-40fe-9243-3de0d18b8f48",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "housing_raw = housing_raw[housing_raw['GrLivArea']< 4000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d9607726-d466-4085-84dd-828125e0f902",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "housing_raw['MSSubClass'] = housing_raw['MSSubClass'].astype('str')\n",
    "housing_raw['YrSold'] = housing_raw['YrSold'].astype(str)\n",
    "housing_raw['MoSold'] = housing_raw['MoSold'].astype(str)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "504b2562-34ee-4b55-a9d0-4c9097d720a3",
   "metadata": {},
   "source": [
    "# Filling in NA for Numerical Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a9c45c08-116f-4447-92e4-2e3061c1bae4",
   "metadata": {
    "tags": []
   },
   "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>PID</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>SalePrice</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>909176150</td>\n",
       "      <td>856</td>\n",
       "      <td>126000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7890</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1939</td>\n",
       "      <td>1950</td>\n",
       "      <td>0.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>856.0</td>\n",
       "      <td>856</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1939.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>399.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>166</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>905476230</td>\n",
       "      <td>1049</td>\n",
       "      <td>139500</td>\n",
       "      <td>42.0</td>\n",
       "      <td>4235</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1984</td>\n",
       "      <td>1984</td>\n",
       "      <td>149.0</td>\n",
       "      <td>552.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>1049.0</td>\n",
       "      <td>1049</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>0</td>\n",
       "      <td>105</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>911128020</td>\n",
       "      <td>1001</td>\n",
       "      <td>124900</td>\n",
       "      <td>60.0</td>\n",
       "      <td>6060</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>1930</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.0</td>\n",
       "      <td>737.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>837.0</td>\n",
       "      <td>1001</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>154</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>535377150</td>\n",
       "      <td>1039</td>\n",
       "      <td>114000</td>\n",
       "      <td>80.0</td>\n",
       "      <td>8146</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>1900</td>\n",
       "      <td>2003</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>717</td>\n",
       "      <td>322</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>168</td>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>534177230</td>\n",
       "      <td>1665</td>\n",
       "      <td>227000</td>\n",
       "      <td>70.0</td>\n",
       "      <td>8400</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>643.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>810.0</td>\n",
       "      <td>810</td>\n",
       "      <td>855</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>528.0</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         PID  GrLivArea  SalePrice  LotFrontage  LotArea  OverallQual  \\\n",
       "1  909176150        856     126000          NaN     7890            6   \n",
       "2  905476230       1049     139500         42.0     4235            5   \n",
       "3  911128020       1001     124900         60.0     6060            5   \n",
       "4  535377150       1039     114000         80.0     8146            4   \n",
       "5  534177230       1665     227000         70.0     8400            8   \n",
       "\n",
       "   OverallCond  YearBuilt  YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  \\\n",
       "1            6       1939          1950         0.0       238.0         0.0   \n",
       "2            5       1984          1984       149.0       552.0       393.0   \n",
       "3            9       1930          2007         0.0       737.0         0.0   \n",
       "4            8       1900          2003         0.0         0.0         0.0   \n",
       "5            6       2001          2001         0.0       643.0         0.0   \n",
       "\n",
       "   BsmtUnfSF  TotalBsmtSF  1stFlrSF  2ndFlrSF  LowQualFinSF  BsmtFullBath  \\\n",
       "1      618.0        856.0       856         0             0           1.0   \n",
       "2      104.0       1049.0      1049         0             0           1.0   \n",
       "3      100.0        837.0      1001         0             0           0.0   \n",
       "4      405.0        405.0       717       322             0           0.0   \n",
       "5      167.0        810.0       810       855             0           1.0   \n",
       "\n",
       "   BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  TotRmsAbvGrd  \\\n",
       "1           0.0         1         0             2             1             4   \n",
       "2           0.0         2         0             2             1             5   \n",
       "3           0.0         1         0             2             1             5   \n",
       "4           0.0         1         0             2             1             6   \n",
       "5           0.0         2         1             3             1             6   \n",
       "\n",
       "   Fireplaces  GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  \\\n",
       "1           1       1939.0         2.0       399.0           0            0   \n",
       "2           0       1984.0         1.0       266.0           0          105   \n",
       "3           0       1930.0         1.0       216.0         154            0   \n",
       "4           0       1940.0         1.0       281.0           0            0   \n",
       "5           0       2001.0         2.0       528.0           0           45   \n",
       "\n",
       "   EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal  \n",
       "1              0          0          166         0        0  \n",
       "2              0          0            0         0        0  \n",
       "3             42         86            0         0        0  \n",
       "4            168          0          111         0        0  \n",
       "5              0          0            0         0        0  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_num = housing_raw.select_dtypes(['int64','float64']).copy()\n",
    "df_num.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "030c31bb-0678-47ca-bc8a-6fdda9625290",
   "metadata": {
    "tags": []
   },
   "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>GrLivArea</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>856</td>\n",
       "      <td>68.470227</td>\n",
       "      <td>7890</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1939</td>\n",
       "      <td>1950</td>\n",
       "      <td>0.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>856.0</td>\n",
       "      <td>856</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1939.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>399.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>166</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1049</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>4235</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1984</td>\n",
       "      <td>1984</td>\n",
       "      <td>149.0</td>\n",
       "      <td>552.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>1049.0</td>\n",
       "      <td>1049</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>0</td>\n",
       "      <td>105</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1001</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>6060</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>1930</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.0</td>\n",
       "      <td>737.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>837.0</td>\n",
       "      <td>1001</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>154</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1039</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>8146</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>1900</td>\n",
       "      <td>2003</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>717</td>\n",
       "      <td>322</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>168</td>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1665</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>8400</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>643.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>810.0</td>\n",
       "      <td>810</td>\n",
       "      <td>855</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>528.0</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>952</td>\n",
       "      <td>68.470227</td>\n",
       "      <td>8854</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1916</td>\n",
       "      <td>1950</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>952</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1916.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>0</td>\n",
       "      <td>98</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>1733</td>\n",
       "      <td>68.470227</td>\n",
       "      <td>13680</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1955</td>\n",
       "      <td>1955</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1733</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1955.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>452.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>2002</td>\n",
       "      <td>82.000000</td>\n",
       "      <td>6270</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1949</td>\n",
       "      <td>1950</td>\n",
       "      <td>0.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>717.0</td>\n",
       "      <td>1001.0</td>\n",
       "      <td>1001</td>\n",
       "      <td>1001</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1949.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>871.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>1842</td>\n",
       "      <td>68.470227</td>\n",
       "      <td>8826</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "      <td>144.0</td>\n",
       "      <td>841.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>985.0</td>\n",
       "      <td>985</td>\n",
       "      <td>857</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>486.0</td>\n",
       "      <td>193</td>\n",
       "      <td>96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>1911</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>9554</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1993</td>\n",
       "      <td>1994</td>\n",
       "      <td>125.0</td>\n",
       "      <td>380.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>777.0</td>\n",
       "      <td>1065</td>\n",
       "      <td>846</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>471.0</td>\n",
       "      <td>182</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2578 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     GrLivArea  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
       "1          856    68.470227     7890            6            6       1939   \n",
       "2         1049    42.000000     4235            5            5       1984   \n",
       "3         1001    60.000000     6060            5            9       1930   \n",
       "4         1039    80.000000     8146            4            8       1900   \n",
       "5         1665    70.000000     8400            8            6       2001   \n",
       "..         ...          ...      ...          ...          ...        ...   \n",
       "759        952    68.470227     8854            6            6       1916   \n",
       "760       1733    68.470227    13680            3            5       1955   \n",
       "761       2002    82.000000     6270            5            6       1949   \n",
       "762       1842    68.470227     8826            7            5       2000   \n",
       "763       1911    80.000000     9554            8            5       1993   \n",
       "\n",
       "     YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "1            1950         0.0       238.0         0.0      618.0        856.0   \n",
       "2            1984       149.0       552.0       393.0      104.0       1049.0   \n",
       "3            2007         0.0       737.0         0.0      100.0        837.0   \n",
       "4            2003         0.0         0.0         0.0      405.0        405.0   \n",
       "5            2001         0.0       643.0         0.0      167.0        810.0   \n",
       "..            ...         ...         ...         ...        ...          ...   \n",
       "759          1950         0.0         0.0         0.0      952.0        952.0   \n",
       "760          1955         0.0         0.0         0.0        0.0          0.0   \n",
       "761          1950         0.0       284.0         0.0      717.0       1001.0   \n",
       "762          2000       144.0       841.0         0.0      144.0        985.0   \n",
       "763          1994       125.0       380.0         0.0      397.0        777.0   \n",
       "\n",
       "     1stFlrSF  2ndFlrSF  LowQualFinSF  BsmtFullBath  BsmtHalfBath  FullBath  \\\n",
       "1         856         0             0           1.0           0.0         1   \n",
       "2        1049         0             0           1.0           0.0         2   \n",
       "3        1001         0             0           0.0           0.0         1   \n",
       "4         717       322             0           0.0           0.0         1   \n",
       "5         810       855             0           1.0           0.0         2   \n",
       "..        ...       ...           ...           ...           ...       ...   \n",
       "759       952         0             0           0.0           0.0         1   \n",
       "760      1733         0             0           0.0           0.0         2   \n",
       "761      1001      1001             0           0.0           0.0         2   \n",
       "762       985       857             0           1.0           0.0         2   \n",
       "763      1065       846             0           0.0           0.0         2   \n",
       "\n",
       "     HalfBath  BedroomAbvGr  KitchenAbvGr  TotRmsAbvGrd  Fireplaces  \\\n",
       "1           0             2             1             4           1   \n",
       "2           0             2             1             5           0   \n",
       "3           0             2             1             5           0   \n",
       "4           0             2             1             6           0   \n",
       "5           1             3             1             6           0   \n",
       "..        ...           ...           ...           ...         ...   \n",
       "759         0             2             1             4           1   \n",
       "760         0             4             1             8           1   \n",
       "761         0             4             2             8           0   \n",
       "762         1             3             1             7           1   \n",
       "763         1             3             1             8           1   \n",
       "\n",
       "     GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  \\\n",
       "1         1939.0         2.0       399.0           0            0   \n",
       "2         1984.0         1.0       266.0           0          105   \n",
       "3         1930.0         1.0       216.0         154            0   \n",
       "4         1940.0         1.0       281.0           0            0   \n",
       "5         2001.0         2.0       528.0           0           45   \n",
       "..           ...         ...         ...         ...          ...   \n",
       "759       1916.0         1.0       192.0           0           98   \n",
       "760       1955.0         2.0       452.0           0            0   \n",
       "761       1949.0         3.0       871.0           0            0   \n",
       "762       2000.0         2.0       486.0         193           96   \n",
       "763       1993.0         2.0       471.0         182           81   \n",
       "\n",
       "     EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal  \n",
       "1                0          0          166         0        0  \n",
       "2                0          0            0         0        0  \n",
       "3               42         86            0         0        0  \n",
       "4              168          0          111         0        0  \n",
       "5                0          0            0         0        0  \n",
       "..             ...        ...          ...       ...      ...  \n",
       "759              0          0           40         0        0  \n",
       "760              0          0            0         0        0  \n",
       "761              0          0            0         0        0  \n",
       "762              0          0            0         0        0  \n",
       "763              0          0            0         0        0  \n",
       "\n",
       "[2578 rows x 33 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_num['LotFrontage'].fillna(df_num['LotFrontage'].mean(), inplace = True)\n",
    "\n",
    "# Because there is only 1 null value for area, we just fill in with the Year the house was built\n",
    "df_num.loc[df_num['GarageArea'].isnull(), 'GarageYrBlt'] = df_num.loc[df_num['GarageArea'].isnull(),'YearBuilt']\n",
    "df_num['GarageArea'].fillna(housing_raw[housing_raw['GarageType']== 'Detchd']['GarageArea'].mean(), inplace = True)\n",
    "df_num.loc[df_num['GarageCars'].isnull(), 'GarageCars'] = 2\n",
    "\n",
    "\n",
    "df_num.drop(['SalePrice', 'PID'],inplace=True, axis = 1)\n",
    "# MsnrVrArea, TotalBsmtSF, GarageCars, BsmtHalfBath, BsmtFullBath\n",
    "df_num.fillna(0,inplace = True)\n",
    "price = housing_raw['SalePrice'].copy()\n",
    "# msno.bar(df_num)\n",
    "df_num"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7b8aea8-1a76-44b2-907d-3db3e019d9da",
   "metadata": {},
   "source": [
    "# One Hot Encoding Categorical Columns and filling in NA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5452324d-ac28-4956-92de-6caf0c9fee11",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2578, 46)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Selecting Categorical Values\n",
    "# Mapping the respective categorical columns ordinally\n",
    "df_cat = housing_raw.select_dtypes(['object']).copy()\n",
    "df_cat.fillna('None', inplace = True)\n",
    "df_cat\n",
    "# Define the mapping\n",
    "po_ex_ordinal_mapping = {'Po': 1, 'Fa': 2, 'TA': 3, 'Gd':4, 'Ex':5}\n",
    "# Apply the mapping\n",
    "df_cat['ExterQual'] = df_cat['ExterQual'].map(po_ex_ordinal_mapping)\n",
    "df_cat['ExterCond'] = df_cat['ExterCond'].map(po_ex_ordinal_mapping)\n",
    "df_cat['KitchenQual'] = df_cat['KitchenQual'].map(po_ex_ordinal_mapping)\n",
    "df_cat['HeatingQC'] = df_cat['HeatingQC'].map(po_ex_ordinal_mapping)\n",
    "\n",
    "\n",
    "# Defind the mapping\n",
    "none_ex6_ordinal_mapping = {'None': 0, 'Po': 1, 'Fa': 2, 'TA':3, 'Gd':4, 'Ex':5}\n",
    "# Apply the mapping\n",
    "df_cat['BsmtQual'] = df_cat['BsmtQual'].map(none_ex6_ordinal_mapping)\n",
    "df_cat['BsmtCond'] = df_cat['BsmtCond'].map(none_ex6_ordinal_mapping)\n",
    "df_cat['FireplaceQu'] = df_cat['FireplaceQu'].map(none_ex6_ordinal_mapping)\n",
    "df_cat['GarageQual'] = df_cat['GarageQual'].map(none_ex6_ordinal_mapping)\n",
    "df_cat['GarageCond'] = df_cat['GarageCond'].map(none_ex6_ordinal_mapping)\n",
    "\n",
    "\n",
    "# Define the mapping\n",
    "none_fin_ordinal_mapping = {'None': 0, 'Unf': 1, 'RFn': 2, 'Fin':3}\n",
    "# Applying the mapping\n",
    "df_cat['GarageFinish'] = df_cat['GarageFinish'].map(none_fin_ordinal_mapping)\n",
    "\n",
    "\n",
    "# Define the mapping\n",
    "none_ex5_ordinal_mapping = {'None': 0, 'Fa': 1, 'TA': 2, 'Gd':3, 'Ex':4}\n",
    "# Applying the mapping\n",
    "df_cat['PoolQC'] = df_cat['PoolQC'].map(none_ex5_ordinal_mapping)\n",
    "\n",
    "# Define mapping\n",
    "binary_mapping = {'Y': 1, 'N':0}\n",
    "df_cat['CentralAir'] = df_cat['CentralAir'].map(binary_mapping)\n",
    "\n",
    "# 'BsmtCond',\n",
    "#  'BsmtQual',\n",
    "#  'CentralAir',\n",
    "#  'ExterCond',\n",
    "#  'ExterQual',\n",
    "#  'FireplaceQu',\n",
    "#  'GarageCond',\n",
    "#  'GarageFinish',\n",
    "#  'GarageQual',\n",
    "#  'HeatingQC',\n",
    "#  'KitchenQual',\n",
    "#  'PoolQC'\n",
    "\n",
    "df_cat.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1eb836bb-3e95-40e1-b318-37b0cc8e0b46",
   "metadata": {
    "tags": []
   },
   "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>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>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</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>BsmtFinType2</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>Functional</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>30</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>SWISU</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</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>3</td>\n",
       "      <td>3</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
       "      <td>Unf</td>\n",
       "      <td>GasA</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>3</td>\n",
       "      <td>Typ</td>\n",
       "      <td>4</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>3</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>120</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</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>TwnhsE</td>\n",
       "      <td>1Story</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>Mn</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>GasA</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>30</td>\n",
       "      <td>C (all)</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</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>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>Unf</td>\n",
       "      <td>GasA</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>11</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>OldTown</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>Unf</td>\n",
       "      <td>GasA</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>3</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>5</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NWAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>PConc</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>Unf</td>\n",
       "      <td>GasA</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>11</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>30</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>BrkSide</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1.5Unf</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>3</td>\n",
       "      <td>3</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>Unf</td>\n",
       "      <td>Grav</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>FuseF</td>\n",
       "      <td>2</td>\n",
       "      <td>Typ</td>\n",
       "      <td>4</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>P</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>5</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>CulDSac</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Edwards</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Slab</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>GasA</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>FuseA</td>\n",
       "      <td>3</td>\n",
       "      <td>Min2</td>\n",
       "      <td>4</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>6</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>90</td>\n",
       "      <td>RH</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>Reg</td>\n",
       "      <td>HLS</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>2Story</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>No</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>Unf</td>\n",
       "      <td>GasA</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>FuseA</td>\n",
       "      <td>3</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>2Types</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>8</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</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>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>PConc</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>Unf</td>\n",
       "      <td>GasA</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>3</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>7</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>SawyerW</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>PConc</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>Unf</td>\n",
       "      <td>GasA</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>3</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>9</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2578 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    MSSubClass MSZoning Street Alley LotShape LandContour Utilities LotConfig  \\\n",
       "1           30       RL   Pave  None      Reg         Lvl    AllPub    Corner   \n",
       "2          120       RL   Pave  None      Reg         Lvl    AllPub    Inside   \n",
       "3           30  C (all)   Pave  None      Reg         Lvl    AllPub    Inside   \n",
       "4           70       RL   Pave  None      Reg         Lvl    AllPub    Corner   \n",
       "5           60       RL   Pave  None      Reg         Lvl    AllPub    Inside   \n",
       "..         ...      ...    ...   ...      ...         ...       ...       ...   \n",
       "759         30       RL   Pave  None      Reg         Lvl    AllPub    Inside   \n",
       "760         20       RL   Pave  None      IR1         Lvl    AllPub   CulDSac   \n",
       "761         90       RH   Pave  None      Reg         HLS    AllPub    Inside   \n",
       "762         60       RL   Pave  None      Reg         Lvl    AllPub    Inside   \n",
       "763         60       RL   Pave  None      IR1         Lvl    AllPub    Inside   \n",
       "\n",
       "    LandSlope Neighborhood Condition1 Condition2 BldgType HouseStyle  \\\n",
       "1         Gtl        SWISU       Norm       Norm     1Fam     1Story   \n",
       "2         Gtl      Edwards       Norm       Norm   TwnhsE     1Story   \n",
       "3         Gtl       IDOTRR       Norm       Norm     1Fam     1Story   \n",
       "4         Gtl      OldTown       Norm       Norm     1Fam     2Story   \n",
       "5         Gtl       NWAmes       Norm       Norm     1Fam     2Story   \n",
       "..        ...          ...        ...        ...      ...        ...   \n",
       "759       Gtl      BrkSide       Norm       Norm     1Fam     1.5Unf   \n",
       "760       Gtl      Edwards       Norm       Norm     1Fam     1Story   \n",
       "761       Gtl      Crawfor       Norm       Norm   Duplex     2Story   \n",
       "762       Gtl      CollgCr       Norm       Norm     1Fam     2Story   \n",
       "763       Gtl      SawyerW       Norm       Norm     1Fam     2Story   \n",
       "\n",
       "    RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  ExterQual  \\\n",
       "1       Gable  CompShg     Wd Sdng     Wd Sdng       None          3   \n",
       "2       Gable  CompShg     HdBoard     HdBoard    BrkFace          4   \n",
       "3         Hip  CompShg     MetalSd     MetalSd       None          4   \n",
       "4       Gable  CompShg     MetalSd     MetalSd       None          4   \n",
       "5       Gable  CompShg     VinylSd     VinylSd       None          4   \n",
       "..        ...      ...         ...         ...        ...        ...   \n",
       "759     Gable  CompShg     Wd Sdng     Wd Sdng       None          3   \n",
       "760       Hip  CompShg     BrkFace     Wd Sdng       None          3   \n",
       "761     Gable  CompShg     MetalSd     MetalSd       None          3   \n",
       "762     Gable  CompShg     VinylSd     VinylSd    BrkFace          4   \n",
       "763     Gable  CompShg     VinylSd     VinylSd    BrkFace          4   \n",
       "\n",
       "     ExterCond Foundation  BsmtQual  BsmtCond BsmtExposure BsmtFinType1  \\\n",
       "1            3     CBlock         3         3           No          Rec   \n",
       "2            3     CBlock         4         3           Mn          GLQ   \n",
       "3            3     BrkTil         3         3           No          ALQ   \n",
       "4            4     BrkTil         2         3           No          Unf   \n",
       "5            3      PConc         4         3           No          GLQ   \n",
       "..         ...        ...       ...       ...          ...          ...   \n",
       "759          3     BrkTil         3         3           No          Unf   \n",
       "760          3       Slab         0         0         None         None   \n",
       "761          3     CBlock         3         3           No          BLQ   \n",
       "762          3      PConc         4         3           No          GLQ   \n",
       "763          3      PConc         4         3           No          GLQ   \n",
       "\n",
       "    BsmtFinType2 Heating  HeatingQC  CentralAir Electrical  KitchenQual  \\\n",
       "1            Unf    GasA          3           1      SBrkr            3   \n",
       "2            ALQ    GasA          3           1      SBrkr            4   \n",
       "3            Unf    GasA          5           1      SBrkr            4   \n",
       "4            Unf    GasA          4           1      SBrkr            3   \n",
       "5            Unf    GasA          5           1      SBrkr            4   \n",
       "..           ...     ...        ...         ...        ...          ...   \n",
       "759          Unf    Grav          2           0      FuseF            2   \n",
       "760         None    GasA          5           1      FuseA            3   \n",
       "761          Unf    GasA          3           0      FuseA            3   \n",
       "762          Unf    GasA          5           1      SBrkr            4   \n",
       "763          Unf    GasA          5           1      SBrkr            4   \n",
       "\n",
       "    Functional  FireplaceQu GarageType  GarageFinish  GarageQual  GarageCond  \\\n",
       "1          Typ            4     Detchd             1           3           3   \n",
       "2          Typ            0     Attchd             3           3           3   \n",
       "3          Typ            0     Detchd             1           3           1   \n",
       "4          Typ            0     Detchd             1           3           3   \n",
       "5          Typ            0     Attchd             3           3           3   \n",
       "..         ...          ...        ...           ...         ...         ...   \n",
       "759        Typ            4     Detchd             1           2           1   \n",
       "760       Min2            4     Attchd             1           3           3   \n",
       "761        Typ            0     2Types             1           3           3   \n",
       "762        Typ            3     Attchd             3           3           3   \n",
       "763        Typ            3     Attchd             2           3           3   \n",
       "\n",
       "    PavedDrive  PoolQC Fence MiscFeature MoSold YrSold SaleType SaleCondition  \n",
       "1            Y       0  None        None      3   2010      WD         Normal  \n",
       "2            Y       0  None        None      2   2009      WD         Normal  \n",
       "3            N       0  None        None     11   2007      WD         Normal  \n",
       "4            N       0  None        None      5   2009      WD         Normal  \n",
       "5            Y       0  None        None     11   2009      WD         Normal  \n",
       "..         ...     ...   ...         ...    ...    ...      ...           ...  \n",
       "759          P       0  None        None      5   2009      WD         Normal  \n",
       "760          Y       0  None        None      6   2009      WD         Normal  \n",
       "761          Y       0  None        None      8   2007      WD         Normal  \n",
       "762          Y       0  None        None      7   2007      WD         Normal  \n",
       "763          Y       0  None        None      9   2006      WD         Normal  \n",
       "\n",
       "[2578 rows x 46 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "55b25513-ed67-4cef-8d6b-37546fc1ca17",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</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>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</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>BsmtFinType2</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>Functional</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>856</td>\n",
       "      <td>68.470227</td>\n",
       "      <td>7890</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1939</td>\n",
       "      <td>1950</td>\n",
       "      <td>0.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>856.0</td>\n",
       "      <td>856</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1939.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>399.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>166</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>SWISU</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</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>3</td>\n",
       "      <td>3</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
       "      <td>Unf</td>\n",
       "      <td>GasA</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>3</td>\n",
       "      <td>Typ</td>\n",
       "      <td>4</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>3</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1049</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>4235</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1984</td>\n",
       "      <td>1984</td>\n",
       "      <td>149.0</td>\n",
       "      <td>552.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>1049.0</td>\n",
       "      <td>1049</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>0</td>\n",
       "      <td>105</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>120</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</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>TwnhsE</td>\n",
       "      <td>1Story</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>Mn</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>GasA</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1001</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>6060</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>1930</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.0</td>\n",
       "      <td>737.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>837.0</td>\n",
       "      <td>1001</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>154</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>C (all)</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</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>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>Unf</td>\n",
       "      <td>GasA</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>N</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>11</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1039</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>8146</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>1900</td>\n",
       "      <td>2003</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>717</td>\n",
       "      <td>322</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>168</td>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>OldTown</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>Unf</td>\n",
       "      <td>GasA</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>3</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>N</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>5</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1665</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>8400</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>643.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>810.0</td>\n",
       "      <td>810</td>\n",
       "      <td>855</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>528.0</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NWAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>PConc</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>Unf</td>\n",
       "      <td>GasA</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>11</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>952</td>\n",
       "      <td>68.470227</td>\n",
       "      <td>8854</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1916</td>\n",
       "      <td>1950</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>952</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1916.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>0</td>\n",
       "      <td>98</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>BrkSide</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1.5Unf</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>3</td>\n",
       "      <td>3</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>Unf</td>\n",
       "      <td>Grav</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>FuseF</td>\n",
       "      <td>2</td>\n",
       "      <td>Typ</td>\n",
       "      <td>4</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>P</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>5</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>1733</td>\n",
       "      <td>68.470227</td>\n",
       "      <td>13680</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1955</td>\n",
       "      <td>1955</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1733</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1955.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>452.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>CulDSac</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Edwards</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Slab</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>GasA</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>FuseA</td>\n",
       "      <td>3</td>\n",
       "      <td>Min2</td>\n",
       "      <td>4</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>6</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>2002</td>\n",
       "      <td>82.000000</td>\n",
       "      <td>6270</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1949</td>\n",
       "      <td>1950</td>\n",
       "      <td>0.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>717.0</td>\n",
       "      <td>1001.0</td>\n",
       "      <td>1001</td>\n",
       "      <td>1001</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1949.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>871.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>90</td>\n",
       "      <td>RH</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>Reg</td>\n",
       "      <td>HLS</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>2Story</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>No</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>Unf</td>\n",
       "      <td>GasA</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>FuseA</td>\n",
       "      <td>3</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>2Types</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>8</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>1842</td>\n",
       "      <td>68.470227</td>\n",
       "      <td>8826</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "      <td>144.0</td>\n",
       "      <td>841.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>985.0</td>\n",
       "      <td>985</td>\n",
       "      <td>857</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>486.0</td>\n",
       "      <td>193</td>\n",
       "      <td>96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</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>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>PConc</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>Unf</td>\n",
       "      <td>GasA</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>3</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>7</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>1911</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>9554</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1993</td>\n",
       "      <td>1994</td>\n",
       "      <td>125.0</td>\n",
       "      <td>380.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>777.0</td>\n",
       "      <td>1065</td>\n",
       "      <td>846</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>471.0</td>\n",
       "      <td>182</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>SawyerW</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>PConc</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>Unf</td>\n",
       "      <td>GasA</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>3</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>9</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2578 rows × 79 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     GrLivArea  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
       "1          856    68.470227     7890            6            6       1939   \n",
       "2         1049    42.000000     4235            5            5       1984   \n",
       "3         1001    60.000000     6060            5            9       1930   \n",
       "4         1039    80.000000     8146            4            8       1900   \n",
       "5         1665    70.000000     8400            8            6       2001   \n",
       "..         ...          ...      ...          ...          ...        ...   \n",
       "759        952    68.470227     8854            6            6       1916   \n",
       "760       1733    68.470227    13680            3            5       1955   \n",
       "761       2002    82.000000     6270            5            6       1949   \n",
       "762       1842    68.470227     8826            7            5       2000   \n",
       "763       1911    80.000000     9554            8            5       1993   \n",
       "\n",
       "     YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "1            1950         0.0       238.0         0.0      618.0        856.0   \n",
       "2            1984       149.0       552.0       393.0      104.0       1049.0   \n",
       "3            2007         0.0       737.0         0.0      100.0        837.0   \n",
       "4            2003         0.0         0.0         0.0      405.0        405.0   \n",
       "5            2001         0.0       643.0         0.0      167.0        810.0   \n",
       "..            ...         ...         ...         ...        ...          ...   \n",
       "759          1950         0.0         0.0         0.0      952.0        952.0   \n",
       "760          1955         0.0         0.0         0.0        0.0          0.0   \n",
       "761          1950         0.0       284.0         0.0      717.0       1001.0   \n",
       "762          2000       144.0       841.0         0.0      144.0        985.0   \n",
       "763          1994       125.0       380.0         0.0      397.0        777.0   \n",
       "\n",
       "     1stFlrSF  2ndFlrSF  LowQualFinSF  BsmtFullBath  BsmtHalfBath  FullBath  \\\n",
       "1         856         0             0           1.0           0.0         1   \n",
       "2        1049         0             0           1.0           0.0         2   \n",
       "3        1001         0             0           0.0           0.0         1   \n",
       "4         717       322             0           0.0           0.0         1   \n",
       "5         810       855             0           1.0           0.0         2   \n",
       "..        ...       ...           ...           ...           ...       ...   \n",
       "759       952         0             0           0.0           0.0         1   \n",
       "760      1733         0             0           0.0           0.0         2   \n",
       "761      1001      1001             0           0.0           0.0         2   \n",
       "762       985       857             0           1.0           0.0         2   \n",
       "763      1065       846             0           0.0           0.0         2   \n",
       "\n",
       "     HalfBath  BedroomAbvGr  KitchenAbvGr  TotRmsAbvGrd  Fireplaces  \\\n",
       "1           0             2             1             4           1   \n",
       "2           0             2             1             5           0   \n",
       "3           0             2             1             5           0   \n",
       "4           0             2             1             6           0   \n",
       "5           1             3             1             6           0   \n",
       "..        ...           ...           ...           ...         ...   \n",
       "759         0             2             1             4           1   \n",
       "760         0             4             1             8           1   \n",
       "761         0             4             2             8           0   \n",
       "762         1             3             1             7           1   \n",
       "763         1             3             1             8           1   \n",
       "\n",
       "     GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  \\\n",
       "1         1939.0         2.0       399.0           0            0   \n",
       "2         1984.0         1.0       266.0           0          105   \n",
       "3         1930.0         1.0       216.0         154            0   \n",
       "4         1940.0         1.0       281.0           0            0   \n",
       "5         2001.0         2.0       528.0           0           45   \n",
       "..           ...         ...         ...         ...          ...   \n",
       "759       1916.0         1.0       192.0           0           98   \n",
       "760       1955.0         2.0       452.0           0            0   \n",
       "761       1949.0         3.0       871.0           0            0   \n",
       "762       2000.0         2.0       486.0         193           96   \n",
       "763       1993.0         2.0       471.0         182           81   \n",
       "\n",
       "     EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal MSSubClass  \\\n",
       "1                0          0          166         0        0         30   \n",
       "2                0          0            0         0        0        120   \n",
       "3               42         86            0         0        0         30   \n",
       "4              168          0          111         0        0         70   \n",
       "5                0          0            0         0        0         60   \n",
       "..             ...        ...          ...       ...      ...        ...   \n",
       "759              0          0           40         0        0         30   \n",
       "760              0          0            0         0        0         20   \n",
       "761              0          0            0         0        0         90   \n",
       "762              0          0            0         0        0         60   \n",
       "763              0          0            0         0        0         60   \n",
       "\n",
       "    MSZoning Street Alley LotShape LandContour Utilities LotConfig LandSlope  \\\n",
       "1         RL   Pave  None      Reg         Lvl    AllPub    Corner       Gtl   \n",
       "2         RL   Pave  None      Reg         Lvl    AllPub    Inside       Gtl   \n",
       "3    C (all)   Pave  None      Reg         Lvl    AllPub    Inside       Gtl   \n",
       "4         RL   Pave  None      Reg         Lvl    AllPub    Corner       Gtl   \n",
       "5         RL   Pave  None      Reg         Lvl    AllPub    Inside       Gtl   \n",
       "..       ...    ...   ...      ...         ...       ...       ...       ...   \n",
       "759       RL   Pave  None      Reg         Lvl    AllPub    Inside       Gtl   \n",
       "760       RL   Pave  None      IR1         Lvl    AllPub   CulDSac       Gtl   \n",
       "761       RH   Pave  None      Reg         HLS    AllPub    Inside       Gtl   \n",
       "762       RL   Pave  None      Reg         Lvl    AllPub    Inside       Gtl   \n",
       "763       RL   Pave  None      IR1         Lvl    AllPub    Inside       Gtl   \n",
       "\n",
       "    Neighborhood Condition1 Condition2 BldgType HouseStyle RoofStyle RoofMatl  \\\n",
       "1          SWISU       Norm       Norm     1Fam     1Story     Gable  CompShg   \n",
       "2        Edwards       Norm       Norm   TwnhsE     1Story     Gable  CompShg   \n",
       "3         IDOTRR       Norm       Norm     1Fam     1Story       Hip  CompShg   \n",
       "4        OldTown       Norm       Norm     1Fam     2Story     Gable  CompShg   \n",
       "5         NWAmes       Norm       Norm     1Fam     2Story     Gable  CompShg   \n",
       "..           ...        ...        ...      ...        ...       ...      ...   \n",
       "759      BrkSide       Norm       Norm     1Fam     1.5Unf     Gable  CompShg   \n",
       "760      Edwards       Norm       Norm     1Fam     1Story       Hip  CompShg   \n",
       "761      Crawfor       Norm       Norm   Duplex     2Story     Gable  CompShg   \n",
       "762      CollgCr       Norm       Norm     1Fam     2Story     Gable  CompShg   \n",
       "763      SawyerW       Norm       Norm     1Fam     2Story     Gable  CompShg   \n",
       "\n",
       "    Exterior1st Exterior2nd MasVnrType  ExterQual  ExterCond Foundation  \\\n",
       "1       Wd Sdng     Wd Sdng       None          3          3     CBlock   \n",
       "2       HdBoard     HdBoard    BrkFace          4          3     CBlock   \n",
       "3       MetalSd     MetalSd       None          4          3     BrkTil   \n",
       "4       MetalSd     MetalSd       None          4          4     BrkTil   \n",
       "5       VinylSd     VinylSd       None          4          3      PConc   \n",
       "..          ...         ...        ...        ...        ...        ...   \n",
       "759     Wd Sdng     Wd Sdng       None          3          3     BrkTil   \n",
       "760     BrkFace     Wd Sdng       None          3          3       Slab   \n",
       "761     MetalSd     MetalSd       None          3          3     CBlock   \n",
       "762     VinylSd     VinylSd    BrkFace          4          3      PConc   \n",
       "763     VinylSd     VinylSd    BrkFace          4          3      PConc   \n",
       "\n",
       "     BsmtQual  BsmtCond BsmtExposure BsmtFinType1 BsmtFinType2 Heating  \\\n",
       "1           3         3           No          Rec          Unf    GasA   \n",
       "2           4         3           Mn          GLQ          ALQ    GasA   \n",
       "3           3         3           No          ALQ          Unf    GasA   \n",
       "4           2         3           No          Unf          Unf    GasA   \n",
       "5           4         3           No          GLQ          Unf    GasA   \n",
       "..        ...       ...          ...          ...          ...     ...   \n",
       "759         3         3           No          Unf          Unf    Grav   \n",
       "760         0         0         None         None         None    GasA   \n",
       "761         3         3           No          BLQ          Unf    GasA   \n",
       "762         4         3           No          GLQ          Unf    GasA   \n",
       "763         4         3           No          GLQ          Unf    GasA   \n",
       "\n",
       "     HeatingQC  CentralAir Electrical  KitchenQual Functional  FireplaceQu  \\\n",
       "1            3           1      SBrkr            3        Typ            4   \n",
       "2            3           1      SBrkr            4        Typ            0   \n",
       "3            5           1      SBrkr            4        Typ            0   \n",
       "4            4           1      SBrkr            3        Typ            0   \n",
       "5            5           1      SBrkr            4        Typ            0   \n",
       "..         ...         ...        ...          ...        ...          ...   \n",
       "759          2           0      FuseF            2        Typ            4   \n",
       "760          5           1      FuseA            3       Min2            4   \n",
       "761          3           0      FuseA            3        Typ            0   \n",
       "762          5           1      SBrkr            4        Typ            3   \n",
       "763          5           1      SBrkr            4        Typ            3   \n",
       "\n",
       "    GarageType  GarageFinish  GarageQual  GarageCond PavedDrive  PoolQC Fence  \\\n",
       "1       Detchd             1           3           3          Y       0  None   \n",
       "2       Attchd             3           3           3          Y       0  None   \n",
       "3       Detchd             1           3           1          N       0  None   \n",
       "4       Detchd             1           3           3          N       0  None   \n",
       "5       Attchd             3           3           3          Y       0  None   \n",
       "..         ...           ...         ...         ...        ...     ...   ...   \n",
       "759     Detchd             1           2           1          P       0  None   \n",
       "760     Attchd             1           3           3          Y       0  None   \n",
       "761     2Types             1           3           3          Y       0  None   \n",
       "762     Attchd             3           3           3          Y       0  None   \n",
       "763     Attchd             2           3           3          Y       0  None   \n",
       "\n",
       "    MiscFeature MoSold YrSold SaleType SaleCondition  \n",
       "1          None      3   2010      WD         Normal  \n",
       "2          None      2   2009      WD         Normal  \n",
       "3          None     11   2007      WD         Normal  \n",
       "4          None      5   2009      WD         Normal  \n",
       "5          None     11   2009      WD         Normal  \n",
       "..          ...    ...    ...      ...           ...  \n",
       "759        None      5   2009      WD         Normal  \n",
       "760        None      6   2009      WD         Normal  \n",
       "761        None      8   2007      WD         Normal  \n",
       "762        None      7   2007      WD         Normal  \n",
       "763        None      9   2006      WD         Normal  \n",
       "\n",
       "[2578 rows x 79 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_no_dummy = pd.concat([df_num, df_cat], axis = 1)\n",
    "df_no_dummy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "44630900-c92e-46dd-a9d3-588446caba78",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MSSubClass_120</th>\n",
       "      <th>MSSubClass_150</th>\n",
       "      <th>MSSubClass_160</th>\n",
       "      <th>MSSubClass_180</th>\n",
       "      <th>MSSubClass_190</th>\n",
       "      <th>MSSubClass_20</th>\n",
       "      <th>MSSubClass_30</th>\n",
       "      <th>MSSubClass_40</th>\n",
       "      <th>MSSubClass_45</th>\n",
       "      <th>MSSubClass_50</th>\n",
       "      <th>MSSubClass_60</th>\n",
       "      <th>MSSubClass_70</th>\n",
       "      <th>MSSubClass_75</th>\n",
       "      <th>MSSubClass_80</th>\n",
       "      <th>MSSubClass_85</th>\n",
       "      <th>MSSubClass_90</th>\n",
       "      <th>MSZoning_A (agr)</th>\n",
       "      <th>MSZoning_C (all)</th>\n",
       "      <th>MSZoning_FV</th>\n",
       "      <th>MSZoning_I (all)</th>\n",
       "      <th>MSZoning_RH</th>\n",
       "      <th>MSZoning_RL</th>\n",
       "      <th>MSZoning_RM</th>\n",
       "      <th>Street_Grvl</th>\n",
       "      <th>Street_Pave</th>\n",
       "      <th>Alley_Grvl</th>\n",
       "      <th>Alley_None</th>\n",
       "      <th>Alley_Pave</th>\n",
       "      <th>LotShape_IR1</th>\n",
       "      <th>LotShape_IR2</th>\n",
       "      <th>LotShape_IR3</th>\n",
       "      <th>LotShape_Reg</th>\n",
       "      <th>LandContour_Bnk</th>\n",
       "      <th>LandContour_HLS</th>\n",
       "      <th>LandContour_Low</th>\n",
       "      <th>LandContour_Lvl</th>\n",
       "      <th>Utilities_AllPub</th>\n",
       "      <th>Utilities_NoSewr</th>\n",
       "      <th>LotConfig_Corner</th>\n",
       "      <th>LotConfig_CulDSac</th>\n",
       "      <th>LotConfig_FR2</th>\n",
       "      <th>LotConfig_FR3</th>\n",
       "      <th>LotConfig_Inside</th>\n",
       "      <th>LandSlope_Gtl</th>\n",
       "      <th>LandSlope_Mod</th>\n",
       "      <th>LandSlope_Sev</th>\n",
       "      <th>Neighborhood_Blmngtn</th>\n",
       "      <th>Neighborhood_Blueste</th>\n",
       "      <th>Neighborhood_BrDale</th>\n",
       "      <th>Neighborhood_BrkSide</th>\n",
       "      <th>Neighborhood_ClearCr</th>\n",
       "      <th>Neighborhood_CollgCr</th>\n",
       "      <th>Neighborhood_Crawfor</th>\n",
       "      <th>Neighborhood_Edwards</th>\n",
       "      <th>Neighborhood_Gilbert</th>\n",
       "      <th>Neighborhood_Greens</th>\n",
       "      <th>Neighborhood_GrnHill</th>\n",
       "      <th>Neighborhood_IDOTRR</th>\n",
       "      <th>Neighborhood_Landmrk</th>\n",
       "      <th>Neighborhood_MeadowV</th>\n",
       "      <th>Neighborhood_Mitchel</th>\n",
       "      <th>Neighborhood_NAmes</th>\n",
       "      <th>Neighborhood_NPkVill</th>\n",
       "      <th>Neighborhood_NWAmes</th>\n",
       "      <th>Neighborhood_NoRidge</th>\n",
       "      <th>Neighborhood_NridgHt</th>\n",
       "      <th>Neighborhood_OldTown</th>\n",
       "      <th>Neighborhood_SWISU</th>\n",
       "      <th>Neighborhood_Sawyer</th>\n",
       "      <th>Neighborhood_SawyerW</th>\n",
       "      <th>Neighborhood_Somerst</th>\n",
       "      <th>Neighborhood_StoneBr</th>\n",
       "      <th>Neighborhood_Timber</th>\n",
       "      <th>Neighborhood_Veenker</th>\n",
       "      <th>Condition1_Artery</th>\n",
       "      <th>Condition1_Feedr</th>\n",
       "      <th>Condition1_Norm</th>\n",
       "      <th>Condition1_PosA</th>\n",
       "      <th>Condition1_PosN</th>\n",
       "      <th>Condition1_RRAe</th>\n",
       "      <th>Condition1_RRAn</th>\n",
       "      <th>Condition1_RRNe</th>\n",
       "      <th>Condition1_RRNn</th>\n",
       "      <th>Condition2_Artery</th>\n",
       "      <th>Condition2_Feedr</th>\n",
       "      <th>Condition2_Norm</th>\n",
       "      <th>Condition2_PosA</th>\n",
       "      <th>Condition2_PosN</th>\n",
       "      <th>Condition2_RRAe</th>\n",
       "      <th>Condition2_RRAn</th>\n",
       "      <th>Condition2_RRNn</th>\n",
       "      <th>BldgType_1Fam</th>\n",
       "      <th>BldgType_2fmCon</th>\n",
       "      <th>BldgType_Duplex</th>\n",
       "      <th>BldgType_Twnhs</th>\n",
       "      <th>BldgType_TwnhsE</th>\n",
       "      <th>HouseStyle_1.5Fin</th>\n",
       "      <th>HouseStyle_1.5Unf</th>\n",
       "      <th>HouseStyle_1Story</th>\n",
       "      <th>HouseStyle_2.5Fin</th>\n",
       "      <th>HouseStyle_2.5Unf</th>\n",
       "      <th>HouseStyle_2Story</th>\n",
       "      <th>HouseStyle_SFoyer</th>\n",
       "      <th>HouseStyle_SLvl</th>\n",
       "      <th>RoofStyle_Flat</th>\n",
       "      <th>RoofStyle_Gable</th>\n",
       "      <th>RoofStyle_Gambrel</th>\n",
       "      <th>RoofStyle_Hip</th>\n",
       "      <th>RoofStyle_Mansard</th>\n",
       "      <th>RoofStyle_Shed</th>\n",
       "      <th>RoofMatl_CompShg</th>\n",
       "      <th>RoofMatl_Membran</th>\n",
       "      <th>RoofMatl_Metal</th>\n",
       "      <th>RoofMatl_Roll</th>\n",
       "      <th>RoofMatl_Tar&amp;Grv</th>\n",
       "      <th>RoofMatl_WdShake</th>\n",
       "      <th>RoofMatl_WdShngl</th>\n",
       "      <th>Exterior1st_AsbShng</th>\n",
       "      <th>Exterior1st_AsphShn</th>\n",
       "      <th>Exterior1st_BrkComm</th>\n",
       "      <th>Exterior1st_BrkFace</th>\n",
       "      <th>Exterior1st_CBlock</th>\n",
       "      <th>Exterior1st_CemntBd</th>\n",
       "      <th>Exterior1st_HdBoard</th>\n",
       "      <th>Exterior1st_ImStucc</th>\n",
       "      <th>Exterior1st_MetalSd</th>\n",
       "      <th>Exterior1st_Plywood</th>\n",
       "      <th>Exterior1st_PreCast</th>\n",
       "      <th>Exterior1st_Stucco</th>\n",
       "      <th>Exterior1st_VinylSd</th>\n",
       "      <th>Exterior1st_Wd Sdng</th>\n",
       "      <th>Exterior1st_WdShing</th>\n",
       "      <th>Exterior2nd_AsbShng</th>\n",
       "      <th>Exterior2nd_AsphShn</th>\n",
       "      <th>Exterior2nd_Brk Cmn</th>\n",
       "      <th>Exterior2nd_BrkFace</th>\n",
       "      <th>Exterior2nd_CBlock</th>\n",
       "      <th>Exterior2nd_CmentBd</th>\n",
       "      <th>Exterior2nd_HdBoard</th>\n",
       "      <th>Exterior2nd_ImStucc</th>\n",
       "      <th>Exterior2nd_MetalSd</th>\n",
       "      <th>Exterior2nd_Plywood</th>\n",
       "      <th>Exterior2nd_PreCast</th>\n",
       "      <th>Exterior2nd_Stone</th>\n",
       "      <th>Exterior2nd_Stucco</th>\n",
       "      <th>Exterior2nd_VinylSd</th>\n",
       "      <th>Exterior2nd_Wd Sdng</th>\n",
       "      <th>Exterior2nd_Wd Shng</th>\n",
       "      <th>MasVnrType_BrkCmn</th>\n",
       "      <th>MasVnrType_BrkFace</th>\n",
       "      <th>MasVnrType_None</th>\n",
       "      <th>MasVnrType_Stone</th>\n",
       "      <th>Foundation_BrkTil</th>\n",
       "      <th>Foundation_CBlock</th>\n",
       "      <th>Foundation_PConc</th>\n",
       "      <th>Foundation_Slab</th>\n",
       "      <th>Foundation_Stone</th>\n",
       "      <th>Foundation_Wood</th>\n",
       "      <th>BsmtExposure_Av</th>\n",
       "      <th>BsmtExposure_Gd</th>\n",
       "      <th>BsmtExposure_Mn</th>\n",
       "      <th>BsmtExposure_No</th>\n",
       "      <th>BsmtExposure_None</th>\n",
       "      <th>BsmtFinType1_ALQ</th>\n",
       "      <th>BsmtFinType1_BLQ</th>\n",
       "      <th>BsmtFinType1_GLQ</th>\n",
       "      <th>BsmtFinType1_LwQ</th>\n",
       "      <th>BsmtFinType1_None</th>\n",
       "      <th>BsmtFinType1_Rec</th>\n",
       "      <th>BsmtFinType1_Unf</th>\n",
       "      <th>BsmtFinType2_ALQ</th>\n",
       "      <th>BsmtFinType2_BLQ</th>\n",
       "      <th>BsmtFinType2_GLQ</th>\n",
       "      <th>BsmtFinType2_LwQ</th>\n",
       "      <th>BsmtFinType2_None</th>\n",
       "      <th>BsmtFinType2_Rec</th>\n",
       "      <th>BsmtFinType2_Unf</th>\n",
       "      <th>Heating_Floor</th>\n",
       "      <th>Heating_GasA</th>\n",
       "      <th>Heating_GasW</th>\n",
       "      <th>Heating_Grav</th>\n",
       "      <th>Heating_OthW</th>\n",
       "      <th>Heating_Wall</th>\n",
       "      <th>Electrical_FuseA</th>\n",
       "      <th>Electrical_FuseF</th>\n",
       "      <th>Electrical_FuseP</th>\n",
       "      <th>Electrical_None</th>\n",
       "      <th>Electrical_SBrkr</th>\n",
       "      <th>Functional_Maj1</th>\n",
       "      <th>Functional_Maj2</th>\n",
       "      <th>Functional_Min1</th>\n",
       "      <th>Functional_Min2</th>\n",
       "      <th>Functional_Mod</th>\n",
       "      <th>Functional_Sal</th>\n",
       "      <th>Functional_Typ</th>\n",
       "      <th>GarageType_2Types</th>\n",
       "      <th>GarageType_Attchd</th>\n",
       "      <th>GarageType_Basment</th>\n",
       "      <th>GarageType_BuiltIn</th>\n",
       "      <th>GarageType_CarPort</th>\n",
       "      <th>GarageType_Detchd</th>\n",
       "      <th>GarageType_None</th>\n",
       "      <th>PavedDrive_N</th>\n",
       "      <th>PavedDrive_P</th>\n",
       "      <th>PavedDrive_Y</th>\n",
       "      <th>Fence_GdPrv</th>\n",
       "      <th>Fence_GdWo</th>\n",
       "      <th>Fence_MnPrv</th>\n",
       "      <th>Fence_MnWw</th>\n",
       "      <th>Fence_None</th>\n",
       "      <th>MiscFeature_Gar2</th>\n",
       "      <th>MiscFeature_None</th>\n",
       "      <th>MiscFeature_Othr</th>\n",
       "      <th>MiscFeature_Shed</th>\n",
       "      <th>MiscFeature_TenC</th>\n",
       "      <th>MoSold_1</th>\n",
       "      <th>MoSold_10</th>\n",
       "      <th>MoSold_11</th>\n",
       "      <th>MoSold_12</th>\n",
       "      <th>MoSold_2</th>\n",
       "      <th>MoSold_3</th>\n",
       "      <th>MoSold_4</th>\n",
       "      <th>MoSold_5</th>\n",
       "      <th>MoSold_6</th>\n",
       "      <th>MoSold_7</th>\n",
       "      <th>MoSold_8</th>\n",
       "      <th>MoSold_9</th>\n",
       "      <th>YrSold_2006</th>\n",
       "      <th>YrSold_2007</th>\n",
       "      <th>YrSold_2008</th>\n",
       "      <th>YrSold_2009</th>\n",
       "      <th>YrSold_2010</th>\n",
       "      <th>SaleType_COD</th>\n",
       "      <th>SaleType_CWD</th>\n",
       "      <th>SaleType_Con</th>\n",
       "      <th>SaleType_ConLD</th>\n",
       "      <th>SaleType_ConLI</th>\n",
       "      <th>SaleType_ConLw</th>\n",
       "      <th>SaleType_New</th>\n",
       "      <th>SaleType_Oth</th>\n",
       "      <th>SaleType_VWD</th>\n",
       "      <th>SaleType_WD</th>\n",
       "      <th>SaleCondition_Abnorml</th>\n",
       "      <th>SaleCondition_AdjLand</th>\n",
       "      <th>SaleCondition_Alloca</th>\n",
       "      <th>SaleCondition_Family</th>\n",
       "      <th>SaleCondition_Normal</th>\n",
       "      <th>SaleCondition_Partial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2578 rows × 248 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     MSSubClass_120  MSSubClass_150  MSSubClass_160  MSSubClass_180  \\\n",
       "1                 0               0               0               0   \n",
       "2                 1               0               0               0   \n",
       "3                 0               0               0               0   \n",
       "4                 0               0               0               0   \n",
       "5                 0               0               0               0   \n",
       "..              ...             ...             ...             ...   \n",
       "759               0               0               0               0   \n",
       "760               0               0               0               0   \n",
       "761               0               0               0               0   \n",
       "762               0               0               0               0   \n",
       "763               0               0               0               0   \n",
       "\n",
       "     MSSubClass_190  MSSubClass_20  MSSubClass_30  MSSubClass_40  \\\n",
       "1                 0              0              1              0   \n",
       "2                 0              0              0              0   \n",
       "3                 0              0              1              0   \n",
       "4                 0              0              0              0   \n",
       "5                 0              0              0              0   \n",
       "..              ...            ...            ...            ...   \n",
       "759               0              0              1              0   \n",
       "760               0              1              0              0   \n",
       "761               0              0              0              0   \n",
       "762               0              0              0              0   \n",
       "763               0              0              0              0   \n",
       "\n",
       "     MSSubClass_45  MSSubClass_50  MSSubClass_60  MSSubClass_70  \\\n",
       "1                0              0              0              0   \n",
       "2                0              0              0              0   \n",
       "3                0              0              0              0   \n",
       "4                0              0              0              1   \n",
       "5                0              0              1              0   \n",
       "..             ...            ...            ...            ...   \n",
       "759              0              0              0              0   \n",
       "760              0              0              0              0   \n",
       "761              0              0              0              0   \n",
       "762              0              0              1              0   \n",
       "763              0              0              1              0   \n",
       "\n",
       "     MSSubClass_75  MSSubClass_80  MSSubClass_85  MSSubClass_90  \\\n",
       "1                0              0              0              0   \n",
       "2                0              0              0              0   \n",
       "3                0              0              0              0   \n",
       "4                0              0              0              0   \n",
       "5                0              0              0              0   \n",
       "..             ...            ...            ...            ...   \n",
       "759              0              0              0              0   \n",
       "760              0              0              0              0   \n",
       "761              0              0              0              1   \n",
       "762              0              0              0              0   \n",
       "763              0              0              0              0   \n",
       "\n",
       "     MSZoning_A (agr)  MSZoning_C (all)  MSZoning_FV  MSZoning_I (all)  \\\n",
       "1                   0                 0            0                 0   \n",
       "2                   0                 0            0                 0   \n",
       "3                   0                 1            0                 0   \n",
       "4                   0                 0            0                 0   \n",
       "5                   0                 0            0                 0   \n",
       "..                ...               ...          ...               ...   \n",
       "759                 0                 0            0                 0   \n",
       "760                 0                 0            0                 0   \n",
       "761                 0                 0            0                 0   \n",
       "762                 0                 0            0                 0   \n",
       "763                 0                 0            0                 0   \n",
       "\n",
       "     MSZoning_RH  MSZoning_RL  MSZoning_RM  Street_Grvl  Street_Pave  \\\n",
       "1              0            1            0            0            1   \n",
       "2              0            1            0            0            1   \n",
       "3              0            0            0            0            1   \n",
       "4              0            1            0            0            1   \n",
       "5              0            1            0            0            1   \n",
       "..           ...          ...          ...          ...          ...   \n",
       "759            0            1            0            0            1   \n",
       "760            0            1            0            0            1   \n",
       "761            1            0            0            0            1   \n",
       "762            0            1            0            0            1   \n",
       "763            0            1            0            0            1   \n",
       "\n",
       "     Alley_Grvl  Alley_None  Alley_Pave  LotShape_IR1  LotShape_IR2  \\\n",
       "1             0           1           0             0             0   \n",
       "2             0           1           0             0             0   \n",
       "3             0           1           0             0             0   \n",
       "4             0           1           0             0             0   \n",
       "5             0           1           0             0             0   \n",
       "..          ...         ...         ...           ...           ...   \n",
       "759           0           1           0             0             0   \n",
       "760           0           1           0             1             0   \n",
       "761           0           1           0             0             0   \n",
       "762           0           1           0             0             0   \n",
       "763           0           1           0             1             0   \n",
       "\n",
       "     LotShape_IR3  LotShape_Reg  LandContour_Bnk  LandContour_HLS  \\\n",
       "1               0             1                0                0   \n",
       "2               0             1                0                0   \n",
       "3               0             1                0                0   \n",
       "4               0             1                0                0   \n",
       "5               0             1                0                0   \n",
       "..            ...           ...              ...              ...   \n",
       "759             0             1                0                0   \n",
       "760             0             0                0                0   \n",
       "761             0             1                0                1   \n",
       "762             0             1                0                0   \n",
       "763             0             0                0                0   \n",
       "\n",
       "     LandContour_Low  LandContour_Lvl  Utilities_AllPub  Utilities_NoSewr  \\\n",
       "1                  0                1                 1                 0   \n",
       "2                  0                1                 1                 0   \n",
       "3                  0                1                 1                 0   \n",
       "4                  0                1                 1                 0   \n",
       "5                  0                1                 1                 0   \n",
       "..               ...              ...               ...               ...   \n",
       "759                0                1                 1                 0   \n",
       "760                0                1                 1                 0   \n",
       "761                0                0                 1                 0   \n",
       "762                0                1                 1                 0   \n",
       "763                0                1                 1                 0   \n",
       "\n",
       "     LotConfig_Corner  LotConfig_CulDSac  LotConfig_FR2  LotConfig_FR3  \\\n",
       "1                   1                  0              0              0   \n",
       "2                   0                  0              0              0   \n",
       "3                   0                  0              0              0   \n",
       "4                   1                  0              0              0   \n",
       "5                   0                  0              0              0   \n",
       "..                ...                ...            ...            ...   \n",
       "759                 0                  0              0              0   \n",
       "760                 0                  1              0              0   \n",
       "761                 0                  0              0              0   \n",
       "762                 0                  0              0              0   \n",
       "763                 0                  0              0              0   \n",
       "\n",
       "     LotConfig_Inside  LandSlope_Gtl  LandSlope_Mod  LandSlope_Sev  \\\n",
       "1                   0              1              0              0   \n",
       "2                   1              1              0              0   \n",
       "3                   1              1              0              0   \n",
       "4                   0              1              0              0   \n",
       "5                   1              1              0              0   \n",
       "..                ...            ...            ...            ...   \n",
       "759                 1              1              0              0   \n",
       "760                 0              1              0              0   \n",
       "761                 1              1              0              0   \n",
       "762                 1              1              0              0   \n",
       "763                 1              1              0              0   \n",
       "\n",
       "     Neighborhood_Blmngtn  Neighborhood_Blueste  Neighborhood_BrDale  \\\n",
       "1                       0                     0                    0   \n",
       "2                       0                     0                    0   \n",
       "3                       0                     0                    0   \n",
       "4                       0                     0                    0   \n",
       "5                       0                     0                    0   \n",
       "..                    ...                   ...                  ...   \n",
       "759                     0                     0                    0   \n",
       "760                     0                     0                    0   \n",
       "761                     0                     0                    0   \n",
       "762                     0                     0                    0   \n",
       "763                     0                     0                    0   \n",
       "\n",
       "     Neighborhood_BrkSide  Neighborhood_ClearCr  Neighborhood_CollgCr  \\\n",
       "1                       0                     0                     0   \n",
       "2                       0                     0                     0   \n",
       "3                       0                     0                     0   \n",
       "4                       0                     0                     0   \n",
       "5                       0                     0                     0   \n",
       "..                    ...                   ...                   ...   \n",
       "759                     1                     0                     0   \n",
       "760                     0                     0                     0   \n",
       "761                     0                     0                     0   \n",
       "762                     0                     0                     1   \n",
       "763                     0                     0                     0   \n",
       "\n",
       "     Neighborhood_Crawfor  Neighborhood_Edwards  Neighborhood_Gilbert  \\\n",
       "1                       0                     0                     0   \n",
       "2                       0                     1                     0   \n",
       "3                       0                     0                     0   \n",
       "4                       0                     0                     0   \n",
       "5                       0                     0                     0   \n",
       "..                    ...                   ...                   ...   \n",
       "759                     0                     0                     0   \n",
       "760                     0                     1                     0   \n",
       "761                     1                     0                     0   \n",
       "762                     0                     0                     0   \n",
       "763                     0                     0                     0   \n",
       "\n",
       "     Neighborhood_Greens  Neighborhood_GrnHill  Neighborhood_IDOTRR  \\\n",
       "1                      0                     0                    0   \n",
       "2                      0                     0                    0   \n",
       "3                      0                     0                    1   \n",
       "4                      0                     0                    0   \n",
       "5                      0                     0                    0   \n",
       "..                   ...                   ...                  ...   \n",
       "759                    0                     0                    0   \n",
       "760                    0                     0                    0   \n",
       "761                    0                     0                    0   \n",
       "762                    0                     0                    0   \n",
       "763                    0                     0                    0   \n",
       "\n",
       "     Neighborhood_Landmrk  Neighborhood_MeadowV  Neighborhood_Mitchel  \\\n",
       "1                       0                     0                     0   \n",
       "2                       0                     0                     0   \n",
       "3                       0                     0                     0   \n",
       "4                       0                     0                     0   \n",
       "5                       0                     0                     0   \n",
       "..                    ...                   ...                   ...   \n",
       "759                     0                     0                     0   \n",
       "760                     0                     0                     0   \n",
       "761                     0                     0                     0   \n",
       "762                     0                     0                     0   \n",
       "763                     0                     0                     0   \n",
       "\n",
       "     Neighborhood_NAmes  Neighborhood_NPkVill  Neighborhood_NWAmes  \\\n",
       "1                     0                     0                    0   \n",
       "2                     0                     0                    0   \n",
       "3                     0                     0                    0   \n",
       "4                     0                     0                    0   \n",
       "5                     0                     0                    1   \n",
       "..                  ...                   ...                  ...   \n",
       "759                   0                     0                    0   \n",
       "760                   0                     0                    0   \n",
       "761                   0                     0                    0   \n",
       "762                   0                     0                    0   \n",
       "763                   0                     0                    0   \n",
       "\n",
       "     Neighborhood_NoRidge  Neighborhood_NridgHt  Neighborhood_OldTown  \\\n",
       "1                       0                     0                     0   \n",
       "2                       0                     0                     0   \n",
       "3                       0                     0                     0   \n",
       "4                       0                     0                     1   \n",
       "5                       0                     0                     0   \n",
       "..                    ...                   ...                   ...   \n",
       "759                     0                     0                     0   \n",
       "760                     0                     0                     0   \n",
       "761                     0                     0                     0   \n",
       "762                     0                     0                     0   \n",
       "763                     0                     0                     0   \n",
       "\n",
       "     Neighborhood_SWISU  Neighborhood_Sawyer  Neighborhood_SawyerW  \\\n",
       "1                     1                    0                     0   \n",
       "2                     0                    0                     0   \n",
       "3                     0                    0                     0   \n",
       "4                     0                    0                     0   \n",
       "5                     0                    0                     0   \n",
       "..                  ...                  ...                   ...   \n",
       "759                   0                    0                     0   \n",
       "760                   0                    0                     0   \n",
       "761                   0                    0                     0   \n",
       "762                   0                    0                     0   \n",
       "763                   0                    0                     1   \n",
       "\n",
       "     Neighborhood_Somerst  Neighborhood_StoneBr  Neighborhood_Timber  \\\n",
       "1                       0                     0                    0   \n",
       "2                       0                     0                    0   \n",
       "3                       0                     0                    0   \n",
       "4                       0                     0                    0   \n",
       "5                       0                     0                    0   \n",
       "..                    ...                   ...                  ...   \n",
       "759                     0                     0                    0   \n",
       "760                     0                     0                    0   \n",
       "761                     0                     0                    0   \n",
       "762                     0                     0                    0   \n",
       "763                     0                     0                    0   \n",
       "\n",
       "     Neighborhood_Veenker  Condition1_Artery  Condition1_Feedr  \\\n",
       "1                       0                  0                 0   \n",
       "2                       0                  0                 0   \n",
       "3                       0                  0                 0   \n",
       "4                       0                  0                 0   \n",
       "5                       0                  0                 0   \n",
       "..                    ...                ...               ...   \n",
       "759                     0                  0                 0   \n",
       "760                     0                  0                 0   \n",
       "761                     0                  0                 0   \n",
       "762                     0                  0                 0   \n",
       "763                     0                  0                 0   \n",
       "\n",
       "     Condition1_Norm  Condition1_PosA  Condition1_PosN  Condition1_RRAe  \\\n",
       "1                  1                0                0                0   \n",
       "2                  1                0                0                0   \n",
       "3                  1                0                0                0   \n",
       "4                  1                0                0                0   \n",
       "5                  1                0                0                0   \n",
       "..               ...              ...              ...              ...   \n",
       "759                1                0                0                0   \n",
       "760                1                0                0                0   \n",
       "761                1                0                0                0   \n",
       "762                1                0                0                0   \n",
       "763                1                0                0                0   \n",
       "\n",
       "     Condition1_RRAn  Condition1_RRNe  Condition1_RRNn  Condition2_Artery  \\\n",
       "1                  0                0                0                  0   \n",
       "2                  0                0                0                  0   \n",
       "3                  0                0                0                  0   \n",
       "4                  0                0                0                  0   \n",
       "5                  0                0                0                  0   \n",
       "..               ...              ...              ...                ...   \n",
       "759                0                0                0                  0   \n",
       "760                0                0                0                  0   \n",
       "761                0                0                0                  0   \n",
       "762                0                0                0                  0   \n",
       "763                0                0                0                  0   \n",
       "\n",
       "     Condition2_Feedr  Condition2_Norm  Condition2_PosA  Condition2_PosN  \\\n",
       "1                   0                1                0                0   \n",
       "2                   0                1                0                0   \n",
       "3                   0                1                0                0   \n",
       "4                   0                1                0                0   \n",
       "5                   0                1                0                0   \n",
       "..                ...              ...              ...              ...   \n",
       "759                 0                1                0                0   \n",
       "760                 0                1                0                0   \n",
       "761                 0                1                0                0   \n",
       "762                 0                1                0                0   \n",
       "763                 0                1                0                0   \n",
       "\n",
       "     Condition2_RRAe  Condition2_RRAn  Condition2_RRNn  BldgType_1Fam  \\\n",
       "1                  0                0                0              1   \n",
       "2                  0                0                0              0   \n",
       "3                  0                0                0              1   \n",
       "4                  0                0                0              1   \n",
       "5                  0                0                0              1   \n",
       "..               ...              ...              ...            ...   \n",
       "759                0                0                0              1   \n",
       "760                0                0                0              1   \n",
       "761                0                0                0              0   \n",
       "762                0                0                0              1   \n",
       "763                0                0                0              1   \n",
       "\n",
       "     BldgType_2fmCon  BldgType_Duplex  BldgType_Twnhs  BldgType_TwnhsE  \\\n",
       "1                  0                0               0                0   \n",
       "2                  0                0               0                1   \n",
       "3                  0                0               0                0   \n",
       "4                  0                0               0                0   \n",
       "5                  0                0               0                0   \n",
       "..               ...              ...             ...              ...   \n",
       "759                0                0               0                0   \n",
       "760                0                0               0                0   \n",
       "761                0                1               0                0   \n",
       "762                0                0               0                0   \n",
       "763                0                0               0                0   \n",
       "\n",
       "     HouseStyle_1.5Fin  HouseStyle_1.5Unf  HouseStyle_1Story  \\\n",
       "1                    0                  0                  1   \n",
       "2                    0                  0                  1   \n",
       "3                    0                  0                  1   \n",
       "4                    0                  0                  0   \n",
       "5                    0                  0                  0   \n",
       "..                 ...                ...                ...   \n",
       "759                  0                  1                  0   \n",
       "760                  0                  0                  1   \n",
       "761                  0                  0                  0   \n",
       "762                  0                  0                  0   \n",
       "763                  0                  0                  0   \n",
       "\n",
       "     HouseStyle_2.5Fin  HouseStyle_2.5Unf  HouseStyle_2Story  \\\n",
       "1                    0                  0                  0   \n",
       "2                    0                  0                  0   \n",
       "3                    0                  0                  0   \n",
       "4                    0                  0                  1   \n",
       "5                    0                  0                  1   \n",
       "..                 ...                ...                ...   \n",
       "759                  0                  0                  0   \n",
       "760                  0                  0                  0   \n",
       "761                  0                  0                  1   \n",
       "762                  0                  0                  1   \n",
       "763                  0                  0                  1   \n",
       "\n",
       "     HouseStyle_SFoyer  HouseStyle_SLvl  RoofStyle_Flat  RoofStyle_Gable  \\\n",
       "1                    0                0               0                1   \n",
       "2                    0                0               0                1   \n",
       "3                    0                0               0                0   \n",
       "4                    0                0               0                1   \n",
       "5                    0                0               0                1   \n",
       "..                 ...              ...             ...              ...   \n",
       "759                  0                0               0                1   \n",
       "760                  0                0               0                0   \n",
       "761                  0                0               0                1   \n",
       "762                  0                0               0                1   \n",
       "763                  0                0               0                1   \n",
       "\n",
       "     RoofStyle_Gambrel  RoofStyle_Hip  RoofStyle_Mansard  RoofStyle_Shed  \\\n",
       "1                    0              0                  0               0   \n",
       "2                    0              0                  0               0   \n",
       "3                    0              1                  0               0   \n",
       "4                    0              0                  0               0   \n",
       "5                    0              0                  0               0   \n",
       "..                 ...            ...                ...             ...   \n",
       "759                  0              0                  0               0   \n",
       "760                  0              1                  0               0   \n",
       "761                  0              0                  0               0   \n",
       "762                  0              0                  0               0   \n",
       "763                  0              0                  0               0   \n",
       "\n",
       "     RoofMatl_CompShg  RoofMatl_Membran  RoofMatl_Metal  RoofMatl_Roll  \\\n",
       "1                   1                 0               0              0   \n",
       "2                   1                 0               0              0   \n",
       "3                   1                 0               0              0   \n",
       "4                   1                 0               0              0   \n",
       "5                   1                 0               0              0   \n",
       "..                ...               ...             ...            ...   \n",
       "759                 1                 0               0              0   \n",
       "760                 1                 0               0              0   \n",
       "761                 1                 0               0              0   \n",
       "762                 1                 0               0              0   \n",
       "763                 1                 0               0              0   \n",
       "\n",
       "     RoofMatl_Tar&Grv  RoofMatl_WdShake  RoofMatl_WdShngl  \\\n",
       "1                   0                 0                 0   \n",
       "2                   0                 0                 0   \n",
       "3                   0                 0                 0   \n",
       "4                   0                 0                 0   \n",
       "5                   0                 0                 0   \n",
       "..                ...               ...               ...   \n",
       "759                 0                 0                 0   \n",
       "760                 0                 0                 0   \n",
       "761                 0                 0                 0   \n",
       "762                 0                 0                 0   \n",
       "763                 0                 0                 0   \n",
       "\n",
       "     Exterior1st_AsbShng  Exterior1st_AsphShn  Exterior1st_BrkComm  \\\n",
       "1                      0                    0                    0   \n",
       "2                      0                    0                    0   \n",
       "3                      0                    0                    0   \n",
       "4                      0                    0                    0   \n",
       "5                      0                    0                    0   \n",
       "..                   ...                  ...                  ...   \n",
       "759                    0                    0                    0   \n",
       "760                    0                    0                    0   \n",
       "761                    0                    0                    0   \n",
       "762                    0                    0                    0   \n",
       "763                    0                    0                    0   \n",
       "\n",
       "     Exterior1st_BrkFace  Exterior1st_CBlock  Exterior1st_CemntBd  \\\n",
       "1                      0                   0                    0   \n",
       "2                      0                   0                    0   \n",
       "3                      0                   0                    0   \n",
       "4                      0                   0                    0   \n",
       "5                      0                   0                    0   \n",
       "..                   ...                 ...                  ...   \n",
       "759                    0                   0                    0   \n",
       "760                    1                   0                    0   \n",
       "761                    0                   0                    0   \n",
       "762                    0                   0                    0   \n",
       "763                    0                   0                    0   \n",
       "\n",
       "     Exterior1st_HdBoard  Exterior1st_ImStucc  Exterior1st_MetalSd  \\\n",
       "1                      0                    0                    0   \n",
       "2                      1                    0                    0   \n",
       "3                      0                    0                    1   \n",
       "4                      0                    0                    1   \n",
       "5                      0                    0                    0   \n",
       "..                   ...                  ...                  ...   \n",
       "759                    0                    0                    0   \n",
       "760                    0                    0                    0   \n",
       "761                    0                    0                    1   \n",
       "762                    0                    0                    0   \n",
       "763                    0                    0                    0   \n",
       "\n",
       "     Exterior1st_Plywood  Exterior1st_PreCast  Exterior1st_Stucco  \\\n",
       "1                      0                    0                   0   \n",
       "2                      0                    0                   0   \n",
       "3                      0                    0                   0   \n",
       "4                      0                    0                   0   \n",
       "5                      0                    0                   0   \n",
       "..                   ...                  ...                 ...   \n",
       "759                    0                    0                   0   \n",
       "760                    0                    0                   0   \n",
       "761                    0                    0                   0   \n",
       "762                    0                    0                   0   \n",
       "763                    0                    0                   0   \n",
       "\n",
       "     Exterior1st_VinylSd  Exterior1st_Wd Sdng  Exterior1st_WdShing  \\\n",
       "1                      0                    1                    0   \n",
       "2                      0                    0                    0   \n",
       "3                      0                    0                    0   \n",
       "4                      0                    0                    0   \n",
       "5                      1                    0                    0   \n",
       "..                   ...                  ...                  ...   \n",
       "759                    0                    1                    0   \n",
       "760                    0                    0                    0   \n",
       "761                    0                    0                    0   \n",
       "762                    1                    0                    0   \n",
       "763                    1                    0                    0   \n",
       "\n",
       "     Exterior2nd_AsbShng  Exterior2nd_AsphShn  Exterior2nd_Brk Cmn  \\\n",
       "1                      0                    0                    0   \n",
       "2                      0                    0                    0   \n",
       "3                      0                    0                    0   \n",
       "4                      0                    0                    0   \n",
       "5                      0                    0                    0   \n",
       "..                   ...                  ...                  ...   \n",
       "759                    0                    0                    0   \n",
       "760                    0                    0                    0   \n",
       "761                    0                    0                    0   \n",
       "762                    0                    0                    0   \n",
       "763                    0                    0                    0   \n",
       "\n",
       "     Exterior2nd_BrkFace  Exterior2nd_CBlock  Exterior2nd_CmentBd  \\\n",
       "1                      0                   0                    0   \n",
       "2                      0                   0                    0   \n",
       "3                      0                   0                    0   \n",
       "4                      0                   0                    0   \n",
       "5                      0                   0                    0   \n",
       "..                   ...                 ...                  ...   \n",
       "759                    0                   0                    0   \n",
       "760                    0                   0                    0   \n",
       "761                    0                   0                    0   \n",
       "762                    0                   0                    0   \n",
       "763                    0                   0                    0   \n",
       "\n",
       "     Exterior2nd_HdBoard  Exterior2nd_ImStucc  Exterior2nd_MetalSd  \\\n",
       "1                      0                    0                    0   \n",
       "2                      1                    0                    0   \n",
       "3                      0                    0                    1   \n",
       "4                      0                    0                    1   \n",
       "5                      0                    0                    0   \n",
       "..                   ...                  ...                  ...   \n",
       "759                    0                    0                    0   \n",
       "760                    0                    0                    0   \n",
       "761                    0                    0                    1   \n",
       "762                    0                    0                    0   \n",
       "763                    0                    0                    0   \n",
       "\n",
       "     Exterior2nd_Plywood  Exterior2nd_PreCast  Exterior2nd_Stone  \\\n",
       "1                      0                    0                  0   \n",
       "2                      0                    0                  0   \n",
       "3                      0                    0                  0   \n",
       "4                      0                    0                  0   \n",
       "5                      0                    0                  0   \n",
       "..                   ...                  ...                ...   \n",
       "759                    0                    0                  0   \n",
       "760                    0                    0                  0   \n",
       "761                    0                    0                  0   \n",
       "762                    0                    0                  0   \n",
       "763                    0                    0                  0   \n",
       "\n",
       "     Exterior2nd_Stucco  Exterior2nd_VinylSd  Exterior2nd_Wd Sdng  \\\n",
       "1                     0                    0                    1   \n",
       "2                     0                    0                    0   \n",
       "3                     0                    0                    0   \n",
       "4                     0                    0                    0   \n",
       "5                     0                    1                    0   \n",
       "..                  ...                  ...                  ...   \n",
       "759                   0                    0                    1   \n",
       "760                   0                    0                    1   \n",
       "761                   0                    0                    0   \n",
       "762                   0                    1                    0   \n",
       "763                   0                    1                    0   \n",
       "\n",
       "     Exterior2nd_Wd Shng  MasVnrType_BrkCmn  MasVnrType_BrkFace  \\\n",
       "1                      0                  0                   0   \n",
       "2                      0                  0                   1   \n",
       "3                      0                  0                   0   \n",
       "4                      0                  0                   0   \n",
       "5                      0                  0                   0   \n",
       "..                   ...                ...                 ...   \n",
       "759                    0                  0                   0   \n",
       "760                    0                  0                   0   \n",
       "761                    0                  0                   0   \n",
       "762                    0                  0                   1   \n",
       "763                    0                  0                   1   \n",
       "\n",
       "     MasVnrType_None  MasVnrType_Stone  Foundation_BrkTil  Foundation_CBlock  \\\n",
       "1                  1                 0                  0                  1   \n",
       "2                  0                 0                  0                  1   \n",
       "3                  1                 0                  1                  0   \n",
       "4                  1                 0                  1                  0   \n",
       "5                  1                 0                  0                  0   \n",
       "..               ...               ...                ...                ...   \n",
       "759                1                 0                  1                  0   \n",
       "760                1                 0                  0                  0   \n",
       "761                1                 0                  0                  1   \n",
       "762                0                 0                  0                  0   \n",
       "763                0                 0                  0                  0   \n",
       "\n",
       "     Foundation_PConc  Foundation_Slab  Foundation_Stone  Foundation_Wood  \\\n",
       "1                   0                0                 0                0   \n",
       "2                   0                0                 0                0   \n",
       "3                   0                0                 0                0   \n",
       "4                   0                0                 0                0   \n",
       "5                   1                0                 0                0   \n",
       "..                ...              ...               ...              ...   \n",
       "759                 0                0                 0                0   \n",
       "760                 0                1                 0                0   \n",
       "761                 0                0                 0                0   \n",
       "762                 1                0                 0                0   \n",
       "763                 1                0                 0                0   \n",
       "\n",
       "     BsmtExposure_Av  BsmtExposure_Gd  BsmtExposure_Mn  BsmtExposure_No  \\\n",
       "1                  0                0                0                1   \n",
       "2                  0                0                1                0   \n",
       "3                  0                0                0                1   \n",
       "4                  0                0                0                1   \n",
       "5                  0                0                0                1   \n",
       "..               ...              ...              ...              ...   \n",
       "759                0                0                0                1   \n",
       "760                0                0                0                0   \n",
       "761                0                0                0                1   \n",
       "762                0                0                0                1   \n",
       "763                0                0                0                1   \n",
       "\n",
       "     BsmtExposure_None  BsmtFinType1_ALQ  BsmtFinType1_BLQ  BsmtFinType1_GLQ  \\\n",
       "1                    0                 0                 0                 0   \n",
       "2                    0                 0                 0                 1   \n",
       "3                    0                 1                 0                 0   \n",
       "4                    0                 0                 0                 0   \n",
       "5                    0                 0                 0                 1   \n",
       "..                 ...               ...               ...               ...   \n",
       "759                  0                 0                 0                 0   \n",
       "760                  1                 0                 0                 0   \n",
       "761                  0                 0                 1                 0   \n",
       "762                  0                 0                 0                 1   \n",
       "763                  0                 0                 0                 1   \n",
       "\n",
       "     BsmtFinType1_LwQ  BsmtFinType1_None  BsmtFinType1_Rec  BsmtFinType1_Unf  \\\n",
       "1                   0                  0                 1                 0   \n",
       "2                   0                  0                 0                 0   \n",
       "3                   0                  0                 0                 0   \n",
       "4                   0                  0                 0                 1   \n",
       "5                   0                  0                 0                 0   \n",
       "..                ...                ...               ...               ...   \n",
       "759                 0                  0                 0                 1   \n",
       "760                 0                  1                 0                 0   \n",
       "761                 0                  0                 0                 0   \n",
       "762                 0                  0                 0                 0   \n",
       "763                 0                  0                 0                 0   \n",
       "\n",
       "     BsmtFinType2_ALQ  BsmtFinType2_BLQ  BsmtFinType2_GLQ  BsmtFinType2_LwQ  \\\n",
       "1                   0                 0                 0                 0   \n",
       "2                   1                 0                 0                 0   \n",
       "3                   0                 0                 0                 0   \n",
       "4                   0                 0                 0                 0   \n",
       "5                   0                 0                 0                 0   \n",
       "..                ...               ...               ...               ...   \n",
       "759                 0                 0                 0                 0   \n",
       "760                 0                 0                 0                 0   \n",
       "761                 0                 0                 0                 0   \n",
       "762                 0                 0                 0                 0   \n",
       "763                 0                 0                 0                 0   \n",
       "\n",
       "     BsmtFinType2_None  BsmtFinType2_Rec  BsmtFinType2_Unf  Heating_Floor  \\\n",
       "1                    0                 0                 1              0   \n",
       "2                    0                 0                 0              0   \n",
       "3                    0                 0                 1              0   \n",
       "4                    0                 0                 1              0   \n",
       "5                    0                 0                 1              0   \n",
       "..                 ...               ...               ...            ...   \n",
       "759                  0                 0                 1              0   \n",
       "760                  1                 0                 0              0   \n",
       "761                  0                 0                 1              0   \n",
       "762                  0                 0                 1              0   \n",
       "763                  0                 0                 1              0   \n",
       "\n",
       "     Heating_GasA  Heating_GasW  Heating_Grav  Heating_OthW  Heating_Wall  \\\n",
       "1               1             0             0             0             0   \n",
       "2               1             0             0             0             0   \n",
       "3               1             0             0             0             0   \n",
       "4               1             0             0             0             0   \n",
       "5               1             0             0             0             0   \n",
       "..            ...           ...           ...           ...           ...   \n",
       "759             0             0             1             0             0   \n",
       "760             1             0             0             0             0   \n",
       "761             1             0             0             0             0   \n",
       "762             1             0             0             0             0   \n",
       "763             1             0             0             0             0   \n",
       "\n",
       "     Electrical_FuseA  Electrical_FuseF  Electrical_FuseP  Electrical_None  \\\n",
       "1                   0                 0                 0                0   \n",
       "2                   0                 0                 0                0   \n",
       "3                   0                 0                 0                0   \n",
       "4                   0                 0                 0                0   \n",
       "5                   0                 0                 0                0   \n",
       "..                ...               ...               ...              ...   \n",
       "759                 0                 1                 0                0   \n",
       "760                 1                 0                 0                0   \n",
       "761                 1                 0                 0                0   \n",
       "762                 0                 0                 0                0   \n",
       "763                 0                 0                 0                0   \n",
       "\n",
       "     Electrical_SBrkr  Functional_Maj1  Functional_Maj2  Functional_Min1  \\\n",
       "1                   1                0                0                0   \n",
       "2                   1                0                0                0   \n",
       "3                   1                0                0                0   \n",
       "4                   1                0                0                0   \n",
       "5                   1                0                0                0   \n",
       "..                ...              ...              ...              ...   \n",
       "759                 0                0                0                0   \n",
       "760                 0                0                0                0   \n",
       "761                 0                0                0                0   \n",
       "762                 1                0                0                0   \n",
       "763                 1                0                0                0   \n",
       "\n",
       "     Functional_Min2  Functional_Mod  Functional_Sal  Functional_Typ  \\\n",
       "1                  0               0               0               1   \n",
       "2                  0               0               0               1   \n",
       "3                  0               0               0               1   \n",
       "4                  0               0               0               1   \n",
       "5                  0               0               0               1   \n",
       "..               ...             ...             ...             ...   \n",
       "759                0               0               0               1   \n",
       "760                1               0               0               0   \n",
       "761                0               0               0               1   \n",
       "762                0               0               0               1   \n",
       "763                0               0               0               1   \n",
       "\n",
       "     GarageType_2Types  GarageType_Attchd  GarageType_Basment  \\\n",
       "1                    0                  0                   0   \n",
       "2                    0                  1                   0   \n",
       "3                    0                  0                   0   \n",
       "4                    0                  0                   0   \n",
       "5                    0                  1                   0   \n",
       "..                 ...                ...                 ...   \n",
       "759                  0                  0                   0   \n",
       "760                  0                  1                   0   \n",
       "761                  1                  0                   0   \n",
       "762                  0                  1                   0   \n",
       "763                  0                  1                   0   \n",
       "\n",
       "     GarageType_BuiltIn  GarageType_CarPort  GarageType_Detchd  \\\n",
       "1                     0                   0                  1   \n",
       "2                     0                   0                  0   \n",
       "3                     0                   0                  1   \n",
       "4                     0                   0                  1   \n",
       "5                     0                   0                  0   \n",
       "..                  ...                 ...                ...   \n",
       "759                   0                   0                  1   \n",
       "760                   0                   0                  0   \n",
       "761                   0                   0                  0   \n",
       "762                   0                   0                  0   \n",
       "763                   0                   0                  0   \n",
       "\n",
       "     GarageType_None  PavedDrive_N  PavedDrive_P  PavedDrive_Y  Fence_GdPrv  \\\n",
       "1                  0             0             0             1            0   \n",
       "2                  0             0             0             1            0   \n",
       "3                  0             1             0             0            0   \n",
       "4                  0             1             0             0            0   \n",
       "5                  0             0             0             1            0   \n",
       "..               ...           ...           ...           ...          ...   \n",
       "759                0             0             1             0            0   \n",
       "760                0             0             0             1            0   \n",
       "761                0             0             0             1            0   \n",
       "762                0             0             0             1            0   \n",
       "763                0             0             0             1            0   \n",
       "\n",
       "     Fence_GdWo  Fence_MnPrv  Fence_MnWw  Fence_None  MiscFeature_Gar2  \\\n",
       "1             0            0           0           1                 0   \n",
       "2             0            0           0           1                 0   \n",
       "3             0            0           0           1                 0   \n",
       "4             0            0           0           1                 0   \n",
       "5             0            0           0           1                 0   \n",
       "..          ...          ...         ...         ...               ...   \n",
       "759           0            0           0           1                 0   \n",
       "760           0            0           0           1                 0   \n",
       "761           0            0           0           1                 0   \n",
       "762           0            0           0           1                 0   \n",
       "763           0            0           0           1                 0   \n",
       "\n",
       "     MiscFeature_None  MiscFeature_Othr  MiscFeature_Shed  MiscFeature_TenC  \\\n",
       "1                   1                 0                 0                 0   \n",
       "2                   1                 0                 0                 0   \n",
       "3                   1                 0                 0                 0   \n",
       "4                   1                 0                 0                 0   \n",
       "5                   1                 0                 0                 0   \n",
       "..                ...               ...               ...               ...   \n",
       "759                 1                 0                 0                 0   \n",
       "760                 1                 0                 0                 0   \n",
       "761                 1                 0                 0                 0   \n",
       "762                 1                 0                 0                 0   \n",
       "763                 1                 0                 0                 0   \n",
       "\n",
       "     MoSold_1  MoSold_10  MoSold_11  MoSold_12  MoSold_2  MoSold_3  MoSold_4  \\\n",
       "1           0          0          0          0         0         1         0   \n",
       "2           0          0          0          0         1         0         0   \n",
       "3           0          0          1          0         0         0         0   \n",
       "4           0          0          0          0         0         0         0   \n",
       "5           0          0          1          0         0         0         0   \n",
       "..        ...        ...        ...        ...       ...       ...       ...   \n",
       "759         0          0          0          0         0         0         0   \n",
       "760         0          0          0          0         0         0         0   \n",
       "761         0          0          0          0         0         0         0   \n",
       "762         0          0          0          0         0         0         0   \n",
       "763         0          0          0          0         0         0         0   \n",
       "\n",
       "     MoSold_5  MoSold_6  MoSold_7  MoSold_8  MoSold_9  YrSold_2006  \\\n",
       "1           0         0         0         0         0            0   \n",
       "2           0         0         0         0         0            0   \n",
       "3           0         0         0         0         0            0   \n",
       "4           1         0         0         0         0            0   \n",
       "5           0         0         0         0         0            0   \n",
       "..        ...       ...       ...       ...       ...          ...   \n",
       "759         1         0         0         0         0            0   \n",
       "760         0         1         0         0         0            0   \n",
       "761         0         0         0         1         0            0   \n",
       "762         0         0         1         0         0            0   \n",
       "763         0         0         0         0         1            1   \n",
       "\n",
       "     YrSold_2007  YrSold_2008  YrSold_2009  YrSold_2010  SaleType_COD  \\\n",
       "1              0            0            0            1             0   \n",
       "2              0            0            1            0             0   \n",
       "3              1            0            0            0             0   \n",
       "4              0            0            1            0             0   \n",
       "5              0            0            1            0             0   \n",
       "..           ...          ...          ...          ...           ...   \n",
       "759            0            0            1            0             0   \n",
       "760            0            0            1            0             0   \n",
       "761            1            0            0            0             0   \n",
       "762            1            0            0            0             0   \n",
       "763            0            0            0            0             0   \n",
       "\n",
       "     SaleType_CWD  SaleType_Con  SaleType_ConLD  SaleType_ConLI  \\\n",
       "1               0             0               0               0   \n",
       "2               0             0               0               0   \n",
       "3               0             0               0               0   \n",
       "4               0             0               0               0   \n",
       "5               0             0               0               0   \n",
       "..            ...           ...             ...             ...   \n",
       "759             0             0               0               0   \n",
       "760             0             0               0               0   \n",
       "761             0             0               0               0   \n",
       "762             0             0               0               0   \n",
       "763             0             0               0               0   \n",
       "\n",
       "     SaleType_ConLw  SaleType_New  SaleType_Oth  SaleType_VWD  SaleType_WD   \\\n",
       "1                 0             0             0             0             1   \n",
       "2                 0             0             0             0             1   \n",
       "3                 0             0             0             0             1   \n",
       "4                 0             0             0             0             1   \n",
       "5                 0             0             0             0             1   \n",
       "..              ...           ...           ...           ...           ...   \n",
       "759               0             0             0             0             1   \n",
       "760               0             0             0             0             1   \n",
       "761               0             0             0             0             1   \n",
       "762               0             0             0             0             1   \n",
       "763               0             0             0             0             1   \n",
       "\n",
       "     SaleCondition_Abnorml  SaleCondition_AdjLand  SaleCondition_Alloca  \\\n",
       "1                        0                      0                     0   \n",
       "2                        0                      0                     0   \n",
       "3                        0                      0                     0   \n",
       "4                        0                      0                     0   \n",
       "5                        0                      0                     0   \n",
       "..                     ...                    ...                   ...   \n",
       "759                      0                      0                     0   \n",
       "760                      0                      0                     0   \n",
       "761                      0                      0                     0   \n",
       "762                      0                      0                     0   \n",
       "763                      0                      0                     0   \n",
       "\n",
       "     SaleCondition_Family  SaleCondition_Normal  SaleCondition_Partial  \n",
       "1                       0                     1                      0  \n",
       "2                       0                     1                      0  \n",
       "3                       0                     1                      0  \n",
       "4                       0                     1                      0  \n",
       "5                       0                     1                      0  \n",
       "..                    ...                   ...                    ...  \n",
       "759                     0                     1                      0  \n",
       "760                     0                     1                      0  \n",
       "761                     0                     1                      0  \n",
       "762                     0                     1                      0  \n",
       "763                     0                     1                      0  \n",
       "\n",
       "[2578 rows x 248 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cat_dummy = df_no_dummy.select_dtypes('object')\n",
    "df_num_dummy = df_no_dummy.select_dtypes(['int64','float64'])\n",
    "df_cat_dummy = pd.get_dummies(df_cat_dummy)\n",
    "df_cat_dummy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee657585-6965-46bc-97c7-0c846fa69562",
   "metadata": {},
   "source": [
    "# Concatenating Num and Cat Cols for Final Df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fc996a70-d30d-4a30-a6e5-d2741393491e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['GrLivArea', 'LotFrontage', 'LotArea', 'OverallQual', 'OverallCond',\n",
       "       'YearBuilt', 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2',\n",
       "       ...\n",
       "       'SaleType_New', 'SaleType_Oth', 'SaleType_VWD', 'SaleType_WD ',\n",
       "       'SaleCondition_Abnorml', 'SaleCondition_AdjLand',\n",
       "       'SaleCondition_Alloca', 'SaleCondition_Family', 'SaleCondition_Normal',\n",
       "       'SaleCondition_Partial'],\n",
       "      dtype='object', length=293)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat([df_num_dummy, df_cat_dummy], axis = 1)\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "dbc7f407-1add-4719-8af1-16504709311f",
   "metadata": {
    "tags": []
   },
   "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>GrLivArea</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>MSSubClass_120</th>\n",
       "      <th>MSSubClass_150</th>\n",
       "      <th>MSSubClass_160</th>\n",
       "      <th>MSSubClass_180</th>\n",
       "      <th>MSSubClass_190</th>\n",
       "      <th>MSSubClass_20</th>\n",
       "      <th>MSSubClass_30</th>\n",
       "      <th>MSSubClass_40</th>\n",
       "      <th>MSSubClass_45</th>\n",
       "      <th>MSSubClass_50</th>\n",
       "      <th>MSSubClass_60</th>\n",
       "      <th>MSSubClass_70</th>\n",
       "      <th>MSSubClass_75</th>\n",
       "      <th>MSSubClass_80</th>\n",
       "      <th>MSSubClass_85</th>\n",
       "      <th>MSSubClass_90</th>\n",
       "      <th>MSZoning_A (agr)</th>\n",
       "      <th>MSZoning_C (all)</th>\n",
       "      <th>MSZoning_FV</th>\n",
       "      <th>MSZoning_I (all)</th>\n",
       "      <th>MSZoning_RH</th>\n",
       "      <th>MSZoning_RL</th>\n",
       "      <th>MSZoning_RM</th>\n",
       "      <th>Street_Grvl</th>\n",
       "      <th>Street_Pave</th>\n",
       "      <th>Alley_Grvl</th>\n",
       "      <th>Alley_None</th>\n",
       "      <th>Alley_Pave</th>\n",
       "      <th>LotShape_IR1</th>\n",
       "      <th>LotShape_IR2</th>\n",
       "      <th>LotShape_IR3</th>\n",
       "      <th>LotShape_Reg</th>\n",
       "      <th>LandContour_Bnk</th>\n",
       "      <th>LandContour_HLS</th>\n",
       "      <th>LandContour_Low</th>\n",
       "      <th>LandContour_Lvl</th>\n",
       "      <th>Utilities_AllPub</th>\n",
       "      <th>Utilities_NoSewr</th>\n",
       "      <th>LotConfig_Corner</th>\n",
       "      <th>LotConfig_CulDSac</th>\n",
       "      <th>LotConfig_FR2</th>\n",
       "      <th>LotConfig_FR3</th>\n",
       "      <th>LotConfig_Inside</th>\n",
       "      <th>LandSlope_Gtl</th>\n",
       "      <th>LandSlope_Mod</th>\n",
       "      <th>LandSlope_Sev</th>\n",
       "      <th>Neighborhood_Blmngtn</th>\n",
       "      <th>Neighborhood_Blueste</th>\n",
       "      <th>Neighborhood_BrDale</th>\n",
       "      <th>Neighborhood_BrkSide</th>\n",
       "      <th>Neighborhood_ClearCr</th>\n",
       "      <th>Neighborhood_CollgCr</th>\n",
       "      <th>Neighborhood_Crawfor</th>\n",
       "      <th>Neighborhood_Edwards</th>\n",
       "      <th>Neighborhood_Gilbert</th>\n",
       "      <th>Neighborhood_Greens</th>\n",
       "      <th>Neighborhood_GrnHill</th>\n",
       "      <th>Neighborhood_IDOTRR</th>\n",
       "      <th>Neighborhood_Landmrk</th>\n",
       "      <th>Neighborhood_MeadowV</th>\n",
       "      <th>Neighborhood_Mitchel</th>\n",
       "      <th>Neighborhood_NAmes</th>\n",
       "      <th>Neighborhood_NPkVill</th>\n",
       "      <th>Neighborhood_NWAmes</th>\n",
       "      <th>Neighborhood_NoRidge</th>\n",
       "      <th>Neighborhood_NridgHt</th>\n",
       "      <th>Neighborhood_OldTown</th>\n",
       "      <th>Neighborhood_SWISU</th>\n",
       "      <th>Neighborhood_Sawyer</th>\n",
       "      <th>Neighborhood_SawyerW</th>\n",
       "      <th>Neighborhood_Somerst</th>\n",
       "      <th>Neighborhood_StoneBr</th>\n",
       "      <th>Neighborhood_Timber</th>\n",
       "      <th>Neighborhood_Veenker</th>\n",
       "      <th>Condition1_Artery</th>\n",
       "      <th>Condition1_Feedr</th>\n",
       "      <th>Condition1_Norm</th>\n",
       "      <th>Condition1_PosA</th>\n",
       "      <th>Condition1_PosN</th>\n",
       "      <th>Condition1_RRAe</th>\n",
       "      <th>Condition1_RRAn</th>\n",
       "      <th>Condition1_RRNe</th>\n",
       "      <th>Condition1_RRNn</th>\n",
       "      <th>Condition2_Artery</th>\n",
       "      <th>Condition2_Feedr</th>\n",
       "      <th>Condition2_Norm</th>\n",
       "      <th>Condition2_PosA</th>\n",
       "      <th>Condition2_PosN</th>\n",
       "      <th>Condition2_RRAe</th>\n",
       "      <th>Condition2_RRAn</th>\n",
       "      <th>Condition2_RRNn</th>\n",
       "      <th>BldgType_1Fam</th>\n",
       "      <th>BldgType_2fmCon</th>\n",
       "      <th>BldgType_Duplex</th>\n",
       "      <th>BldgType_Twnhs</th>\n",
       "      <th>BldgType_TwnhsE</th>\n",
       "      <th>HouseStyle_1.5Fin</th>\n",
       "      <th>HouseStyle_1.5Unf</th>\n",
       "      <th>HouseStyle_1Story</th>\n",
       "      <th>HouseStyle_2.5Fin</th>\n",
       "      <th>HouseStyle_2.5Unf</th>\n",
       "      <th>HouseStyle_2Story</th>\n",
       "      <th>HouseStyle_SFoyer</th>\n",
       "      <th>HouseStyle_SLvl</th>\n",
       "      <th>RoofStyle_Flat</th>\n",
       "      <th>RoofStyle_Gable</th>\n",
       "      <th>RoofStyle_Gambrel</th>\n",
       "      <th>RoofStyle_Hip</th>\n",
       "      <th>RoofStyle_Mansard</th>\n",
       "      <th>RoofStyle_Shed</th>\n",
       "      <th>RoofMatl_CompShg</th>\n",
       "      <th>RoofMatl_Membran</th>\n",
       "      <th>RoofMatl_Metal</th>\n",
       "      <th>RoofMatl_Roll</th>\n",
       "      <th>RoofMatl_Tar&amp;Grv</th>\n",
       "      <th>RoofMatl_WdShake</th>\n",
       "      <th>RoofMatl_WdShngl</th>\n",
       "      <th>Exterior1st_AsbShng</th>\n",
       "      <th>Exterior1st_AsphShn</th>\n",
       "      <th>Exterior1st_BrkComm</th>\n",
       "      <th>Exterior1st_BrkFace</th>\n",
       "      <th>Exterior1st_CBlock</th>\n",
       "      <th>Exterior1st_CemntBd</th>\n",
       "      <th>Exterior1st_HdBoard</th>\n",
       "      <th>Exterior1st_ImStucc</th>\n",
       "      <th>Exterior1st_MetalSd</th>\n",
       "      <th>Exterior1st_Plywood</th>\n",
       "      <th>Exterior1st_PreCast</th>\n",
       "      <th>Exterior1st_Stucco</th>\n",
       "      <th>Exterior1st_VinylSd</th>\n",
       "      <th>Exterior1st_Wd Sdng</th>\n",
       "      <th>Exterior1st_WdShing</th>\n",
       "      <th>Exterior2nd_AsbShng</th>\n",
       "      <th>Exterior2nd_AsphShn</th>\n",
       "      <th>Exterior2nd_Brk Cmn</th>\n",
       "      <th>Exterior2nd_BrkFace</th>\n",
       "      <th>Exterior2nd_CBlock</th>\n",
       "      <th>Exterior2nd_CmentBd</th>\n",
       "      <th>Exterior2nd_HdBoard</th>\n",
       "      <th>Exterior2nd_ImStucc</th>\n",
       "      <th>Exterior2nd_MetalSd</th>\n",
       "      <th>Exterior2nd_Plywood</th>\n",
       "      <th>Exterior2nd_PreCast</th>\n",
       "      <th>Exterior2nd_Stone</th>\n",
       "      <th>Exterior2nd_Stucco</th>\n",
       "      <th>Exterior2nd_VinylSd</th>\n",
       "      <th>Exterior2nd_Wd Sdng</th>\n",
       "      <th>Exterior2nd_Wd Shng</th>\n",
       "      <th>MasVnrType_BrkCmn</th>\n",
       "      <th>MasVnrType_BrkFace</th>\n",
       "      <th>MasVnrType_None</th>\n",
       "      <th>MasVnrType_Stone</th>\n",
       "      <th>Foundation_BrkTil</th>\n",
       "      <th>Foundation_CBlock</th>\n",
       "      <th>Foundation_PConc</th>\n",
       "      <th>Foundation_Slab</th>\n",
       "      <th>Foundation_Stone</th>\n",
       "      <th>Foundation_Wood</th>\n",
       "      <th>BsmtExposure_Av</th>\n",
       "      <th>BsmtExposure_Gd</th>\n",
       "      <th>BsmtExposure_Mn</th>\n",
       "      <th>BsmtExposure_No</th>\n",
       "      <th>BsmtExposure_None</th>\n",
       "      <th>BsmtFinType1_ALQ</th>\n",
       "      <th>BsmtFinType1_BLQ</th>\n",
       "      <th>BsmtFinType1_GLQ</th>\n",
       "      <th>BsmtFinType1_LwQ</th>\n",
       "      <th>BsmtFinType1_None</th>\n",
       "      <th>BsmtFinType1_Rec</th>\n",
       "      <th>BsmtFinType1_Unf</th>\n",
       "      <th>BsmtFinType2_ALQ</th>\n",
       "      <th>BsmtFinType2_BLQ</th>\n",
       "      <th>BsmtFinType2_GLQ</th>\n",
       "      <th>BsmtFinType2_LwQ</th>\n",
       "      <th>BsmtFinType2_None</th>\n",
       "      <th>BsmtFinType2_Rec</th>\n",
       "      <th>BsmtFinType2_Unf</th>\n",
       "      <th>Heating_Floor</th>\n",
       "      <th>Heating_GasA</th>\n",
       "      <th>Heating_GasW</th>\n",
       "      <th>Heating_Grav</th>\n",
       "      <th>Heating_OthW</th>\n",
       "      <th>Heating_Wall</th>\n",
       "      <th>Electrical_FuseA</th>\n",
       "      <th>Electrical_FuseF</th>\n",
       "      <th>Electrical_FuseP</th>\n",
       "      <th>Electrical_None</th>\n",
       "      <th>Electrical_SBrkr</th>\n",
       "      <th>Functional_Maj1</th>\n",
       "      <th>Functional_Maj2</th>\n",
       "      <th>Functional_Min1</th>\n",
       "      <th>Functional_Min2</th>\n",
       "      <th>Functional_Mod</th>\n",
       "      <th>Functional_Sal</th>\n",
       "      <th>Functional_Typ</th>\n",
       "      <th>GarageType_2Types</th>\n",
       "      <th>GarageType_Attchd</th>\n",
       "      <th>GarageType_Basment</th>\n",
       "      <th>GarageType_BuiltIn</th>\n",
       "      <th>GarageType_CarPort</th>\n",
       "      <th>GarageType_Detchd</th>\n",
       "      <th>GarageType_None</th>\n",
       "      <th>PavedDrive_N</th>\n",
       "      <th>PavedDrive_P</th>\n",
       "      <th>PavedDrive_Y</th>\n",
       "      <th>Fence_GdPrv</th>\n",
       "      <th>Fence_GdWo</th>\n",
       "      <th>Fence_MnPrv</th>\n",
       "      <th>Fence_MnWw</th>\n",
       "      <th>Fence_None</th>\n",
       "      <th>MiscFeature_Gar2</th>\n",
       "      <th>MiscFeature_None</th>\n",
       "      <th>MiscFeature_Othr</th>\n",
       "      <th>MiscFeature_Shed</th>\n",
       "      <th>MiscFeature_TenC</th>\n",
       "      <th>MoSold_1</th>\n",
       "      <th>MoSold_10</th>\n",
       "      <th>MoSold_11</th>\n",
       "      <th>MoSold_12</th>\n",
       "      <th>MoSold_2</th>\n",
       "      <th>MoSold_3</th>\n",
       "      <th>MoSold_4</th>\n",
       "      <th>MoSold_5</th>\n",
       "      <th>MoSold_6</th>\n",
       "      <th>MoSold_7</th>\n",
       "      <th>MoSold_8</th>\n",
       "      <th>MoSold_9</th>\n",
       "      <th>YrSold_2006</th>\n",
       "      <th>YrSold_2007</th>\n",
       "      <th>YrSold_2008</th>\n",
       "      <th>YrSold_2009</th>\n",
       "      <th>YrSold_2010</th>\n",
       "      <th>SaleType_COD</th>\n",
       "      <th>SaleType_CWD</th>\n",
       "      <th>SaleType_Con</th>\n",
       "      <th>SaleType_ConLD</th>\n",
       "      <th>SaleType_ConLI</th>\n",
       "      <th>SaleType_ConLw</th>\n",
       "      <th>SaleType_New</th>\n",
       "      <th>SaleType_Oth</th>\n",
       "      <th>SaleType_VWD</th>\n",
       "      <th>SaleType_WD</th>\n",
       "      <th>SaleCondition_Abnorml</th>\n",
       "      <th>SaleCondition_AdjLand</th>\n",
       "      <th>SaleCondition_Alloca</th>\n",
       "      <th>SaleCondition_Family</th>\n",
       "      <th>SaleCondition_Normal</th>\n",
       "      <th>SaleCondition_Partial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>856</td>\n",
       "      <td>68.470227</td>\n",
       "      <td>7890</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1939</td>\n",
       "      <td>1950</td>\n",
       "      <td>0.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>856.0</td>\n",
       "      <td>856</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1939.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>399.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>166</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1049</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>4235</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1984</td>\n",
       "      <td>1984</td>\n",
       "      <td>149.0</td>\n",
       "      <td>552.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>1049.0</td>\n",
       "      <td>1049</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>0</td>\n",
       "      <td>105</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1001</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>6060</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>1930</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.0</td>\n",
       "      <td>737.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>837.0</td>\n",
       "      <td>1001</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>154</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1039</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>8146</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>1900</td>\n",
       "      <td>2003</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>717</td>\n",
       "      <td>322</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>168</td>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1665</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>8400</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>643.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>810.0</td>\n",
       "      <td>810</td>\n",
       "      <td>855</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>528.0</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>952</td>\n",
       "      <td>68.470227</td>\n",
       "      <td>8854</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1916</td>\n",
       "      <td>1950</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>952</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1916.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>0</td>\n",
       "      <td>98</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>1733</td>\n",
       "      <td>68.470227</td>\n",
       "      <td>13680</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1955</td>\n",
       "      <td>1955</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1733</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1955.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>452.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>2002</td>\n",
       "      <td>82.000000</td>\n",
       "      <td>6270</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1949</td>\n",
       "      <td>1950</td>\n",
       "      <td>0.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>717.0</td>\n",
       "      <td>1001.0</td>\n",
       "      <td>1001</td>\n",
       "      <td>1001</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1949.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>871.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>1842</td>\n",
       "      <td>68.470227</td>\n",
       "      <td>8826</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "      <td>144.0</td>\n",
       "      <td>841.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>985.0</td>\n",
       "      <td>985</td>\n",
       "      <td>857</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>486.0</td>\n",
       "      <td>193</td>\n",
       "      <td>96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>1911</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>9554</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1993</td>\n",
       "      <td>1994</td>\n",
       "      <td>125.0</td>\n",
       "      <td>380.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>777.0</td>\n",
       "      <td>1065</td>\n",
       "      <td>846</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>471.0</td>\n",
       "      <td>182</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2578 rows × 293 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     GrLivArea  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
       "1          856    68.470227     7890            6            6       1939   \n",
       "2         1049    42.000000     4235            5            5       1984   \n",
       "3         1001    60.000000     6060            5            9       1930   \n",
       "4         1039    80.000000     8146            4            8       1900   \n",
       "5         1665    70.000000     8400            8            6       2001   \n",
       "..         ...          ...      ...          ...          ...        ...   \n",
       "759        952    68.470227     8854            6            6       1916   \n",
       "760       1733    68.470227    13680            3            5       1955   \n",
       "761       2002    82.000000     6270            5            6       1949   \n",
       "762       1842    68.470227     8826            7            5       2000   \n",
       "763       1911    80.000000     9554            8            5       1993   \n",
       "\n",
       "     YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "1            1950         0.0       238.0         0.0      618.0        856.0   \n",
       "2            1984       149.0       552.0       393.0      104.0       1049.0   \n",
       "3            2007         0.0       737.0         0.0      100.0        837.0   \n",
       "4            2003         0.0         0.0         0.0      405.0        405.0   \n",
       "5            2001         0.0       643.0         0.0      167.0        810.0   \n",
       "..            ...         ...         ...         ...        ...          ...   \n",
       "759          1950         0.0         0.0         0.0      952.0        952.0   \n",
       "760          1955         0.0         0.0         0.0        0.0          0.0   \n",
       "761          1950         0.0       284.0         0.0      717.0       1001.0   \n",
       "762          2000       144.0       841.0         0.0      144.0        985.0   \n",
       "763          1994       125.0       380.0         0.0      397.0        777.0   \n",
       "\n",
       "     1stFlrSF  2ndFlrSF  LowQualFinSF  BsmtFullBath  BsmtHalfBath  FullBath  \\\n",
       "1         856         0             0           1.0           0.0         1   \n",
       "2        1049         0             0           1.0           0.0         2   \n",
       "3        1001         0             0           0.0           0.0         1   \n",
       "4         717       322             0           0.0           0.0         1   \n",
       "5         810       855             0           1.0           0.0         2   \n",
       "..        ...       ...           ...           ...           ...       ...   \n",
       "759       952         0             0           0.0           0.0         1   \n",
       "760      1733         0             0           0.0           0.0         2   \n",
       "761      1001      1001             0           0.0           0.0         2   \n",
       "762       985       857             0           1.0           0.0         2   \n",
       "763      1065       846             0           0.0           0.0         2   \n",
       "\n",
       "     HalfBath  BedroomAbvGr  KitchenAbvGr  TotRmsAbvGrd  Fireplaces  \\\n",
       "1           0             2             1             4           1   \n",
       "2           0             2             1             5           0   \n",
       "3           0             2             1             5           0   \n",
       "4           0             2             1             6           0   \n",
       "5           1             3             1             6           0   \n",
       "..        ...           ...           ...           ...         ...   \n",
       "759         0             2             1             4           1   \n",
       "760         0             4             1             8           1   \n",
       "761         0             4             2             8           0   \n",
       "762         1             3             1             7           1   \n",
       "763         1             3             1             8           1   \n",
       "\n",
       "     GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  \\\n",
       "1         1939.0         2.0       399.0           0            0   \n",
       "2         1984.0         1.0       266.0           0          105   \n",
       "3         1930.0         1.0       216.0         154            0   \n",
       "4         1940.0         1.0       281.0           0            0   \n",
       "5         2001.0         2.0       528.0           0           45   \n",
       "..           ...         ...         ...         ...          ...   \n",
       "759       1916.0         1.0       192.0           0           98   \n",
       "760       1955.0         2.0       452.0           0            0   \n",
       "761       1949.0         3.0       871.0           0            0   \n",
       "762       2000.0         2.0       486.0         193           96   \n",
       "763       1993.0         2.0       471.0         182           81   \n",
       "\n",
       "     EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal  ExterQual  \\\n",
       "1                0          0          166         0        0          3   \n",
       "2                0          0            0         0        0          4   \n",
       "3               42         86            0         0        0          4   \n",
       "4              168          0          111         0        0          4   \n",
       "5                0          0            0         0        0          4   \n",
       "..             ...        ...          ...       ...      ...        ...   \n",
       "759              0          0           40         0        0          3   \n",
       "760              0          0            0         0        0          3   \n",
       "761              0          0            0         0        0          3   \n",
       "762              0          0            0         0        0          4   \n",
       "763              0          0            0         0        0          4   \n",
       "\n",
       "     ExterCond  BsmtQual  BsmtCond  HeatingQC  CentralAir  KitchenQual  \\\n",
       "1            3         3         3          3           1            3   \n",
       "2            3         4         3          3           1            4   \n",
       "3            3         3         3          5           1            4   \n",
       "4            4         2         3          4           1            3   \n",
       "5            3         4         3          5           1            4   \n",
       "..         ...       ...       ...        ...         ...          ...   \n",
       "759          3         3         3          2           0            2   \n",
       "760          3         0         0          5           1            3   \n",
       "761          3         3         3          3           0            3   \n",
       "762          3         4         3          5           1            4   \n",
       "763          3         4         3          5           1            4   \n",
       "\n",
       "     FireplaceQu  GarageFinish  GarageQual  GarageCond  PoolQC  \\\n",
       "1              4             1           3           3       0   \n",
       "2              0             3           3           3       0   \n",
       "3              0             1           3           1       0   \n",
       "4              0             1           3           3       0   \n",
       "5              0             3           3           3       0   \n",
       "..           ...           ...         ...         ...     ...   \n",
       "759            4             1           2           1       0   \n",
       "760            4             1           3           3       0   \n",
       "761            0             1           3           3       0   \n",
       "762            3             3           3           3       0   \n",
       "763            3             2           3           3       0   \n",
       "\n",
       "     MSSubClass_120  MSSubClass_150  MSSubClass_160  MSSubClass_180  \\\n",
       "1                 0               0               0               0   \n",
       "2                 1               0               0               0   \n",
       "3                 0               0               0               0   \n",
       "4                 0               0               0               0   \n",
       "5                 0               0               0               0   \n",
       "..              ...             ...             ...             ...   \n",
       "759               0               0               0               0   \n",
       "760               0               0               0               0   \n",
       "761               0               0               0               0   \n",
       "762               0               0               0               0   \n",
       "763               0               0               0               0   \n",
       "\n",
       "     MSSubClass_190  MSSubClass_20  MSSubClass_30  MSSubClass_40  \\\n",
       "1                 0              0              1              0   \n",
       "2                 0              0              0              0   \n",
       "3                 0              0              1              0   \n",
       "4                 0              0              0              0   \n",
       "5                 0              0              0              0   \n",
       "..              ...            ...            ...            ...   \n",
       "759               0              0              1              0   \n",
       "760               0              1              0              0   \n",
       "761               0              0              0              0   \n",
       "762               0              0              0              0   \n",
       "763               0              0              0              0   \n",
       "\n",
       "     MSSubClass_45  MSSubClass_50  MSSubClass_60  MSSubClass_70  \\\n",
       "1                0              0              0              0   \n",
       "2                0              0              0              0   \n",
       "3                0              0              0              0   \n",
       "4                0              0              0              1   \n",
       "5                0              0              1              0   \n",
       "..             ...            ...            ...            ...   \n",
       "759              0              0              0              0   \n",
       "760              0              0              0              0   \n",
       "761              0              0              0              0   \n",
       "762              0              0              1              0   \n",
       "763              0              0              1              0   \n",
       "\n",
       "     MSSubClass_75  MSSubClass_80  MSSubClass_85  MSSubClass_90  \\\n",
       "1                0              0              0              0   \n",
       "2                0              0              0              0   \n",
       "3                0              0              0              0   \n",
       "4                0              0              0              0   \n",
       "5                0              0              0              0   \n",
       "..             ...            ...            ...            ...   \n",
       "759              0              0              0              0   \n",
       "760              0              0              0              0   \n",
       "761              0              0              0              1   \n",
       "762              0              0              0              0   \n",
       "763              0              0              0              0   \n",
       "\n",
       "     MSZoning_A (agr)  MSZoning_C (all)  MSZoning_FV  MSZoning_I (all)  \\\n",
       "1                   0                 0            0                 0   \n",
       "2                   0                 0            0                 0   \n",
       "3                   0                 1            0                 0   \n",
       "4                   0                 0            0                 0   \n",
       "5                   0                 0            0                 0   \n",
       "..                ...               ...          ...               ...   \n",
       "759                 0                 0            0                 0   \n",
       "760                 0                 0            0                 0   \n",
       "761                 0                 0            0                 0   \n",
       "762                 0                 0            0                 0   \n",
       "763                 0                 0            0                 0   \n",
       "\n",
       "     MSZoning_RH  MSZoning_RL  MSZoning_RM  Street_Grvl  Street_Pave  \\\n",
       "1              0            1            0            0            1   \n",
       "2              0            1            0            0            1   \n",
       "3              0            0            0            0            1   \n",
       "4              0            1            0            0            1   \n",
       "5              0            1            0            0            1   \n",
       "..           ...          ...          ...          ...          ...   \n",
       "759            0            1            0            0            1   \n",
       "760            0            1            0            0            1   \n",
       "761            1            0            0            0            1   \n",
       "762            0            1            0            0            1   \n",
       "763            0            1            0            0            1   \n",
       "\n",
       "     Alley_Grvl  Alley_None  Alley_Pave  LotShape_IR1  LotShape_IR2  \\\n",
       "1             0           1           0             0             0   \n",
       "2             0           1           0             0             0   \n",
       "3             0           1           0             0             0   \n",
       "4             0           1           0             0             0   \n",
       "5             0           1           0             0             0   \n",
       "..          ...         ...         ...           ...           ...   \n",
       "759           0           1           0             0             0   \n",
       "760           0           1           0             1             0   \n",
       "761           0           1           0             0             0   \n",
       "762           0           1           0             0             0   \n",
       "763           0           1           0             1             0   \n",
       "\n",
       "     LotShape_IR3  LotShape_Reg  LandContour_Bnk  LandContour_HLS  \\\n",
       "1               0             1                0                0   \n",
       "2               0             1                0                0   \n",
       "3               0             1                0                0   \n",
       "4               0             1                0                0   \n",
       "5               0             1                0                0   \n",
       "..            ...           ...              ...              ...   \n",
       "759             0             1                0                0   \n",
       "760             0             0                0                0   \n",
       "761             0             1                0                1   \n",
       "762             0             1                0                0   \n",
       "763             0             0                0                0   \n",
       "\n",
       "     LandContour_Low  LandContour_Lvl  Utilities_AllPub  Utilities_NoSewr  \\\n",
       "1                  0                1                 1                 0   \n",
       "2                  0                1                 1                 0   \n",
       "3                  0                1                 1                 0   \n",
       "4                  0                1                 1                 0   \n",
       "5                  0                1                 1                 0   \n",
       "..               ...              ...               ...               ...   \n",
       "759                0                1                 1                 0   \n",
       "760                0                1                 1                 0   \n",
       "761                0                0                 1                 0   \n",
       "762                0                1                 1                 0   \n",
       "763                0                1                 1                 0   \n",
       "\n",
       "     LotConfig_Corner  LotConfig_CulDSac  LotConfig_FR2  LotConfig_FR3  \\\n",
       "1                   1                  0              0              0   \n",
       "2                   0                  0              0              0   \n",
       "3                   0                  0              0              0   \n",
       "4                   1                  0              0              0   \n",
       "5                   0                  0              0              0   \n",
       "..                ...                ...            ...            ...   \n",
       "759                 0                  0              0              0   \n",
       "760                 0                  1              0              0   \n",
       "761                 0                  0              0              0   \n",
       "762                 0                  0              0              0   \n",
       "763                 0                  0              0              0   \n",
       "\n",
       "     LotConfig_Inside  LandSlope_Gtl  LandSlope_Mod  LandSlope_Sev  \\\n",
       "1                   0              1              0              0   \n",
       "2                   1              1              0              0   \n",
       "3                   1              1              0              0   \n",
       "4                   0              1              0              0   \n",
       "5                   1              1              0              0   \n",
       "..                ...            ...            ...            ...   \n",
       "759                 1              1              0              0   \n",
       "760                 0              1              0              0   \n",
       "761                 1              1              0              0   \n",
       "762                 1              1              0              0   \n",
       "763                 1              1              0              0   \n",
       "\n",
       "     Neighborhood_Blmngtn  Neighborhood_Blueste  Neighborhood_BrDale  \\\n",
       "1                       0                     0                    0   \n",
       "2                       0                     0                    0   \n",
       "3                       0                     0                    0   \n",
       "4                       0                     0                    0   \n",
       "5                       0                     0                    0   \n",
       "..                    ...                   ...                  ...   \n",
       "759                     0                     0                    0   \n",
       "760                     0                     0                    0   \n",
       "761                     0                     0                    0   \n",
       "762                     0                     0                    0   \n",
       "763                     0                     0                    0   \n",
       "\n",
       "     Neighborhood_BrkSide  Neighborhood_ClearCr  Neighborhood_CollgCr  \\\n",
       "1                       0                     0                     0   \n",
       "2                       0                     0                     0   \n",
       "3                       0                     0                     0   \n",
       "4                       0                     0                     0   \n",
       "5                       0                     0                     0   \n",
       "..                    ...                   ...                   ...   \n",
       "759                     1                     0                     0   \n",
       "760                     0                     0                     0   \n",
       "761                     0                     0                     0   \n",
       "762                     0                     0                     1   \n",
       "763                     0                     0                     0   \n",
       "\n",
       "     Neighborhood_Crawfor  Neighborhood_Edwards  Neighborhood_Gilbert  \\\n",
       "1                       0                     0                     0   \n",
       "2                       0                     1                     0   \n",
       "3                       0                     0                     0   \n",
       "4                       0                     0                     0   \n",
       "5                       0                     0                     0   \n",
       "..                    ...                   ...                   ...   \n",
       "759                     0                     0                     0   \n",
       "760                     0                     1                     0   \n",
       "761                     1                     0                     0   \n",
       "762                     0                     0                     0   \n",
       "763                     0                     0                     0   \n",
       "\n",
       "     Neighborhood_Greens  Neighborhood_GrnHill  Neighborhood_IDOTRR  \\\n",
       "1                      0                     0                    0   \n",
       "2                      0                     0                    0   \n",
       "3                      0                     0                    1   \n",
       "4                      0                     0                    0   \n",
       "5                      0                     0                    0   \n",
       "..                   ...                   ...                  ...   \n",
       "759                    0                     0                    0   \n",
       "760                    0                     0                    0   \n",
       "761                    0                     0                    0   \n",
       "762                    0                     0                    0   \n",
       "763                    0                     0                    0   \n",
       "\n",
       "     Neighborhood_Landmrk  Neighborhood_MeadowV  Neighborhood_Mitchel  \\\n",
       "1                       0                     0                     0   \n",
       "2                       0                     0                     0   \n",
       "3                       0                     0                     0   \n",
       "4                       0                     0                     0   \n",
       "5                       0                     0                     0   \n",
       "..                    ...                   ...                   ...   \n",
       "759                     0                     0                     0   \n",
       "760                     0                     0                     0   \n",
       "761                     0                     0                     0   \n",
       "762                     0                     0                     0   \n",
       "763                     0                     0                     0   \n",
       "\n",
       "     Neighborhood_NAmes  Neighborhood_NPkVill  Neighborhood_NWAmes  \\\n",
       "1                     0                     0                    0   \n",
       "2                     0                     0                    0   \n",
       "3                     0                     0                    0   \n",
       "4                     0                     0                    0   \n",
       "5                     0                     0                    1   \n",
       "..                  ...                   ...                  ...   \n",
       "759                   0                     0                    0   \n",
       "760                   0                     0                    0   \n",
       "761                   0                     0                    0   \n",
       "762                   0                     0                    0   \n",
       "763                   0                     0                    0   \n",
       "\n",
       "     Neighborhood_NoRidge  Neighborhood_NridgHt  Neighborhood_OldTown  \\\n",
       "1                       0                     0                     0   \n",
       "2                       0                     0                     0   \n",
       "3                       0                     0                     0   \n",
       "4                       0                     0                     1   \n",
       "5                       0                     0                     0   \n",
       "..                    ...                   ...                   ...   \n",
       "759                     0                     0                     0   \n",
       "760                     0                     0                     0   \n",
       "761                     0                     0                     0   \n",
       "762                     0                     0                     0   \n",
       "763                     0                     0                     0   \n",
       "\n",
       "     Neighborhood_SWISU  Neighborhood_Sawyer  Neighborhood_SawyerW  \\\n",
       "1                     1                    0                     0   \n",
       "2                     0                    0                     0   \n",
       "3                     0                    0                     0   \n",
       "4                     0                    0                     0   \n",
       "5                     0                    0                     0   \n",
       "..                  ...                  ...                   ...   \n",
       "759                   0                    0                     0   \n",
       "760                   0                    0                     0   \n",
       "761                   0                    0                     0   \n",
       "762                   0                    0                     0   \n",
       "763                   0                    0                     1   \n",
       "\n",
       "     Neighborhood_Somerst  Neighborhood_StoneBr  Neighborhood_Timber  \\\n",
       "1                       0                     0                    0   \n",
       "2                       0                     0                    0   \n",
       "3                       0                     0                    0   \n",
       "4                       0                     0                    0   \n",
       "5                       0                     0                    0   \n",
       "..                    ...                   ...                  ...   \n",
       "759                     0                     0                    0   \n",
       "760                     0                     0                    0   \n",
       "761                     0                     0                    0   \n",
       "762                     0                     0                    0   \n",
       "763                     0                     0                    0   \n",
       "\n",
       "     Neighborhood_Veenker  Condition1_Artery  Condition1_Feedr  \\\n",
       "1                       0                  0                 0   \n",
       "2                       0                  0                 0   \n",
       "3                       0                  0                 0   \n",
       "4                       0                  0                 0   \n",
       "5                       0                  0                 0   \n",
       "..                    ...                ...               ...   \n",
       "759                     0                  0                 0   \n",
       "760                     0                  0                 0   \n",
       "761                     0                  0                 0   \n",
       "762                     0                  0                 0   \n",
       "763                     0                  0                 0   \n",
       "\n",
       "     Condition1_Norm  Condition1_PosA  Condition1_PosN  Condition1_RRAe  \\\n",
       "1                  1                0                0                0   \n",
       "2                  1                0                0                0   \n",
       "3                  1                0                0                0   \n",
       "4                  1                0                0                0   \n",
       "5                  1                0                0                0   \n",
       "..               ...              ...              ...              ...   \n",
       "759                1                0                0                0   \n",
       "760                1                0                0                0   \n",
       "761                1                0                0                0   \n",
       "762                1                0                0                0   \n",
       "763                1                0                0                0   \n",
       "\n",
       "     Condition1_RRAn  Condition1_RRNe  Condition1_RRNn  Condition2_Artery  \\\n",
       "1                  0                0                0                  0   \n",
       "2                  0                0                0                  0   \n",
       "3                  0                0                0                  0   \n",
       "4                  0                0                0                  0   \n",
       "5                  0                0                0                  0   \n",
       "..               ...              ...              ...                ...   \n",
       "759                0                0                0                  0   \n",
       "760                0                0                0                  0   \n",
       "761                0                0                0                  0   \n",
       "762                0                0                0                  0   \n",
       "763                0                0                0                  0   \n",
       "\n",
       "     Condition2_Feedr  Condition2_Norm  Condition2_PosA  Condition2_PosN  \\\n",
       "1                   0                1                0                0   \n",
       "2                   0                1                0                0   \n",
       "3                   0                1                0                0   \n",
       "4                   0                1                0                0   \n",
       "5                   0                1                0                0   \n",
       "..                ...              ...              ...              ...   \n",
       "759                 0                1                0                0   \n",
       "760                 0                1                0                0   \n",
       "761                 0                1                0                0   \n",
       "762                 0                1                0                0   \n",
       "763                 0                1                0                0   \n",
       "\n",
       "     Condition2_RRAe  Condition2_RRAn  Condition2_RRNn  BldgType_1Fam  \\\n",
       "1                  0                0                0              1   \n",
       "2                  0                0                0              0   \n",
       "3                  0                0                0              1   \n",
       "4                  0                0                0              1   \n",
       "5                  0                0                0              1   \n",
       "..               ...              ...              ...            ...   \n",
       "759                0                0                0              1   \n",
       "760                0                0                0              1   \n",
       "761                0                0                0              0   \n",
       "762                0                0                0              1   \n",
       "763                0                0                0              1   \n",
       "\n",
       "     BldgType_2fmCon  BldgType_Duplex  BldgType_Twnhs  BldgType_TwnhsE  \\\n",
       "1                  0                0               0                0   \n",
       "2                  0                0               0                1   \n",
       "3                  0                0               0                0   \n",
       "4                  0                0               0                0   \n",
       "5                  0                0               0                0   \n",
       "..               ...              ...             ...              ...   \n",
       "759                0                0               0                0   \n",
       "760                0                0               0                0   \n",
       "761                0                1               0                0   \n",
       "762                0                0               0                0   \n",
       "763                0                0               0                0   \n",
       "\n",
       "     HouseStyle_1.5Fin  HouseStyle_1.5Unf  HouseStyle_1Story  \\\n",
       "1                    0                  0                  1   \n",
       "2                    0                  0                  1   \n",
       "3                    0                  0                  1   \n",
       "4                    0                  0                  0   \n",
       "5                    0                  0                  0   \n",
       "..                 ...                ...                ...   \n",
       "759                  0                  1                  0   \n",
       "760                  0                  0                  1   \n",
       "761                  0                  0                  0   \n",
       "762                  0                  0                  0   \n",
       "763                  0                  0                  0   \n",
       "\n",
       "     HouseStyle_2.5Fin  HouseStyle_2.5Unf  HouseStyle_2Story  \\\n",
       "1                    0                  0                  0   \n",
       "2                    0                  0                  0   \n",
       "3                    0                  0                  0   \n",
       "4                    0                  0                  1   \n",
       "5                    0                  0                  1   \n",
       "..                 ...                ...                ...   \n",
       "759                  0                  0                  0   \n",
       "760                  0                  0                  0   \n",
       "761                  0                  0                  1   \n",
       "762                  0                  0                  1   \n",
       "763                  0                  0                  1   \n",
       "\n",
       "     HouseStyle_SFoyer  HouseStyle_SLvl  RoofStyle_Flat  RoofStyle_Gable  \\\n",
       "1                    0                0               0                1   \n",
       "2                    0                0               0                1   \n",
       "3                    0                0               0                0   \n",
       "4                    0                0               0                1   \n",
       "5                    0                0               0                1   \n",
       "..                 ...              ...             ...              ...   \n",
       "759                  0                0               0                1   \n",
       "760                  0                0               0                0   \n",
       "761                  0                0               0                1   \n",
       "762                  0                0               0                1   \n",
       "763                  0                0               0                1   \n",
       "\n",
       "     RoofStyle_Gambrel  RoofStyle_Hip  RoofStyle_Mansard  RoofStyle_Shed  \\\n",
       "1                    0              0                  0               0   \n",
       "2                    0              0                  0               0   \n",
       "3                    0              1                  0               0   \n",
       "4                    0              0                  0               0   \n",
       "5                    0              0                  0               0   \n",
       "..                 ...            ...                ...             ...   \n",
       "759                  0              0                  0               0   \n",
       "760                  0              1                  0               0   \n",
       "761                  0              0                  0               0   \n",
       "762                  0              0                  0               0   \n",
       "763                  0              0                  0               0   \n",
       "\n",
       "     RoofMatl_CompShg  RoofMatl_Membran  RoofMatl_Metal  RoofMatl_Roll  \\\n",
       "1                   1                 0               0              0   \n",
       "2                   1                 0               0              0   \n",
       "3                   1                 0               0              0   \n",
       "4                   1                 0               0              0   \n",
       "5                   1                 0               0              0   \n",
       "..                ...               ...             ...            ...   \n",
       "759                 1                 0               0              0   \n",
       "760                 1                 0               0              0   \n",
       "761                 1                 0               0              0   \n",
       "762                 1                 0               0              0   \n",
       "763                 1                 0               0              0   \n",
       "\n",
       "     RoofMatl_Tar&Grv  RoofMatl_WdShake  RoofMatl_WdShngl  \\\n",
       "1                   0                 0                 0   \n",
       "2                   0                 0                 0   \n",
       "3                   0                 0                 0   \n",
       "4                   0                 0                 0   \n",
       "5                   0                 0                 0   \n",
       "..                ...               ...               ...   \n",
       "759                 0                 0                 0   \n",
       "760                 0                 0                 0   \n",
       "761                 0                 0                 0   \n",
       "762                 0                 0                 0   \n",
       "763                 0                 0                 0   \n",
       "\n",
       "     Exterior1st_AsbShng  Exterior1st_AsphShn  Exterior1st_BrkComm  \\\n",
       "1                      0                    0                    0   \n",
       "2                      0                    0                    0   \n",
       "3                      0                    0                    0   \n",
       "4                      0                    0                    0   \n",
       "5                      0                    0                    0   \n",
       "..                   ...                  ...                  ...   \n",
       "759                    0                    0                    0   \n",
       "760                    0                    0                    0   \n",
       "761                    0                    0                    0   \n",
       "762                    0                    0                    0   \n",
       "763                    0                    0                    0   \n",
       "\n",
       "     Exterior1st_BrkFace  Exterior1st_CBlock  Exterior1st_CemntBd  \\\n",
       "1                      0                   0                    0   \n",
       "2                      0                   0                    0   \n",
       "3                      0                   0                    0   \n",
       "4                      0                   0                    0   \n",
       "5                      0                   0                    0   \n",
       "..                   ...                 ...                  ...   \n",
       "759                    0                   0                    0   \n",
       "760                    1                   0                    0   \n",
       "761                    0                   0                    0   \n",
       "762                    0                   0                    0   \n",
       "763                    0                   0                    0   \n",
       "\n",
       "     Exterior1st_HdBoard  Exterior1st_ImStucc  Exterior1st_MetalSd  \\\n",
       "1                      0                    0                    0   \n",
       "2                      1                    0                    0   \n",
       "3                      0                    0                    1   \n",
       "4                      0                    0                    1   \n",
       "5                      0                    0                    0   \n",
       "..                   ...                  ...                  ...   \n",
       "759                    0                    0                    0   \n",
       "760                    0                    0                    0   \n",
       "761                    0                    0                    1   \n",
       "762                    0                    0                    0   \n",
       "763                    0                    0                    0   \n",
       "\n",
       "     Exterior1st_Plywood  Exterior1st_PreCast  Exterior1st_Stucco  \\\n",
       "1                      0                    0                   0   \n",
       "2                      0                    0                   0   \n",
       "3                      0                    0                   0   \n",
       "4                      0                    0                   0   \n",
       "5                      0                    0                   0   \n",
       "..                   ...                  ...                 ...   \n",
       "759                    0                    0                   0   \n",
       "760                    0                    0                   0   \n",
       "761                    0                    0                   0   \n",
       "762                    0                    0                   0   \n",
       "763                    0                    0                   0   \n",
       "\n",
       "     Exterior1st_VinylSd  Exterior1st_Wd Sdng  Exterior1st_WdShing  \\\n",
       "1                      0                    1                    0   \n",
       "2                      0                    0                    0   \n",
       "3                      0                    0                    0   \n",
       "4                      0                    0                    0   \n",
       "5                      1                    0                    0   \n",
       "..                   ...                  ...                  ...   \n",
       "759                    0                    1                    0   \n",
       "760                    0                    0                    0   \n",
       "761                    0                    0                    0   \n",
       "762                    1                    0                    0   \n",
       "763                    1                    0                    0   \n",
       "\n",
       "     Exterior2nd_AsbShng  Exterior2nd_AsphShn  Exterior2nd_Brk Cmn  \\\n",
       "1                      0                    0                    0   \n",
       "2                      0                    0                    0   \n",
       "3                      0                    0                    0   \n",
       "4                      0                    0                    0   \n",
       "5                      0                    0                    0   \n",
       "..                   ...                  ...                  ...   \n",
       "759                    0                    0                    0   \n",
       "760                    0                    0                    0   \n",
       "761                    0                    0                    0   \n",
       "762                    0                    0                    0   \n",
       "763                    0                    0                    0   \n",
       "\n",
       "     Exterior2nd_BrkFace  Exterior2nd_CBlock  Exterior2nd_CmentBd  \\\n",
       "1                      0                   0                    0   \n",
       "2                      0                   0                    0   \n",
       "3                      0                   0                    0   \n",
       "4                      0                   0                    0   \n",
       "5                      0                   0                    0   \n",
       "..                   ...                 ...                  ...   \n",
       "759                    0                   0                    0   \n",
       "760                    0                   0                    0   \n",
       "761                    0                   0                    0   \n",
       "762                    0                   0                    0   \n",
       "763                    0                   0                    0   \n",
       "\n",
       "     Exterior2nd_HdBoard  Exterior2nd_ImStucc  Exterior2nd_MetalSd  \\\n",
       "1                      0                    0                    0   \n",
       "2                      1                    0                    0   \n",
       "3                      0                    0                    1   \n",
       "4                      0                    0                    1   \n",
       "5                      0                    0                    0   \n",
       "..                   ...                  ...                  ...   \n",
       "759                    0                    0                    0   \n",
       "760                    0                    0                    0   \n",
       "761                    0                    0                    1   \n",
       "762                    0                    0                    0   \n",
       "763                    0                    0                    0   \n",
       "\n",
       "     Exterior2nd_Plywood  Exterior2nd_PreCast  Exterior2nd_Stone  \\\n",
       "1                      0                    0                  0   \n",
       "2                      0                    0                  0   \n",
       "3                      0                    0                  0   \n",
       "4                      0                    0                  0   \n",
       "5                      0                    0                  0   \n",
       "..                   ...                  ...                ...   \n",
       "759                    0                    0                  0   \n",
       "760                    0                    0                  0   \n",
       "761                    0                    0                  0   \n",
       "762                    0                    0                  0   \n",
       "763                    0                    0                  0   \n",
       "\n",
       "     Exterior2nd_Stucco  Exterior2nd_VinylSd  Exterior2nd_Wd Sdng  \\\n",
       "1                     0                    0                    1   \n",
       "2                     0                    0                    0   \n",
       "3                     0                    0                    0   \n",
       "4                     0                    0                    0   \n",
       "5                     0                    1                    0   \n",
       "..                  ...                  ...                  ...   \n",
       "759                   0                    0                    1   \n",
       "760                   0                    0                    1   \n",
       "761                   0                    0                    0   \n",
       "762                   0                    1                    0   \n",
       "763                   0                    1                    0   \n",
       "\n",
       "     Exterior2nd_Wd Shng  MasVnrType_BrkCmn  MasVnrType_BrkFace  \\\n",
       "1                      0                  0                   0   \n",
       "2                      0                  0                   1   \n",
       "3                      0                  0                   0   \n",
       "4                      0                  0                   0   \n",
       "5                      0                  0                   0   \n",
       "..                   ...                ...                 ...   \n",
       "759                    0                  0                   0   \n",
       "760                    0                  0                   0   \n",
       "761                    0                  0                   0   \n",
       "762                    0                  0                   1   \n",
       "763                    0                  0                   1   \n",
       "\n",
       "     MasVnrType_None  MasVnrType_Stone  Foundation_BrkTil  Foundation_CBlock  \\\n",
       "1                  1                 0                  0                  1   \n",
       "2                  0                 0                  0                  1   \n",
       "3                  1                 0                  1                  0   \n",
       "4                  1                 0                  1                  0   \n",
       "5                  1                 0                  0                  0   \n",
       "..               ...               ...                ...                ...   \n",
       "759                1                 0                  1                  0   \n",
       "760                1                 0                  0                  0   \n",
       "761                1                 0                  0                  1   \n",
       "762                0                 0                  0                  0   \n",
       "763                0                 0                  0                  0   \n",
       "\n",
       "     Foundation_PConc  Foundation_Slab  Foundation_Stone  Foundation_Wood  \\\n",
       "1                   0                0                 0                0   \n",
       "2                   0                0                 0                0   \n",
       "3                   0                0                 0                0   \n",
       "4                   0                0                 0                0   \n",
       "5                   1                0                 0                0   \n",
       "..                ...              ...               ...              ...   \n",
       "759                 0                0                 0                0   \n",
       "760                 0                1                 0                0   \n",
       "761                 0                0                 0                0   \n",
       "762                 1                0                 0                0   \n",
       "763                 1                0                 0                0   \n",
       "\n",
       "     BsmtExposure_Av  BsmtExposure_Gd  BsmtExposure_Mn  BsmtExposure_No  \\\n",
       "1                  0                0                0                1   \n",
       "2                  0                0                1                0   \n",
       "3                  0                0                0                1   \n",
       "4                  0                0                0                1   \n",
       "5                  0                0                0                1   \n",
       "..               ...              ...              ...              ...   \n",
       "759                0                0                0                1   \n",
       "760                0                0                0                0   \n",
       "761                0                0                0                1   \n",
       "762                0                0                0                1   \n",
       "763                0                0                0                1   \n",
       "\n",
       "     BsmtExposure_None  BsmtFinType1_ALQ  BsmtFinType1_BLQ  BsmtFinType1_GLQ  \\\n",
       "1                    0                 0                 0                 0   \n",
       "2                    0                 0                 0                 1   \n",
       "3                    0                 1                 0                 0   \n",
       "4                    0                 0                 0                 0   \n",
       "5                    0                 0                 0                 1   \n",
       "..                 ...               ...               ...               ...   \n",
       "759                  0                 0                 0                 0   \n",
       "760                  1                 0                 0                 0   \n",
       "761                  0                 0                 1                 0   \n",
       "762                  0                 0                 0                 1   \n",
       "763                  0                 0                 0                 1   \n",
       "\n",
       "     BsmtFinType1_LwQ  BsmtFinType1_None  BsmtFinType1_Rec  BsmtFinType1_Unf  \\\n",
       "1                   0                  0                 1                 0   \n",
       "2                   0                  0                 0                 0   \n",
       "3                   0                  0                 0                 0   \n",
       "4                   0                  0                 0                 1   \n",
       "5                   0                  0                 0                 0   \n",
       "..                ...                ...               ...               ...   \n",
       "759                 0                  0                 0                 1   \n",
       "760                 0                  1                 0                 0   \n",
       "761                 0                  0                 0                 0   \n",
       "762                 0                  0                 0                 0   \n",
       "763                 0                  0                 0                 0   \n",
       "\n",
       "     BsmtFinType2_ALQ  BsmtFinType2_BLQ  BsmtFinType2_GLQ  BsmtFinType2_LwQ  \\\n",
       "1                   0                 0                 0                 0   \n",
       "2                   1                 0                 0                 0   \n",
       "3                   0                 0                 0                 0   \n",
       "4                   0                 0                 0                 0   \n",
       "5                   0                 0                 0                 0   \n",
       "..                ...               ...               ...               ...   \n",
       "759                 0                 0                 0                 0   \n",
       "760                 0                 0                 0                 0   \n",
       "761                 0                 0                 0                 0   \n",
       "762                 0                 0                 0                 0   \n",
       "763                 0                 0                 0                 0   \n",
       "\n",
       "     BsmtFinType2_None  BsmtFinType2_Rec  BsmtFinType2_Unf  Heating_Floor  \\\n",
       "1                    0                 0                 1              0   \n",
       "2                    0                 0                 0              0   \n",
       "3                    0                 0                 1              0   \n",
       "4                    0                 0                 1              0   \n",
       "5                    0                 0                 1              0   \n",
       "..                 ...               ...               ...            ...   \n",
       "759                  0                 0                 1              0   \n",
       "760                  1                 0                 0              0   \n",
       "761                  0                 0                 1              0   \n",
       "762                  0                 0                 1              0   \n",
       "763                  0                 0                 1              0   \n",
       "\n",
       "     Heating_GasA  Heating_GasW  Heating_Grav  Heating_OthW  Heating_Wall  \\\n",
       "1               1             0             0             0             0   \n",
       "2               1             0             0             0             0   \n",
       "3               1             0             0             0             0   \n",
       "4               1             0             0             0             0   \n",
       "5               1             0             0             0             0   \n",
       "..            ...           ...           ...           ...           ...   \n",
       "759             0             0             1             0             0   \n",
       "760             1             0             0             0             0   \n",
       "761             1             0             0             0             0   \n",
       "762             1             0             0             0             0   \n",
       "763             1             0             0             0             0   \n",
       "\n",
       "     Electrical_FuseA  Electrical_FuseF  Electrical_FuseP  Electrical_None  \\\n",
       "1                   0                 0                 0                0   \n",
       "2                   0                 0                 0                0   \n",
       "3                   0                 0                 0                0   \n",
       "4                   0                 0                 0                0   \n",
       "5                   0                 0                 0                0   \n",
       "..                ...               ...               ...              ...   \n",
       "759                 0                 1                 0                0   \n",
       "760                 1                 0                 0                0   \n",
       "761                 1                 0                 0                0   \n",
       "762                 0                 0                 0                0   \n",
       "763                 0                 0                 0                0   \n",
       "\n",
       "     Electrical_SBrkr  Functional_Maj1  Functional_Maj2  Functional_Min1  \\\n",
       "1                   1                0                0                0   \n",
       "2                   1                0                0                0   \n",
       "3                   1                0                0                0   \n",
       "4                   1                0                0                0   \n",
       "5                   1                0                0                0   \n",
       "..                ...              ...              ...              ...   \n",
       "759                 0                0                0                0   \n",
       "760                 0                0                0                0   \n",
       "761                 0                0                0                0   \n",
       "762                 1                0                0                0   \n",
       "763                 1                0                0                0   \n",
       "\n",
       "     Functional_Min2  Functional_Mod  Functional_Sal  Functional_Typ  \\\n",
       "1                  0               0               0               1   \n",
       "2                  0               0               0               1   \n",
       "3                  0               0               0               1   \n",
       "4                  0               0               0               1   \n",
       "5                  0               0               0               1   \n",
       "..               ...             ...             ...             ...   \n",
       "759                0               0               0               1   \n",
       "760                1               0               0               0   \n",
       "761                0               0               0               1   \n",
       "762                0               0               0               1   \n",
       "763                0               0               0               1   \n",
       "\n",
       "     GarageType_2Types  GarageType_Attchd  GarageType_Basment  \\\n",
       "1                    0                  0                   0   \n",
       "2                    0                  1                   0   \n",
       "3                    0                  0                   0   \n",
       "4                    0                  0                   0   \n",
       "5                    0                  1                   0   \n",
       "..                 ...                ...                 ...   \n",
       "759                  0                  0                   0   \n",
       "760                  0                  1                   0   \n",
       "761                  1                  0                   0   \n",
       "762                  0                  1                   0   \n",
       "763                  0                  1                   0   \n",
       "\n",
       "     GarageType_BuiltIn  GarageType_CarPort  GarageType_Detchd  \\\n",
       "1                     0                   0                  1   \n",
       "2                     0                   0                  0   \n",
       "3                     0                   0                  1   \n",
       "4                     0                   0                  1   \n",
       "5                     0                   0                  0   \n",
       "..                  ...                 ...                ...   \n",
       "759                   0                   0                  1   \n",
       "760                   0                   0                  0   \n",
       "761                   0                   0                  0   \n",
       "762                   0                   0                  0   \n",
       "763                   0                   0                  0   \n",
       "\n",
       "     GarageType_None  PavedDrive_N  PavedDrive_P  PavedDrive_Y  Fence_GdPrv  \\\n",
       "1                  0             0             0             1            0   \n",
       "2                  0             0             0             1            0   \n",
       "3                  0             1             0             0            0   \n",
       "4                  0             1             0             0            0   \n",
       "5                  0             0             0             1            0   \n",
       "..               ...           ...           ...           ...          ...   \n",
       "759                0             0             1             0            0   \n",
       "760                0             0             0             1            0   \n",
       "761                0             0             0             1            0   \n",
       "762                0             0             0             1            0   \n",
       "763                0             0             0             1            0   \n",
       "\n",
       "     Fence_GdWo  Fence_MnPrv  Fence_MnWw  Fence_None  MiscFeature_Gar2  \\\n",
       "1             0            0           0           1                 0   \n",
       "2             0            0           0           1                 0   \n",
       "3             0            0           0           1                 0   \n",
       "4             0            0           0           1                 0   \n",
       "5             0            0           0           1                 0   \n",
       "..          ...          ...         ...         ...               ...   \n",
       "759           0            0           0           1                 0   \n",
       "760           0            0           0           1                 0   \n",
       "761           0            0           0           1                 0   \n",
       "762           0            0           0           1                 0   \n",
       "763           0            0           0           1                 0   \n",
       "\n",
       "     MiscFeature_None  MiscFeature_Othr  MiscFeature_Shed  MiscFeature_TenC  \\\n",
       "1                   1                 0                 0                 0   \n",
       "2                   1                 0                 0                 0   \n",
       "3                   1                 0                 0                 0   \n",
       "4                   1                 0                 0                 0   \n",
       "5                   1                 0                 0                 0   \n",
       "..                ...               ...               ...               ...   \n",
       "759                 1                 0                 0                 0   \n",
       "760                 1                 0                 0                 0   \n",
       "761                 1                 0                 0                 0   \n",
       "762                 1                 0                 0                 0   \n",
       "763                 1                 0                 0                 0   \n",
       "\n",
       "     MoSold_1  MoSold_10  MoSold_11  MoSold_12  MoSold_2  MoSold_3  MoSold_4  \\\n",
       "1           0          0          0          0         0         1         0   \n",
       "2           0          0          0          0         1         0         0   \n",
       "3           0          0          1          0         0         0         0   \n",
       "4           0          0          0          0         0         0         0   \n",
       "5           0          0          1          0         0         0         0   \n",
       "..        ...        ...        ...        ...       ...       ...       ...   \n",
       "759         0          0          0          0         0         0         0   \n",
       "760         0          0          0          0         0         0         0   \n",
       "761         0          0          0          0         0         0         0   \n",
       "762         0          0          0          0         0         0         0   \n",
       "763         0          0          0          0         0         0         0   \n",
       "\n",
       "     MoSold_5  MoSold_6  MoSold_7  MoSold_8  MoSold_9  YrSold_2006  \\\n",
       "1           0         0         0         0         0            0   \n",
       "2           0         0         0         0         0            0   \n",
       "3           0         0         0         0         0            0   \n",
       "4           1         0         0         0         0            0   \n",
       "5           0         0         0         0         0            0   \n",
       "..        ...       ...       ...       ...       ...          ...   \n",
       "759         1         0         0         0         0            0   \n",
       "760         0         1         0         0         0            0   \n",
       "761         0         0         0         1         0            0   \n",
       "762         0         0         1         0         0            0   \n",
       "763         0         0         0         0         1            1   \n",
       "\n",
       "     YrSold_2007  YrSold_2008  YrSold_2009  YrSold_2010  SaleType_COD  \\\n",
       "1              0            0            0            1             0   \n",
       "2              0            0            1            0             0   \n",
       "3              1            0            0            0             0   \n",
       "4              0            0            1            0             0   \n",
       "5              0            0            1            0             0   \n",
       "..           ...          ...          ...          ...           ...   \n",
       "759            0            0            1            0             0   \n",
       "760            0            0            1            0             0   \n",
       "761            1            0            0            0             0   \n",
       "762            1            0            0            0             0   \n",
       "763            0            0            0            0             0   \n",
       "\n",
       "     SaleType_CWD  SaleType_Con  SaleType_ConLD  SaleType_ConLI  \\\n",
       "1               0             0               0               0   \n",
       "2               0             0               0               0   \n",
       "3               0             0               0               0   \n",
       "4               0             0               0               0   \n",
       "5               0             0               0               0   \n",
       "..            ...           ...             ...             ...   \n",
       "759             0             0               0               0   \n",
       "760             0             0               0               0   \n",
       "761             0             0               0               0   \n",
       "762             0             0               0               0   \n",
       "763             0             0               0               0   \n",
       "\n",
       "     SaleType_ConLw  SaleType_New  SaleType_Oth  SaleType_VWD  SaleType_WD   \\\n",
       "1                 0             0             0             0             1   \n",
       "2                 0             0             0             0             1   \n",
       "3                 0             0             0             0             1   \n",
       "4                 0             0             0             0             1   \n",
       "5                 0             0             0             0             1   \n",
       "..              ...           ...           ...           ...           ...   \n",
       "759               0             0             0             0             1   \n",
       "760               0             0             0             0             1   \n",
       "761               0             0             0             0             1   \n",
       "762               0             0             0             0             1   \n",
       "763               0             0             0             0             1   \n",
       "\n",
       "     SaleCondition_Abnorml  SaleCondition_AdjLand  SaleCondition_Alloca  \\\n",
       "1                        0                      0                     0   \n",
       "2                        0                      0                     0   \n",
       "3                        0                      0                     0   \n",
       "4                        0                      0                     0   \n",
       "5                        0                      0                     0   \n",
       "..                     ...                    ...                   ...   \n",
       "759                      0                      0                     0   \n",
       "760                      0                      0                     0   \n",
       "761                      0                      0                     0   \n",
       "762                      0                      0                     0   \n",
       "763                      0                      0                     0   \n",
       "\n",
       "     SaleCondition_Family  SaleCondition_Normal  SaleCondition_Partial  \n",
       "1                       0                     1                      0  \n",
       "2                       0                     1                      0  \n",
       "3                       0                     1                      0  \n",
       "4                       0                     1                      0  \n",
       "5                       0                     1                      0  \n",
       "..                    ...                   ...                    ...  \n",
       "759                     0                     1                      0  \n",
       "760                     0                     1                      0  \n",
       "761                     0                     1                      0  \n",
       "762                     0                     1                      0  \n",
       "763                     0                     1                      0  \n",
       "\n",
       "[2578 rows x 293 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a8a3ab10-e1cf-4662-b596-6caf6a037958",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PoolQC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>856</td>\n",
       "      <td>68.470227</td>\n",
       "      <td>7890</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1939</td>\n",
       "      <td>1950</td>\n",
       "      <td>0.0</td>\n",
       "      <td>238.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>856.0</td>\n",
       "      <td>856</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1939.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>399.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>166</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1049</td>\n",
       "      <td>42.000000</td>\n",
       "      <td>4235</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1984</td>\n",
       "      <td>1984</td>\n",
       "      <td>149.0</td>\n",
       "      <td>552.0</td>\n",
       "      <td>393.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>1049.0</td>\n",
       "      <td>1049</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>0</td>\n",
       "      <td>105</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1001</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>6060</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>1930</td>\n",
       "      <td>2007</td>\n",
       "      <td>0.0</td>\n",
       "      <td>737.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>837.0</td>\n",
       "      <td>1001</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>216.0</td>\n",
       "      <td>154</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1039</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>8146</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>1900</td>\n",
       "      <td>2003</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>405.0</td>\n",
       "      <td>717</td>\n",
       "      <td>322</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>281.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>168</td>\n",
       "      <td>0</td>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1665</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>8400</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>2001</td>\n",
       "      <td>2001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>643.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>810.0</td>\n",
       "      <td>810</td>\n",
       "      <td>855</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>528.0</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>952</td>\n",
       "      <td>68.470227</td>\n",
       "      <td>8854</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1916</td>\n",
       "      <td>1950</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>952</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1916.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>0</td>\n",
       "      <td>98</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>1733</td>\n",
       "      <td>68.470227</td>\n",
       "      <td>13680</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1955</td>\n",
       "      <td>1955</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1733</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1955.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>452.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>2002</td>\n",
       "      <td>82.000000</td>\n",
       "      <td>6270</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1949</td>\n",
       "      <td>1950</td>\n",
       "      <td>0.0</td>\n",
       "      <td>284.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>717.0</td>\n",
       "      <td>1001.0</td>\n",
       "      <td>1001</td>\n",
       "      <td>1001</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1949.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>871.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>1842</td>\n",
       "      <td>68.470227</td>\n",
       "      <td>8826</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "      <td>144.0</td>\n",
       "      <td>841.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>985.0</td>\n",
       "      <td>985</td>\n",
       "      <td>857</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>486.0</td>\n",
       "      <td>193</td>\n",
       "      <td>96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>1911</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>9554</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1993</td>\n",
       "      <td>1994</td>\n",
       "      <td>125.0</td>\n",
       "      <td>380.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>777.0</td>\n",
       "      <td>1065</td>\n",
       "      <td>846</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>471.0</td>\n",
       "      <td>182</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2578 rows × 45 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     GrLivArea  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
       "1          856    68.470227     7890            6            6       1939   \n",
       "2         1049    42.000000     4235            5            5       1984   \n",
       "3         1001    60.000000     6060            5            9       1930   \n",
       "4         1039    80.000000     8146            4            8       1900   \n",
       "5         1665    70.000000     8400            8            6       2001   \n",
       "..         ...          ...      ...          ...          ...        ...   \n",
       "759        952    68.470227     8854            6            6       1916   \n",
       "760       1733    68.470227    13680            3            5       1955   \n",
       "761       2002    82.000000     6270            5            6       1949   \n",
       "762       1842    68.470227     8826            7            5       2000   \n",
       "763       1911    80.000000     9554            8            5       1993   \n",
       "\n",
       "     YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "1            1950         0.0       238.0         0.0      618.0        856.0   \n",
       "2            1984       149.0       552.0       393.0      104.0       1049.0   \n",
       "3            2007         0.0       737.0         0.0      100.0        837.0   \n",
       "4            2003         0.0         0.0         0.0      405.0        405.0   \n",
       "5            2001         0.0       643.0         0.0      167.0        810.0   \n",
       "..            ...         ...         ...         ...        ...          ...   \n",
       "759          1950         0.0         0.0         0.0      952.0        952.0   \n",
       "760          1955         0.0         0.0         0.0        0.0          0.0   \n",
       "761          1950         0.0       284.0         0.0      717.0       1001.0   \n",
       "762          2000       144.0       841.0         0.0      144.0        985.0   \n",
       "763          1994       125.0       380.0         0.0      397.0        777.0   \n",
       "\n",
       "     1stFlrSF  2ndFlrSF  LowQualFinSF  BsmtFullBath  BsmtHalfBath  FullBath  \\\n",
       "1         856         0             0           1.0           0.0         1   \n",
       "2        1049         0             0           1.0           0.0         2   \n",
       "3        1001         0             0           0.0           0.0         1   \n",
       "4         717       322             0           0.0           0.0         1   \n",
       "5         810       855             0           1.0           0.0         2   \n",
       "..        ...       ...           ...           ...           ...       ...   \n",
       "759       952         0             0           0.0           0.0         1   \n",
       "760      1733         0             0           0.0           0.0         2   \n",
       "761      1001      1001             0           0.0           0.0         2   \n",
       "762       985       857             0           1.0           0.0         2   \n",
       "763      1065       846             0           0.0           0.0         2   \n",
       "\n",
       "     HalfBath  BedroomAbvGr  KitchenAbvGr  TotRmsAbvGrd  Fireplaces  \\\n",
       "1           0             2             1             4           1   \n",
       "2           0             2             1             5           0   \n",
       "3           0             2             1             5           0   \n",
       "4           0             2             1             6           0   \n",
       "5           1             3             1             6           0   \n",
       "..        ...           ...           ...           ...         ...   \n",
       "759         0             2             1             4           1   \n",
       "760         0             4             1             8           1   \n",
       "761         0             4             2             8           0   \n",
       "762         1             3             1             7           1   \n",
       "763         1             3             1             8           1   \n",
       "\n",
       "     GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  \\\n",
       "1         1939.0         2.0       399.0           0            0   \n",
       "2         1984.0         1.0       266.0           0          105   \n",
       "3         1930.0         1.0       216.0         154            0   \n",
       "4         1940.0         1.0       281.0           0            0   \n",
       "5         2001.0         2.0       528.0           0           45   \n",
       "..           ...         ...         ...         ...          ...   \n",
       "759       1916.0         1.0       192.0           0           98   \n",
       "760       1955.0         2.0       452.0           0            0   \n",
       "761       1949.0         3.0       871.0           0            0   \n",
       "762       2000.0         2.0       486.0         193           96   \n",
       "763       1993.0         2.0       471.0         182           81   \n",
       "\n",
       "     EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal  ExterQual  \\\n",
       "1                0          0          166         0        0          3   \n",
       "2                0          0            0         0        0          4   \n",
       "3               42         86            0         0        0          4   \n",
       "4              168          0          111         0        0          4   \n",
       "5                0          0            0         0        0          4   \n",
       "..             ...        ...          ...       ...      ...        ...   \n",
       "759              0          0           40         0        0          3   \n",
       "760              0          0            0         0        0          3   \n",
       "761              0          0            0         0        0          3   \n",
       "762              0          0            0         0        0          4   \n",
       "763              0          0            0         0        0          4   \n",
       "\n",
       "     ExterCond  BsmtQual  BsmtCond  HeatingQC  CentralAir  KitchenQual  \\\n",
       "1            3         3         3          3           1            3   \n",
       "2            3         4         3          3           1            4   \n",
       "3            3         3         3          5           1            4   \n",
       "4            4         2         3          4           1            3   \n",
       "5            3         4         3          5           1            4   \n",
       "..         ...       ...       ...        ...         ...          ...   \n",
       "759          3         3         3          2           0            2   \n",
       "760          3         0         0          5           1            3   \n",
       "761          3         3         3          3           0            3   \n",
       "762          3         4         3          5           1            4   \n",
       "763          3         4         3          5           1            4   \n",
       "\n",
       "     FireplaceQu  GarageFinish  GarageQual  GarageCond  PoolQC  \n",
       "1              4             1           3           3       0  \n",
       "2              0             3           3           3       0  \n",
       "3              0             1           3           1       0  \n",
       "4              0             1           3           3       0  \n",
       "5              0             3           3           3       0  \n",
       "..           ...           ...         ...         ...     ...  \n",
       "759            4             1           2           1       0  \n",
       "760            4             1           3           3       0  \n",
       "761            0             1           3           3       0  \n",
       "762            3             3           3           3       0  \n",
       "763            3             2           3           3       0  \n",
       "\n",
       "[2578 rows x 45 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_num_unscaled = df.select_dtypes(['int64','float64'])\n",
    "df_cat_dummy = df.select_dtypes('uint8')\n",
    "df_num_unscaled"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4be04dc8-b94b-41a0-84e9-60a4e56944c5",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Scaling Numerical Columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "22b35ac7-25ff-45b2-b9a0-6e0f2b46892a",
   "metadata": {
    "tags": []
   },
   "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>GrLivArea</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PoolQC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-1.303728</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.273213</td>\n",
       "      <td>-0.031580</td>\n",
       "      <td>0.339802</td>\n",
       "      <td>-1.053092</td>\n",
       "      <td>-1.646773</td>\n",
       "      <td>-0.564369</td>\n",
       "      <td>-0.479750</td>\n",
       "      <td>-0.305351</td>\n",
       "      <td>0.186773</td>\n",
       "      <td>-0.430024</td>\n",
       "      <td>-0.771104</td>\n",
       "      <td>-0.794860</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>1.089629</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>-1.009580</td>\n",
       "      <td>-0.757088</td>\n",
       "      <td>-1.033035</td>\n",
       "      <td>-0.199131</td>\n",
       "      <td>-1.557024</td>\n",
       "      <td>0.611682</td>\n",
       "      <td>0.140002</td>\n",
       "      <td>0.343282</td>\n",
       "      <td>-0.325878</td>\n",
       "      <td>-0.742741</td>\n",
       "      <td>-0.699388</td>\n",
       "      <td>-0.362343</td>\n",
       "      <td>-0.099340</td>\n",
       "      <td>2.635518</td>\n",
       "      <td>-0.054813</td>\n",
       "      <td>-0.097769</td>\n",
       "      <td>-0.662480</td>\n",
       "      <td>-0.248625</td>\n",
       "      <td>-0.510089</td>\n",
       "      <td>0.133479</td>\n",
       "      <td>-1.188897</td>\n",
       "      <td>0.259798</td>\n",
       "      <td>-0.748254</td>\n",
       "      <td>1.254384</td>\n",
       "      <td>-0.798986</td>\n",
       "      <td>0.267572</td>\n",
       "      <td>0.257405</td>\n",
       "      <td>-0.054241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.902872</td>\n",
       "      <td>-1.282083</td>\n",
       "      <td>-0.724230</td>\n",
       "      <td>-0.765034</td>\n",
       "      <td>-0.551357</td>\n",
       "      <td>0.461396</td>\n",
       "      <td>0.012780</td>\n",
       "      <td>0.292857</td>\n",
       "      <td>0.254809</td>\n",
       "      <td>1.947821</td>\n",
       "      <td>-1.022106</td>\n",
       "      <td>0.033831</td>\n",
       "      <td>-0.253815</td>\n",
       "      <td>-0.794860</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>1.089629</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>0.827186</td>\n",
       "      <td>-0.757088</td>\n",
       "      <td>-1.033035</td>\n",
       "      <td>-0.199131</td>\n",
       "      <td>-0.903915</td>\n",
       "      <td>-0.931289</td>\n",
       "      <td>0.244626</td>\n",
       "      <td>-1.011971</td>\n",
       "      <td>-0.967797</td>\n",
       "      <td>-0.742741</td>\n",
       "      <td>0.898982</td>\n",
       "      <td>-0.362343</td>\n",
       "      <td>-0.099340</td>\n",
       "      <td>-0.285269</td>\n",
       "      <td>-0.054813</td>\n",
       "      <td>-0.097769</td>\n",
       "      <td>1.129622</td>\n",
       "      <td>-0.248625</td>\n",
       "      <td>0.623540</td>\n",
       "      <td>0.133479</td>\n",
       "      <td>-1.188897</td>\n",
       "      <td>0.259798</td>\n",
       "      <td>0.816222</td>\n",
       "      <td>-0.987031</td>\n",
       "      <td>1.455842</td>\n",
       "      <td>0.267572</td>\n",
       "      <td>0.257405</td>\n",
       "      <td>-0.054241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.002567</td>\n",
       "      <td>-0.410255</td>\n",
       "      <td>-0.499030</td>\n",
       "      <td>-0.765034</td>\n",
       "      <td>3.013279</td>\n",
       "      <td>-1.355989</td>\n",
       "      <td>1.135419</td>\n",
       "      <td>-0.564369</td>\n",
       "      <td>0.687590</td>\n",
       "      <td>-0.305351</td>\n",
       "      <td>-1.031514</td>\n",
       "      <td>-0.475688</td>\n",
       "      <td>-0.382467</td>\n",
       "      <td>-0.794860</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>-0.838349</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>-1.009580</td>\n",
       "      <td>-0.757088</td>\n",
       "      <td>-1.033035</td>\n",
       "      <td>-0.199131</td>\n",
       "      <td>-0.903915</td>\n",
       "      <td>-0.931289</td>\n",
       "      <td>0.119077</td>\n",
       "      <td>-1.011971</td>\n",
       "      <td>-1.209119</td>\n",
       "      <td>0.451659</td>\n",
       "      <td>-0.699388</td>\n",
       "      <td>0.292709</td>\n",
       "      <td>3.300038</td>\n",
       "      <td>-0.285269</td>\n",
       "      <td>-0.054813</td>\n",
       "      <td>-0.097769</td>\n",
       "      <td>1.129622</td>\n",
       "      <td>-0.248625</td>\n",
       "      <td>-0.510089</td>\n",
       "      <td>0.133479</td>\n",
       "      <td>0.903237</td>\n",
       "      <td>0.259798</td>\n",
       "      <td>0.816222</td>\n",
       "      <td>-0.987031</td>\n",
       "      <td>-0.798986</td>\n",
       "      <td>0.267572</td>\n",
       "      <td>-2.653078</td>\n",
       "      <td>-0.054241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.923642</td>\n",
       "      <td>0.558444</td>\n",
       "      <td>-0.241624</td>\n",
       "      <td>-1.498489</td>\n",
       "      <td>2.122120</td>\n",
       "      <td>-2.365648</td>\n",
       "      <td>0.940177</td>\n",
       "      <td>-0.564369</td>\n",
       "      <td>-1.036517</td>\n",
       "      <td>-0.305351</td>\n",
       "      <td>-0.314183</td>\n",
       "      <td>-1.513953</td>\n",
       "      <td>-1.143659</td>\n",
       "      <td>-0.032572</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>-0.838349</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>-1.009580</td>\n",
       "      <td>-0.757088</td>\n",
       "      <td>-1.033035</td>\n",
       "      <td>-0.199131</td>\n",
       "      <td>-0.250806</td>\n",
       "      <td>-0.931289</td>\n",
       "      <td>0.142327</td>\n",
       "      <td>-1.011971</td>\n",
       "      <td>-0.895400</td>\n",
       "      <td>-0.742741</td>\n",
       "      <td>-0.699388</td>\n",
       "      <td>2.257867</td>\n",
       "      <td>-0.099340</td>\n",
       "      <td>1.667787</td>\n",
       "      <td>-0.054813</td>\n",
       "      <td>-0.097769</td>\n",
       "      <td>1.129622</td>\n",
       "      <td>2.410938</td>\n",
       "      <td>-1.643719</td>\n",
       "      <td>0.133479</td>\n",
       "      <td>-0.142830</td>\n",
       "      <td>0.259798</td>\n",
       "      <td>-0.748254</td>\n",
       "      <td>-0.987031</td>\n",
       "      <td>-0.798986</td>\n",
       "      <td>0.267572</td>\n",
       "      <td>0.257405</td>\n",
       "      <td>-0.054241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.376546</td>\n",
       "      <td>0.074094</td>\n",
       "      <td>-0.210281</td>\n",
       "      <td>1.435328</td>\n",
       "      <td>0.339802</td>\n",
       "      <td>1.033536</td>\n",
       "      <td>0.842556</td>\n",
       "      <td>-0.564369</td>\n",
       "      <td>0.467690</td>\n",
       "      <td>-0.305351</td>\n",
       "      <td>-0.873936</td>\n",
       "      <td>-0.540580</td>\n",
       "      <td>-0.894396</td>\n",
       "      <td>1.229228</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>1.089629</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>0.827186</td>\n",
       "      <td>1.246785</td>\n",
       "      <td>0.182467</td>\n",
       "      <td>-0.199131</td>\n",
       "      <td>-0.250806</td>\n",
       "      <td>-0.931289</td>\n",
       "      <td>0.284151</td>\n",
       "      <td>0.343282</td>\n",
       "      <td>0.296734</td>\n",
       "      <td>-0.742741</td>\n",
       "      <td>-0.014372</td>\n",
       "      <td>-0.362343</td>\n",
       "      <td>-0.099340</td>\n",
       "      <td>-0.285269</td>\n",
       "      <td>-0.054813</td>\n",
       "      <td>-0.097769</td>\n",
       "      <td>1.129622</td>\n",
       "      <td>-0.248625</td>\n",
       "      <td>0.623540</td>\n",
       "      <td>0.133479</td>\n",
       "      <td>0.903237</td>\n",
       "      <td>0.259798</td>\n",
       "      <td>0.816222</td>\n",
       "      <td>-0.987031</td>\n",
       "      <td>1.455842</td>\n",
       "      <td>0.267572</td>\n",
       "      <td>0.257405</td>\n",
       "      <td>-0.054241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>-1.104339</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.154259</td>\n",
       "      <td>-0.031580</td>\n",
       "      <td>0.339802</td>\n",
       "      <td>-1.827163</td>\n",
       "      <td>-1.646773</td>\n",
       "      <td>-0.564369</td>\n",
       "      <td>-1.036517</td>\n",
       "      <td>-0.305351</td>\n",
       "      <td>0.972309</td>\n",
       "      <td>-0.199298</td>\n",
       "      <td>-0.513800</td>\n",
       "      <td>-0.794860</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>-0.838349</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>-1.009580</td>\n",
       "      <td>-0.757088</td>\n",
       "      <td>-1.033035</td>\n",
       "      <td>-0.199131</td>\n",
       "      <td>-1.557024</td>\n",
       "      <td>0.611682</td>\n",
       "      <td>0.086527</td>\n",
       "      <td>-1.011971</td>\n",
       "      <td>-1.324954</td>\n",
       "      <td>-0.742741</td>\n",
       "      <td>0.792424</td>\n",
       "      <td>-0.362343</td>\n",
       "      <td>-0.099340</td>\n",
       "      <td>0.418535</td>\n",
       "      <td>-0.054813</td>\n",
       "      <td>-0.097769</td>\n",
       "      <td>-0.662480</td>\n",
       "      <td>-0.248625</td>\n",
       "      <td>-0.510089</td>\n",
       "      <td>0.133479</td>\n",
       "      <td>-2.234964</td>\n",
       "      <td>-3.849149</td>\n",
       "      <td>-2.312730</td>\n",
       "      <td>1.254384</td>\n",
       "      <td>-0.798986</td>\n",
       "      <td>-1.178551</td>\n",
       "      <td>-2.653078</td>\n",
       "      <td>-0.054241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>0.517780</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.441256</td>\n",
       "      <td>-2.231943</td>\n",
       "      <td>-0.551357</td>\n",
       "      <td>-0.514607</td>\n",
       "      <td>-1.402721</td>\n",
       "      <td>-0.564369</td>\n",
       "      <td>-1.036517</td>\n",
       "      <td>-0.305351</td>\n",
       "      <td>-1.266704</td>\n",
       "      <td>-2.487327</td>\n",
       "      <td>1.579478</td>\n",
       "      <td>-0.794860</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>-0.838349</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>0.827186</td>\n",
       "      <td>-0.757088</td>\n",
       "      <td>1.397968</td>\n",
       "      <td>-0.199131</td>\n",
       "      <td>1.055412</td>\n",
       "      <td>0.611682</td>\n",
       "      <td>0.177202</td>\n",
       "      <td>0.343282</td>\n",
       "      <td>-0.070076</td>\n",
       "      <td>-0.742741</td>\n",
       "      <td>-0.699388</td>\n",
       "      <td>-0.362343</td>\n",
       "      <td>-0.099340</td>\n",
       "      <td>-0.285269</td>\n",
       "      <td>-0.054813</td>\n",
       "      <td>-0.097769</td>\n",
       "      <td>-0.662480</td>\n",
       "      <td>-0.248625</td>\n",
       "      <td>-3.910978</td>\n",
       "      <td>-5.187781</td>\n",
       "      <td>0.903237</td>\n",
       "      <td>0.259798</td>\n",
       "      <td>-0.748254</td>\n",
       "      <td>1.254384</td>\n",
       "      <td>-0.798986</td>\n",
       "      <td>0.267572</td>\n",
       "      <td>0.257405</td>\n",
       "      <td>-0.054241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>1.076487</td>\n",
       "      <td>0.655313</td>\n",
       "      <td>-0.473117</td>\n",
       "      <td>-0.765034</td>\n",
       "      <td>0.339802</td>\n",
       "      <td>-0.716539</td>\n",
       "      <td>-1.646773</td>\n",
       "      <td>-0.564369</td>\n",
       "      <td>-0.372140</td>\n",
       "      <td>-0.305351</td>\n",
       "      <td>0.419612</td>\n",
       "      <td>-0.081532</td>\n",
       "      <td>-0.382467</td>\n",
       "      <td>1.574862</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>-0.838349</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>0.827186</td>\n",
       "      <td>-0.757088</td>\n",
       "      <td>1.397968</td>\n",
       "      <td>4.737030</td>\n",
       "      <td>1.055412</td>\n",
       "      <td>-0.931289</td>\n",
       "      <td>0.163252</td>\n",
       "      <td>1.698534</td>\n",
       "      <td>1.952207</td>\n",
       "      <td>-0.742741</td>\n",
       "      <td>-0.699388</td>\n",
       "      <td>-0.362343</td>\n",
       "      <td>-0.099340</td>\n",
       "      <td>-0.285269</td>\n",
       "      <td>-0.054813</td>\n",
       "      <td>-0.097769</td>\n",
       "      <td>-0.662480</td>\n",
       "      <td>-0.248625</td>\n",
       "      <td>-0.510089</td>\n",
       "      <td>0.133479</td>\n",
       "      <td>-1.188897</td>\n",
       "      <td>-3.849149</td>\n",
       "      <td>-0.748254</td>\n",
       "      <td>-0.987031</td>\n",
       "      <td>-0.798986</td>\n",
       "      <td>0.267572</td>\n",
       "      <td>0.257405</td>\n",
       "      <td>-0.054241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>0.744171</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.157714</td>\n",
       "      <td>0.701874</td>\n",
       "      <td>-0.551357</td>\n",
       "      <td>0.999881</td>\n",
       "      <td>0.793746</td>\n",
       "      <td>0.264091</td>\n",
       "      <td>0.930883</td>\n",
       "      <td>-0.305351</td>\n",
       "      <td>-0.928030</td>\n",
       "      <td>-0.119986</td>\n",
       "      <td>-0.425351</td>\n",
       "      <td>1.233963</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>1.089629</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>0.827186</td>\n",
       "      <td>1.246785</td>\n",
       "      <td>0.182467</td>\n",
       "      <td>-0.199131</td>\n",
       "      <td>0.402303</td>\n",
       "      <td>0.611682</td>\n",
       "      <td>0.281826</td>\n",
       "      <td>0.343282</td>\n",
       "      <td>0.094023</td>\n",
       "      <td>0.754137</td>\n",
       "      <td>0.761979</td>\n",
       "      <td>-0.362343</td>\n",
       "      <td>-0.099340</td>\n",
       "      <td>-0.285269</td>\n",
       "      <td>-0.054813</td>\n",
       "      <td>-0.097769</td>\n",
       "      <td>1.129622</td>\n",
       "      <td>-0.248625</td>\n",
       "      <td>0.623540</td>\n",
       "      <td>0.133479</td>\n",
       "      <td>0.903237</td>\n",
       "      <td>0.259798</td>\n",
       "      <td>0.816222</td>\n",
       "      <td>0.694030</td>\n",
       "      <td>1.455842</td>\n",
       "      <td>0.267572</td>\n",
       "      <td>0.257405</td>\n",
       "      <td>-0.054241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>0.887482</td>\n",
       "      <td>0.558444</td>\n",
       "      <td>-0.067881</td>\n",
       "      <td>1.435328</td>\n",
       "      <td>-0.551357</td>\n",
       "      <td>0.764294</td>\n",
       "      <td>0.500884</td>\n",
       "      <td>0.154781</td>\n",
       "      <td>-0.147561</td>\n",
       "      <td>-0.305351</td>\n",
       "      <td>-0.332998</td>\n",
       "      <td>-0.619891</td>\n",
       "      <td>-0.210931</td>\n",
       "      <td>1.207922</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>-0.838349</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>0.827186</td>\n",
       "      <td>1.246785</td>\n",
       "      <td>0.182467</td>\n",
       "      <td>-0.199131</td>\n",
       "      <td>1.055412</td>\n",
       "      <td>0.611682</td>\n",
       "      <td>0.265551</td>\n",
       "      <td>0.343282</td>\n",
       "      <td>0.021626</td>\n",
       "      <td>0.668823</td>\n",
       "      <td>0.533640</td>\n",
       "      <td>-0.362343</td>\n",
       "      <td>-0.099340</td>\n",
       "      <td>-0.285269</td>\n",
       "      <td>-0.054813</td>\n",
       "      <td>-0.097769</td>\n",
       "      <td>1.129622</td>\n",
       "      <td>-0.248625</td>\n",
       "      <td>0.623540</td>\n",
       "      <td>0.133479</td>\n",
       "      <td>0.903237</td>\n",
       "      <td>0.259798</td>\n",
       "      <td>0.816222</td>\n",
       "      <td>0.694030</td>\n",
       "      <td>0.328428</td>\n",
       "      <td>0.267572</td>\n",
       "      <td>0.257405</td>\n",
       "      <td>-0.054241</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2578 rows × 45 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     GrLivArea  LotFrontage   LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
       "1    -1.303728     0.000000 -0.273213    -0.031580     0.339802  -1.053092   \n",
       "2    -0.902872    -1.282083 -0.724230    -0.765034    -0.551357   0.461396   \n",
       "3    -1.002567    -0.410255 -0.499030    -0.765034     3.013279  -1.355989   \n",
       "4    -0.923642     0.558444 -0.241624    -1.498489     2.122120  -2.365648   \n",
       "5     0.376546     0.074094 -0.210281     1.435328     0.339802   1.033536   \n",
       "..         ...          ...       ...          ...          ...        ...   \n",
       "759  -1.104339     0.000000 -0.154259    -0.031580     0.339802  -1.827163   \n",
       "760   0.517780     0.000000  0.441256    -2.231943    -0.551357  -0.514607   \n",
       "761   1.076487     0.655313 -0.473117    -0.765034     0.339802  -0.716539   \n",
       "762   0.744171     0.000000 -0.157714     0.701874    -0.551357   0.999881   \n",
       "763   0.887482     0.558444 -0.067881     1.435328    -0.551357   0.764294   \n",
       "\n",
       "     YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "1       -1.646773   -0.564369   -0.479750   -0.305351   0.186773    -0.430024   \n",
       "2        0.012780    0.292857    0.254809    1.947821  -1.022106     0.033831   \n",
       "3        1.135419   -0.564369    0.687590   -0.305351  -1.031514    -0.475688   \n",
       "4        0.940177   -0.564369   -1.036517   -0.305351  -0.314183    -1.513953   \n",
       "5        0.842556   -0.564369    0.467690   -0.305351  -0.873936    -0.540580   \n",
       "..            ...         ...         ...         ...        ...          ...   \n",
       "759     -1.646773   -0.564369   -1.036517   -0.305351   0.972309    -0.199298   \n",
       "760     -1.402721   -0.564369   -1.036517   -0.305351  -1.266704    -2.487327   \n",
       "761     -1.646773   -0.564369   -0.372140   -0.305351   0.419612    -0.081532   \n",
       "762      0.793746    0.264091    0.930883   -0.305351  -0.928030    -0.119986   \n",
       "763      0.500884    0.154781   -0.147561   -0.305351  -0.332998    -0.619891   \n",
       "\n",
       "     1stFlrSF  2ndFlrSF  LowQualFinSF  BsmtFullBath  BsmtHalfBath  FullBath  \\\n",
       "1   -0.771104 -0.794860     -0.095647      1.089629     -0.253009 -1.009580   \n",
       "2   -0.253815 -0.794860     -0.095647      1.089629     -0.253009  0.827186   \n",
       "3   -0.382467 -0.794860     -0.095647     -0.838349     -0.253009 -1.009580   \n",
       "4   -1.143659 -0.032572     -0.095647     -0.838349     -0.253009 -1.009580   \n",
       "5   -0.894396  1.229228     -0.095647      1.089629     -0.253009  0.827186   \n",
       "..        ...       ...           ...           ...           ...       ...   \n",
       "759 -0.513800 -0.794860     -0.095647     -0.838349     -0.253009 -1.009580   \n",
       "760  1.579478 -0.794860     -0.095647     -0.838349     -0.253009  0.827186   \n",
       "761 -0.382467  1.574862     -0.095647     -0.838349     -0.253009  0.827186   \n",
       "762 -0.425351  1.233963     -0.095647      1.089629     -0.253009  0.827186   \n",
       "763 -0.210931  1.207922     -0.095647     -0.838349     -0.253009  0.827186   \n",
       "\n",
       "     HalfBath  BedroomAbvGr  KitchenAbvGr  TotRmsAbvGrd  Fireplaces  \\\n",
       "1   -0.757088     -1.033035     -0.199131     -1.557024    0.611682   \n",
       "2   -0.757088     -1.033035     -0.199131     -0.903915   -0.931289   \n",
       "3   -0.757088     -1.033035     -0.199131     -0.903915   -0.931289   \n",
       "4   -0.757088     -1.033035     -0.199131     -0.250806   -0.931289   \n",
       "5    1.246785      0.182467     -0.199131     -0.250806   -0.931289   \n",
       "..        ...           ...           ...           ...         ...   \n",
       "759 -0.757088     -1.033035     -0.199131     -1.557024    0.611682   \n",
       "760 -0.757088      1.397968     -0.199131      1.055412    0.611682   \n",
       "761 -0.757088      1.397968      4.737030      1.055412   -0.931289   \n",
       "762  1.246785      0.182467     -0.199131      0.402303    0.611682   \n",
       "763  1.246785      0.182467     -0.199131      1.055412    0.611682   \n",
       "\n",
       "     GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  \\\n",
       "1       0.140002    0.343282   -0.325878   -0.742741    -0.699388   \n",
       "2       0.244626   -1.011971   -0.967797   -0.742741     0.898982   \n",
       "3       0.119077   -1.011971   -1.209119    0.451659    -0.699388   \n",
       "4       0.142327   -1.011971   -0.895400   -0.742741    -0.699388   \n",
       "5       0.284151    0.343282    0.296734   -0.742741    -0.014372   \n",
       "..           ...         ...         ...         ...          ...   \n",
       "759     0.086527   -1.011971   -1.324954   -0.742741     0.792424   \n",
       "760     0.177202    0.343282   -0.070076   -0.742741    -0.699388   \n",
       "761     0.163252    1.698534    1.952207   -0.742741    -0.699388   \n",
       "762     0.281826    0.343282    0.094023    0.754137     0.761979   \n",
       "763     0.265551    0.343282    0.021626    0.668823     0.533640   \n",
       "\n",
       "     EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea   MiscVal  ExterQual  \\\n",
       "1        -0.362343  -0.099340     2.635518 -0.054813 -0.097769  -0.662480   \n",
       "2        -0.362343  -0.099340    -0.285269 -0.054813 -0.097769   1.129622   \n",
       "3         0.292709   3.300038    -0.285269 -0.054813 -0.097769   1.129622   \n",
       "4         2.257867  -0.099340     1.667787 -0.054813 -0.097769   1.129622   \n",
       "5        -0.362343  -0.099340    -0.285269 -0.054813 -0.097769   1.129622   \n",
       "..             ...        ...          ...       ...       ...        ...   \n",
       "759      -0.362343  -0.099340     0.418535 -0.054813 -0.097769  -0.662480   \n",
       "760      -0.362343  -0.099340    -0.285269 -0.054813 -0.097769  -0.662480   \n",
       "761      -0.362343  -0.099340    -0.285269 -0.054813 -0.097769  -0.662480   \n",
       "762      -0.362343  -0.099340    -0.285269 -0.054813 -0.097769   1.129622   \n",
       "763      -0.362343  -0.099340    -0.285269 -0.054813 -0.097769   1.129622   \n",
       "\n",
       "     ExterCond  BsmtQual  BsmtCond  HeatingQC  CentralAir  KitchenQual  \\\n",
       "1    -0.248625 -0.510089  0.133479  -1.188897    0.259798    -0.748254   \n",
       "2    -0.248625  0.623540  0.133479  -1.188897    0.259798     0.816222   \n",
       "3    -0.248625 -0.510089  0.133479   0.903237    0.259798     0.816222   \n",
       "4     2.410938 -1.643719  0.133479  -0.142830    0.259798    -0.748254   \n",
       "5    -0.248625  0.623540  0.133479   0.903237    0.259798     0.816222   \n",
       "..         ...       ...       ...        ...         ...          ...   \n",
       "759  -0.248625 -0.510089  0.133479  -2.234964   -3.849149    -2.312730   \n",
       "760  -0.248625 -3.910978 -5.187781   0.903237    0.259798    -0.748254   \n",
       "761  -0.248625 -0.510089  0.133479  -1.188897   -3.849149    -0.748254   \n",
       "762  -0.248625  0.623540  0.133479   0.903237    0.259798     0.816222   \n",
       "763  -0.248625  0.623540  0.133479   0.903237    0.259798     0.816222   \n",
       "\n",
       "     FireplaceQu  GarageFinish  GarageQual  GarageCond    PoolQC  \n",
       "1       1.254384     -0.798986    0.267572    0.257405 -0.054241  \n",
       "2      -0.987031      1.455842    0.267572    0.257405 -0.054241  \n",
       "3      -0.987031     -0.798986    0.267572   -2.653078 -0.054241  \n",
       "4      -0.987031     -0.798986    0.267572    0.257405 -0.054241  \n",
       "5      -0.987031      1.455842    0.267572    0.257405 -0.054241  \n",
       "..           ...           ...         ...         ...       ...  \n",
       "759     1.254384     -0.798986   -1.178551   -2.653078 -0.054241  \n",
       "760     1.254384     -0.798986    0.267572    0.257405 -0.054241  \n",
       "761    -0.987031     -0.798986    0.267572    0.257405 -0.054241  \n",
       "762     0.694030      1.455842    0.267572    0.257405 -0.054241  \n",
       "763     0.694030      0.328428    0.267572    0.257405 -0.054241  \n",
       "\n",
       "[2578 rows x 45 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaler = StandardScaler()\n",
    "scaler.fit(df_num_unscaled)\n",
    "scaled_num_cols = scaler.transform(df_num_unscaled)\n",
    "scaled_df_num = pd.DataFrame(scaled_num_cols, columns = df_num_unscaled.columns, index = df_num_unscaled.index)\n",
    "scaled_df_num"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "dc36af23-ccd3-4810-9309-e4cb2da772c4",
   "metadata": {
    "tags": []
   },
   "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>GrLivArea</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>MSSubClass_120</th>\n",
       "      <th>MSSubClass_150</th>\n",
       "      <th>MSSubClass_160</th>\n",
       "      <th>MSSubClass_180</th>\n",
       "      <th>MSSubClass_190</th>\n",
       "      <th>MSSubClass_20</th>\n",
       "      <th>MSSubClass_30</th>\n",
       "      <th>MSSubClass_40</th>\n",
       "      <th>MSSubClass_45</th>\n",
       "      <th>MSSubClass_50</th>\n",
       "      <th>MSSubClass_60</th>\n",
       "      <th>MSSubClass_70</th>\n",
       "      <th>MSSubClass_75</th>\n",
       "      <th>MSSubClass_80</th>\n",
       "      <th>MSSubClass_85</th>\n",
       "      <th>MSSubClass_90</th>\n",
       "      <th>MSZoning_A (agr)</th>\n",
       "      <th>MSZoning_C (all)</th>\n",
       "      <th>MSZoning_FV</th>\n",
       "      <th>MSZoning_I (all)</th>\n",
       "      <th>MSZoning_RH</th>\n",
       "      <th>MSZoning_RL</th>\n",
       "      <th>MSZoning_RM</th>\n",
       "      <th>Street_Grvl</th>\n",
       "      <th>Street_Pave</th>\n",
       "      <th>Alley_Grvl</th>\n",
       "      <th>Alley_None</th>\n",
       "      <th>Alley_Pave</th>\n",
       "      <th>LotShape_IR1</th>\n",
       "      <th>LotShape_IR2</th>\n",
       "      <th>LotShape_IR3</th>\n",
       "      <th>LotShape_Reg</th>\n",
       "      <th>LandContour_Bnk</th>\n",
       "      <th>LandContour_HLS</th>\n",
       "      <th>LandContour_Low</th>\n",
       "      <th>LandContour_Lvl</th>\n",
       "      <th>Utilities_AllPub</th>\n",
       "      <th>Utilities_NoSewr</th>\n",
       "      <th>LotConfig_Corner</th>\n",
       "      <th>LotConfig_CulDSac</th>\n",
       "      <th>LotConfig_FR2</th>\n",
       "      <th>LotConfig_FR3</th>\n",
       "      <th>LotConfig_Inside</th>\n",
       "      <th>LandSlope_Gtl</th>\n",
       "      <th>LandSlope_Mod</th>\n",
       "      <th>LandSlope_Sev</th>\n",
       "      <th>Neighborhood_Blmngtn</th>\n",
       "      <th>Neighborhood_Blueste</th>\n",
       "      <th>Neighborhood_BrDale</th>\n",
       "      <th>Neighborhood_BrkSide</th>\n",
       "      <th>Neighborhood_ClearCr</th>\n",
       "      <th>Neighborhood_CollgCr</th>\n",
       "      <th>Neighborhood_Crawfor</th>\n",
       "      <th>Neighborhood_Edwards</th>\n",
       "      <th>Neighborhood_Gilbert</th>\n",
       "      <th>Neighborhood_Greens</th>\n",
       "      <th>Neighborhood_GrnHill</th>\n",
       "      <th>Neighborhood_IDOTRR</th>\n",
       "      <th>Neighborhood_Landmrk</th>\n",
       "      <th>Neighborhood_MeadowV</th>\n",
       "      <th>Neighborhood_Mitchel</th>\n",
       "      <th>Neighborhood_NAmes</th>\n",
       "      <th>Neighborhood_NPkVill</th>\n",
       "      <th>Neighborhood_NWAmes</th>\n",
       "      <th>Neighborhood_NoRidge</th>\n",
       "      <th>Neighborhood_NridgHt</th>\n",
       "      <th>Neighborhood_OldTown</th>\n",
       "      <th>Neighborhood_SWISU</th>\n",
       "      <th>Neighborhood_Sawyer</th>\n",
       "      <th>Neighborhood_SawyerW</th>\n",
       "      <th>Neighborhood_Somerst</th>\n",
       "      <th>Neighborhood_StoneBr</th>\n",
       "      <th>Neighborhood_Timber</th>\n",
       "      <th>Neighborhood_Veenker</th>\n",
       "      <th>Condition1_Artery</th>\n",
       "      <th>Condition1_Feedr</th>\n",
       "      <th>Condition1_Norm</th>\n",
       "      <th>Condition1_PosA</th>\n",
       "      <th>Condition1_PosN</th>\n",
       "      <th>Condition1_RRAe</th>\n",
       "      <th>Condition1_RRAn</th>\n",
       "      <th>Condition1_RRNe</th>\n",
       "      <th>Condition1_RRNn</th>\n",
       "      <th>Condition2_Artery</th>\n",
       "      <th>Condition2_Feedr</th>\n",
       "      <th>Condition2_Norm</th>\n",
       "      <th>Condition2_PosA</th>\n",
       "      <th>Condition2_PosN</th>\n",
       "      <th>Condition2_RRAe</th>\n",
       "      <th>Condition2_RRAn</th>\n",
       "      <th>Condition2_RRNn</th>\n",
       "      <th>BldgType_1Fam</th>\n",
       "      <th>BldgType_2fmCon</th>\n",
       "      <th>BldgType_Duplex</th>\n",
       "      <th>BldgType_Twnhs</th>\n",
       "      <th>BldgType_TwnhsE</th>\n",
       "      <th>HouseStyle_1.5Fin</th>\n",
       "      <th>HouseStyle_1.5Unf</th>\n",
       "      <th>HouseStyle_1Story</th>\n",
       "      <th>HouseStyle_2.5Fin</th>\n",
       "      <th>HouseStyle_2.5Unf</th>\n",
       "      <th>HouseStyle_2Story</th>\n",
       "      <th>HouseStyle_SFoyer</th>\n",
       "      <th>HouseStyle_SLvl</th>\n",
       "      <th>RoofStyle_Flat</th>\n",
       "      <th>RoofStyle_Gable</th>\n",
       "      <th>RoofStyle_Gambrel</th>\n",
       "      <th>RoofStyle_Hip</th>\n",
       "      <th>RoofStyle_Mansard</th>\n",
       "      <th>RoofStyle_Shed</th>\n",
       "      <th>RoofMatl_CompShg</th>\n",
       "      <th>RoofMatl_Membran</th>\n",
       "      <th>RoofMatl_Metal</th>\n",
       "      <th>RoofMatl_Roll</th>\n",
       "      <th>RoofMatl_Tar&amp;Grv</th>\n",
       "      <th>RoofMatl_WdShake</th>\n",
       "      <th>RoofMatl_WdShngl</th>\n",
       "      <th>Exterior1st_AsbShng</th>\n",
       "      <th>Exterior1st_AsphShn</th>\n",
       "      <th>Exterior1st_BrkComm</th>\n",
       "      <th>Exterior1st_BrkFace</th>\n",
       "      <th>Exterior1st_CBlock</th>\n",
       "      <th>Exterior1st_CemntBd</th>\n",
       "      <th>Exterior1st_HdBoard</th>\n",
       "      <th>Exterior1st_ImStucc</th>\n",
       "      <th>Exterior1st_MetalSd</th>\n",
       "      <th>Exterior1st_Plywood</th>\n",
       "      <th>Exterior1st_PreCast</th>\n",
       "      <th>Exterior1st_Stucco</th>\n",
       "      <th>Exterior1st_VinylSd</th>\n",
       "      <th>Exterior1st_Wd Sdng</th>\n",
       "      <th>Exterior1st_WdShing</th>\n",
       "      <th>Exterior2nd_AsbShng</th>\n",
       "      <th>Exterior2nd_AsphShn</th>\n",
       "      <th>Exterior2nd_Brk Cmn</th>\n",
       "      <th>Exterior2nd_BrkFace</th>\n",
       "      <th>Exterior2nd_CBlock</th>\n",
       "      <th>Exterior2nd_CmentBd</th>\n",
       "      <th>Exterior2nd_HdBoard</th>\n",
       "      <th>Exterior2nd_ImStucc</th>\n",
       "      <th>Exterior2nd_MetalSd</th>\n",
       "      <th>Exterior2nd_Plywood</th>\n",
       "      <th>Exterior2nd_PreCast</th>\n",
       "      <th>Exterior2nd_Stone</th>\n",
       "      <th>Exterior2nd_Stucco</th>\n",
       "      <th>Exterior2nd_VinylSd</th>\n",
       "      <th>Exterior2nd_Wd Sdng</th>\n",
       "      <th>Exterior2nd_Wd Shng</th>\n",
       "      <th>MasVnrType_BrkCmn</th>\n",
       "      <th>MasVnrType_BrkFace</th>\n",
       "      <th>MasVnrType_None</th>\n",
       "      <th>MasVnrType_Stone</th>\n",
       "      <th>Foundation_BrkTil</th>\n",
       "      <th>Foundation_CBlock</th>\n",
       "      <th>Foundation_PConc</th>\n",
       "      <th>Foundation_Slab</th>\n",
       "      <th>Foundation_Stone</th>\n",
       "      <th>Foundation_Wood</th>\n",
       "      <th>BsmtExposure_Av</th>\n",
       "      <th>BsmtExposure_Gd</th>\n",
       "      <th>BsmtExposure_Mn</th>\n",
       "      <th>BsmtExposure_No</th>\n",
       "      <th>BsmtExposure_None</th>\n",
       "      <th>BsmtFinType1_ALQ</th>\n",
       "      <th>BsmtFinType1_BLQ</th>\n",
       "      <th>BsmtFinType1_GLQ</th>\n",
       "      <th>BsmtFinType1_LwQ</th>\n",
       "      <th>BsmtFinType1_None</th>\n",
       "      <th>BsmtFinType1_Rec</th>\n",
       "      <th>BsmtFinType1_Unf</th>\n",
       "      <th>BsmtFinType2_ALQ</th>\n",
       "      <th>BsmtFinType2_BLQ</th>\n",
       "      <th>BsmtFinType2_GLQ</th>\n",
       "      <th>BsmtFinType2_LwQ</th>\n",
       "      <th>BsmtFinType2_None</th>\n",
       "      <th>BsmtFinType2_Rec</th>\n",
       "      <th>BsmtFinType2_Unf</th>\n",
       "      <th>Heating_Floor</th>\n",
       "      <th>Heating_GasA</th>\n",
       "      <th>Heating_GasW</th>\n",
       "      <th>Heating_Grav</th>\n",
       "      <th>Heating_OthW</th>\n",
       "      <th>Heating_Wall</th>\n",
       "      <th>Electrical_FuseA</th>\n",
       "      <th>Electrical_FuseF</th>\n",
       "      <th>Electrical_FuseP</th>\n",
       "      <th>Electrical_None</th>\n",
       "      <th>Electrical_SBrkr</th>\n",
       "      <th>Functional_Maj1</th>\n",
       "      <th>Functional_Maj2</th>\n",
       "      <th>Functional_Min1</th>\n",
       "      <th>Functional_Min2</th>\n",
       "      <th>Functional_Mod</th>\n",
       "      <th>Functional_Sal</th>\n",
       "      <th>Functional_Typ</th>\n",
       "      <th>GarageType_2Types</th>\n",
       "      <th>GarageType_Attchd</th>\n",
       "      <th>GarageType_Basment</th>\n",
       "      <th>GarageType_BuiltIn</th>\n",
       "      <th>GarageType_CarPort</th>\n",
       "      <th>GarageType_Detchd</th>\n",
       "      <th>GarageType_None</th>\n",
       "      <th>PavedDrive_N</th>\n",
       "      <th>PavedDrive_P</th>\n",
       "      <th>PavedDrive_Y</th>\n",
       "      <th>Fence_GdPrv</th>\n",
       "      <th>Fence_GdWo</th>\n",
       "      <th>Fence_MnPrv</th>\n",
       "      <th>Fence_MnWw</th>\n",
       "      <th>Fence_None</th>\n",
       "      <th>MiscFeature_Gar2</th>\n",
       "      <th>MiscFeature_None</th>\n",
       "      <th>MiscFeature_Othr</th>\n",
       "      <th>MiscFeature_Shed</th>\n",
       "      <th>MiscFeature_TenC</th>\n",
       "      <th>MoSold_1</th>\n",
       "      <th>MoSold_10</th>\n",
       "      <th>MoSold_11</th>\n",
       "      <th>MoSold_12</th>\n",
       "      <th>MoSold_2</th>\n",
       "      <th>MoSold_3</th>\n",
       "      <th>MoSold_4</th>\n",
       "      <th>MoSold_5</th>\n",
       "      <th>MoSold_6</th>\n",
       "      <th>MoSold_7</th>\n",
       "      <th>MoSold_8</th>\n",
       "      <th>MoSold_9</th>\n",
       "      <th>YrSold_2006</th>\n",
       "      <th>YrSold_2007</th>\n",
       "      <th>YrSold_2008</th>\n",
       "      <th>YrSold_2009</th>\n",
       "      <th>YrSold_2010</th>\n",
       "      <th>SaleType_COD</th>\n",
       "      <th>SaleType_CWD</th>\n",
       "      <th>SaleType_Con</th>\n",
       "      <th>SaleType_ConLD</th>\n",
       "      <th>SaleType_ConLI</th>\n",
       "      <th>SaleType_ConLw</th>\n",
       "      <th>SaleType_New</th>\n",
       "      <th>SaleType_Oth</th>\n",
       "      <th>SaleType_VWD</th>\n",
       "      <th>SaleType_WD</th>\n",
       "      <th>SaleCondition_Abnorml</th>\n",
       "      <th>SaleCondition_AdjLand</th>\n",
       "      <th>SaleCondition_Alloca</th>\n",
       "      <th>SaleCondition_Family</th>\n",
       "      <th>SaleCondition_Normal</th>\n",
       "      <th>SaleCondition_Partial</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-1.303728</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.273213</td>\n",
       "      <td>-0.031580</td>\n",
       "      <td>0.339802</td>\n",
       "      <td>-1.053092</td>\n",
       "      <td>-1.646773</td>\n",
       "      <td>-0.564369</td>\n",
       "      <td>-0.479750</td>\n",
       "      <td>-0.305351</td>\n",
       "      <td>0.186773</td>\n",
       "      <td>-0.430024</td>\n",
       "      <td>-0.771104</td>\n",
       "      <td>-0.794860</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>1.089629</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>-1.009580</td>\n",
       "      <td>-0.757088</td>\n",
       "      <td>-1.033035</td>\n",
       "      <td>-0.199131</td>\n",
       "      <td>-1.557024</td>\n",
       "      <td>0.611682</td>\n",
       "      <td>0.140002</td>\n",
       "      <td>0.343282</td>\n",
       "      <td>-0.325878</td>\n",
       "      <td>-0.742741</td>\n",
       "      <td>-0.699388</td>\n",
       "      <td>-0.362343</td>\n",
       "      <td>-0.099340</td>\n",
       "      <td>2.635518</td>\n",
       "      <td>-0.054813</td>\n",
       "      <td>-0.097769</td>\n",
       "      <td>-0.662480</td>\n",
       "      <td>-0.248625</td>\n",
       "      <td>-0.510089</td>\n",
       "      <td>0.133479</td>\n",
       "      <td>-1.188897</td>\n",
       "      <td>0.259798</td>\n",
       "      <td>-0.748254</td>\n",
       "      <td>1.254384</td>\n",
       "      <td>-0.798986</td>\n",
       "      <td>0.267572</td>\n",
       "      <td>0.257405</td>\n",
       "      <td>-0.054241</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.902872</td>\n",
       "      <td>-1.282083</td>\n",
       "      <td>-0.724230</td>\n",
       "      <td>-0.765034</td>\n",
       "      <td>-0.551357</td>\n",
       "      <td>0.461396</td>\n",
       "      <td>0.012780</td>\n",
       "      <td>0.292857</td>\n",
       "      <td>0.254809</td>\n",
       "      <td>1.947821</td>\n",
       "      <td>-1.022106</td>\n",
       "      <td>0.033831</td>\n",
       "      <td>-0.253815</td>\n",
       "      <td>-0.794860</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>1.089629</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>0.827186</td>\n",
       "      <td>-0.757088</td>\n",
       "      <td>-1.033035</td>\n",
       "      <td>-0.199131</td>\n",
       "      <td>-0.903915</td>\n",
       "      <td>-0.931289</td>\n",
       "      <td>0.244626</td>\n",
       "      <td>-1.011971</td>\n",
       "      <td>-0.967797</td>\n",
       "      <td>-0.742741</td>\n",
       "      <td>0.898982</td>\n",
       "      <td>-0.362343</td>\n",
       "      <td>-0.099340</td>\n",
       "      <td>-0.285269</td>\n",
       "      <td>-0.054813</td>\n",
       "      <td>-0.097769</td>\n",
       "      <td>1.129622</td>\n",
       "      <td>-0.248625</td>\n",
       "      <td>0.623540</td>\n",
       "      <td>0.133479</td>\n",
       "      <td>-1.188897</td>\n",
       "      <td>0.259798</td>\n",
       "      <td>0.816222</td>\n",
       "      <td>-0.987031</td>\n",
       "      <td>1.455842</td>\n",
       "      <td>0.267572</td>\n",
       "      <td>0.257405</td>\n",
       "      <td>-0.054241</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.002567</td>\n",
       "      <td>-0.410255</td>\n",
       "      <td>-0.499030</td>\n",
       "      <td>-0.765034</td>\n",
       "      <td>3.013279</td>\n",
       "      <td>-1.355989</td>\n",
       "      <td>1.135419</td>\n",
       "      <td>-0.564369</td>\n",
       "      <td>0.687590</td>\n",
       "      <td>-0.305351</td>\n",
       "      <td>-1.031514</td>\n",
       "      <td>-0.475688</td>\n",
       "      <td>-0.382467</td>\n",
       "      <td>-0.794860</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>-0.838349</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>-1.009580</td>\n",
       "      <td>-0.757088</td>\n",
       "      <td>-1.033035</td>\n",
       "      <td>-0.199131</td>\n",
       "      <td>-0.903915</td>\n",
       "      <td>-0.931289</td>\n",
       "      <td>0.119077</td>\n",
       "      <td>-1.011971</td>\n",
       "      <td>-1.209119</td>\n",
       "      <td>0.451659</td>\n",
       "      <td>-0.699388</td>\n",
       "      <td>0.292709</td>\n",
       "      <td>3.300038</td>\n",
       "      <td>-0.285269</td>\n",
       "      <td>-0.054813</td>\n",
       "      <td>-0.097769</td>\n",
       "      <td>1.129622</td>\n",
       "      <td>-0.248625</td>\n",
       "      <td>-0.510089</td>\n",
       "      <td>0.133479</td>\n",
       "      <td>0.903237</td>\n",
       "      <td>0.259798</td>\n",
       "      <td>0.816222</td>\n",
       "      <td>-0.987031</td>\n",
       "      <td>-0.798986</td>\n",
       "      <td>0.267572</td>\n",
       "      <td>-2.653078</td>\n",
       "      <td>-0.054241</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.923642</td>\n",
       "      <td>0.558444</td>\n",
       "      <td>-0.241624</td>\n",
       "      <td>-1.498489</td>\n",
       "      <td>2.122120</td>\n",
       "      <td>-2.365648</td>\n",
       "      <td>0.940177</td>\n",
       "      <td>-0.564369</td>\n",
       "      <td>-1.036517</td>\n",
       "      <td>-0.305351</td>\n",
       "      <td>-0.314183</td>\n",
       "      <td>-1.513953</td>\n",
       "      <td>-1.143659</td>\n",
       "      <td>-0.032572</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>-0.838349</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>-1.009580</td>\n",
       "      <td>-0.757088</td>\n",
       "      <td>-1.033035</td>\n",
       "      <td>-0.199131</td>\n",
       "      <td>-0.250806</td>\n",
       "      <td>-0.931289</td>\n",
       "      <td>0.142327</td>\n",
       "      <td>-1.011971</td>\n",
       "      <td>-0.895400</td>\n",
       "      <td>-0.742741</td>\n",
       "      <td>-0.699388</td>\n",
       "      <td>2.257867</td>\n",
       "      <td>-0.099340</td>\n",
       "      <td>1.667787</td>\n",
       "      <td>-0.054813</td>\n",
       "      <td>-0.097769</td>\n",
       "      <td>1.129622</td>\n",
       "      <td>2.410938</td>\n",
       "      <td>-1.643719</td>\n",
       "      <td>0.133479</td>\n",
       "      <td>-0.142830</td>\n",
       "      <td>0.259798</td>\n",
       "      <td>-0.748254</td>\n",
       "      <td>-0.987031</td>\n",
       "      <td>-0.798986</td>\n",
       "      <td>0.267572</td>\n",
       "      <td>0.257405</td>\n",
       "      <td>-0.054241</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.376546</td>\n",
       "      <td>0.074094</td>\n",
       "      <td>-0.210281</td>\n",
       "      <td>1.435328</td>\n",
       "      <td>0.339802</td>\n",
       "      <td>1.033536</td>\n",
       "      <td>0.842556</td>\n",
       "      <td>-0.564369</td>\n",
       "      <td>0.467690</td>\n",
       "      <td>-0.305351</td>\n",
       "      <td>-0.873936</td>\n",
       "      <td>-0.540580</td>\n",
       "      <td>-0.894396</td>\n",
       "      <td>1.229228</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>1.089629</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>0.827186</td>\n",
       "      <td>1.246785</td>\n",
       "      <td>0.182467</td>\n",
       "      <td>-0.199131</td>\n",
       "      <td>-0.250806</td>\n",
       "      <td>-0.931289</td>\n",
       "      <td>0.284151</td>\n",
       "      <td>0.343282</td>\n",
       "      <td>0.296734</td>\n",
       "      <td>-0.742741</td>\n",
       "      <td>-0.014372</td>\n",
       "      <td>-0.362343</td>\n",
       "      <td>-0.099340</td>\n",
       "      <td>-0.285269</td>\n",
       "      <td>-0.054813</td>\n",
       "      <td>-0.097769</td>\n",
       "      <td>1.129622</td>\n",
       "      <td>-0.248625</td>\n",
       "      <td>0.623540</td>\n",
       "      <td>0.133479</td>\n",
       "      <td>0.903237</td>\n",
       "      <td>0.259798</td>\n",
       "      <td>0.816222</td>\n",
       "      <td>-0.987031</td>\n",
       "      <td>1.455842</td>\n",
       "      <td>0.267572</td>\n",
       "      <td>0.257405</td>\n",
       "      <td>-0.054241</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>0.517780</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.441256</td>\n",
       "      <td>-2.231943</td>\n",
       "      <td>-0.551357</td>\n",
       "      <td>-0.514607</td>\n",
       "      <td>-1.402721</td>\n",
       "      <td>-0.564369</td>\n",
       "      <td>-1.036517</td>\n",
       "      <td>-0.305351</td>\n",
       "      <td>-1.266704</td>\n",
       "      <td>-2.487327</td>\n",
       "      <td>1.579478</td>\n",
       "      <td>-0.794860</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>-0.838349</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>0.827186</td>\n",
       "      <td>-0.757088</td>\n",
       "      <td>1.397968</td>\n",
       "      <td>-0.199131</td>\n",
       "      <td>1.055412</td>\n",
       "      <td>0.611682</td>\n",
       "      <td>0.177202</td>\n",
       "      <td>0.343282</td>\n",
       "      <td>-0.070076</td>\n",
       "      <td>-0.742741</td>\n",
       "      <td>-0.699388</td>\n",
       "      <td>-0.362343</td>\n",
       "      <td>-0.099340</td>\n",
       "      <td>-0.285269</td>\n",
       "      <td>-0.054813</td>\n",
       "      <td>-0.097769</td>\n",
       "      <td>-0.662480</td>\n",
       "      <td>-0.248625</td>\n",
       "      <td>-3.910978</td>\n",
       "      <td>-5.187781</td>\n",
       "      <td>0.903237</td>\n",
       "      <td>0.259798</td>\n",
       "      <td>-0.748254</td>\n",
       "      <td>1.254384</td>\n",
       "      <td>-0.798986</td>\n",
       "      <td>0.267572</td>\n",
       "      <td>0.257405</td>\n",
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       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>1.076487</td>\n",
       "      <td>0.655313</td>\n",
       "      <td>-0.473117</td>\n",
       "      <td>-0.765034</td>\n",
       "      <td>0.339802</td>\n",
       "      <td>-0.716539</td>\n",
       "      <td>-1.646773</td>\n",
       "      <td>-0.564369</td>\n",
       "      <td>-0.372140</td>\n",
       "      <td>-0.305351</td>\n",
       "      <td>0.419612</td>\n",
       "      <td>-0.081532</td>\n",
       "      <td>-0.382467</td>\n",
       "      <td>1.574862</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>-0.838349</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>0.827186</td>\n",
       "      <td>-0.757088</td>\n",
       "      <td>1.397968</td>\n",
       "      <td>4.737030</td>\n",
       "      <td>1.055412</td>\n",
       "      <td>-0.931289</td>\n",
       "      <td>0.163252</td>\n",
       "      <td>1.698534</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>0.744171</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.157714</td>\n",
       "      <td>0.701874</td>\n",
       "      <td>-0.551357</td>\n",
       "      <td>0.999881</td>\n",
       "      <td>0.793746</td>\n",
       "      <td>0.264091</td>\n",
       "      <td>0.930883</td>\n",
       "      <td>-0.305351</td>\n",
       "      <td>-0.928030</td>\n",
       "      <td>-0.119986</td>\n",
       "      <td>-0.425351</td>\n",
       "      <td>1.233963</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>1.089629</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>0.827186</td>\n",
       "      <td>1.246785</td>\n",
       "      <td>0.182467</td>\n",
       "      <td>-0.199131</td>\n",
       "      <td>0.402303</td>\n",
       "      <td>0.611682</td>\n",
       "      <td>0.281826</td>\n",
       "      <td>0.343282</td>\n",
       "      <td>0.094023</td>\n",
       "      <td>0.754137</td>\n",
       "      <td>0.761979</td>\n",
       "      <td>-0.362343</td>\n",
       "      <td>-0.099340</td>\n",
       "      <td>-0.285269</td>\n",
       "      <td>-0.054813</td>\n",
       "      <td>-0.097769</td>\n",
       "      <td>1.129622</td>\n",
       "      <td>-0.248625</td>\n",
       "      <td>0.623540</td>\n",
       "      <td>0.133479</td>\n",
       "      <td>0.903237</td>\n",
       "      <td>0.259798</td>\n",
       "      <td>0.816222</td>\n",
       "      <td>0.694030</td>\n",
       "      <td>1.455842</td>\n",
       "      <td>0.267572</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
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       "      <td>0.558444</td>\n",
       "      <td>-0.067881</td>\n",
       "      <td>1.435328</td>\n",
       "      <td>-0.551357</td>\n",
       "      <td>0.764294</td>\n",
       "      <td>0.500884</td>\n",
       "      <td>0.154781</td>\n",
       "      <td>-0.147561</td>\n",
       "      <td>-0.305351</td>\n",
       "      <td>-0.332998</td>\n",
       "      <td>-0.619891</td>\n",
       "      <td>-0.210931</td>\n",
       "      <td>1.207922</td>\n",
       "      <td>-0.095647</td>\n",
       "      <td>-0.838349</td>\n",
       "      <td>-0.253009</td>\n",
       "      <td>0.827186</td>\n",
       "      <td>1.246785</td>\n",
       "      <td>0.182467</td>\n",
       "      <td>-0.199131</td>\n",
       "      <td>1.055412</td>\n",
       "      <td>0.611682</td>\n",
       "      <td>0.265551</td>\n",
       "      <td>0.343282</td>\n",
       "      <td>0.021626</td>\n",
       "      <td>0.668823</td>\n",
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       "      <td>-0.099340</td>\n",
       "      <td>-0.285269</td>\n",
       "      <td>-0.054813</td>\n",
       "      <td>-0.097769</td>\n",
       "      <td>1.129622</td>\n",
       "      <td>-0.248625</td>\n",
       "      <td>0.623540</td>\n",
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       "      <td>0.903237</td>\n",
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       "      <td>0.694030</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2578 rows × 293 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     GrLivArea  LotFrontage   LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
       "1    -1.303728     0.000000 -0.273213    -0.031580     0.339802  -1.053092   \n",
       "2    -0.902872    -1.282083 -0.724230    -0.765034    -0.551357   0.461396   \n",
       "3    -1.002567    -0.410255 -0.499030    -0.765034     3.013279  -1.355989   \n",
       "4    -0.923642     0.558444 -0.241624    -1.498489     2.122120  -2.365648   \n",
       "5     0.376546     0.074094 -0.210281     1.435328     0.339802   1.033536   \n",
       "..         ...          ...       ...          ...          ...        ...   \n",
       "759  -1.104339     0.000000 -0.154259    -0.031580     0.339802  -1.827163   \n",
       "760   0.517780     0.000000  0.441256    -2.231943    -0.551357  -0.514607   \n",
       "761   1.076487     0.655313 -0.473117    -0.765034     0.339802  -0.716539   \n",
       "762   0.744171     0.000000 -0.157714     0.701874    -0.551357   0.999881   \n",
       "763   0.887482     0.558444 -0.067881     1.435328    -0.551357   0.764294   \n",
       "\n",
       "     YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "1       -1.646773   -0.564369   -0.479750   -0.305351   0.186773    -0.430024   \n",
       "2        0.012780    0.292857    0.254809    1.947821  -1.022106     0.033831   \n",
       "3        1.135419   -0.564369    0.687590   -0.305351  -1.031514    -0.475688   \n",
       "4        0.940177   -0.564369   -1.036517   -0.305351  -0.314183    -1.513953   \n",
       "5        0.842556   -0.564369    0.467690   -0.305351  -0.873936    -0.540580   \n",
       "..            ...         ...         ...         ...        ...          ...   \n",
       "759     -1.646773   -0.564369   -1.036517   -0.305351   0.972309    -0.199298   \n",
       "760     -1.402721   -0.564369   -1.036517   -0.305351  -1.266704    -2.487327   \n",
       "761     -1.646773   -0.564369   -0.372140   -0.305351   0.419612    -0.081532   \n",
       "762      0.793746    0.264091    0.930883   -0.305351  -0.928030    -0.119986   \n",
       "763      0.500884    0.154781   -0.147561   -0.305351  -0.332998    -0.619891   \n",
       "\n",
       "     1stFlrSF  2ndFlrSF  LowQualFinSF  BsmtFullBath  BsmtHalfBath  FullBath  \\\n",
       "1   -0.771104 -0.794860     -0.095647      1.089629     -0.253009 -1.009580   \n",
       "2   -0.253815 -0.794860     -0.095647      1.089629     -0.253009  0.827186   \n",
       "3   -0.382467 -0.794860     -0.095647     -0.838349     -0.253009 -1.009580   \n",
       "4   -1.143659 -0.032572     -0.095647     -0.838349     -0.253009 -1.009580   \n",
       "5   -0.894396  1.229228     -0.095647      1.089629     -0.253009  0.827186   \n",
       "..        ...       ...           ...           ...           ...       ...   \n",
       "759 -0.513800 -0.794860     -0.095647     -0.838349     -0.253009 -1.009580   \n",
       "760  1.579478 -0.794860     -0.095647     -0.838349     -0.253009  0.827186   \n",
       "761 -0.382467  1.574862     -0.095647     -0.838349     -0.253009  0.827186   \n",
       "762 -0.425351  1.233963     -0.095647      1.089629     -0.253009  0.827186   \n",
       "763 -0.210931  1.207922     -0.095647     -0.838349     -0.253009  0.827186   \n",
       "\n",
       "     HalfBath  BedroomAbvGr  KitchenAbvGr  TotRmsAbvGrd  Fireplaces  \\\n",
       "1   -0.757088     -1.033035     -0.199131     -1.557024    0.611682   \n",
       "2   -0.757088     -1.033035     -0.199131     -0.903915   -0.931289   \n",
       "3   -0.757088     -1.033035     -0.199131     -0.903915   -0.931289   \n",
       "4   -0.757088     -1.033035     -0.199131     -0.250806   -0.931289   \n",
       "5    1.246785      0.182467     -0.199131     -0.250806   -0.931289   \n",
       "..        ...           ...           ...           ...         ...   \n",
       "759 -0.757088     -1.033035     -0.199131     -1.557024    0.611682   \n",
       "760 -0.757088      1.397968     -0.199131      1.055412    0.611682   \n",
       "761 -0.757088      1.397968      4.737030      1.055412   -0.931289   \n",
       "762  1.246785      0.182467     -0.199131      0.402303    0.611682   \n",
       "763  1.246785      0.182467     -0.199131      1.055412    0.611682   \n",
       "\n",
       "     GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  \\\n",
       "1       0.140002    0.343282   -0.325878   -0.742741    -0.699388   \n",
       "2       0.244626   -1.011971   -0.967797   -0.742741     0.898982   \n",
       "3       0.119077   -1.011971   -1.209119    0.451659    -0.699388   \n",
       "4       0.142327   -1.011971   -0.895400   -0.742741    -0.699388   \n",
       "5       0.284151    0.343282    0.296734   -0.742741    -0.014372   \n",
       "..           ...         ...         ...         ...          ...   \n",
       "759     0.086527   -1.011971   -1.324954   -0.742741     0.792424   \n",
       "760     0.177202    0.343282   -0.070076   -0.742741    -0.699388   \n",
       "761     0.163252    1.698534    1.952207   -0.742741    -0.699388   \n",
       "762     0.281826    0.343282    0.094023    0.754137     0.761979   \n",
       "763     0.265551    0.343282    0.021626    0.668823     0.533640   \n",
       "\n",
       "     EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea   MiscVal  ExterQual  \\\n",
       "1        -0.362343  -0.099340     2.635518 -0.054813 -0.097769  -0.662480   \n",
       "2        -0.362343  -0.099340    -0.285269 -0.054813 -0.097769   1.129622   \n",
       "3         0.292709   3.300038    -0.285269 -0.054813 -0.097769   1.129622   \n",
       "4         2.257867  -0.099340     1.667787 -0.054813 -0.097769   1.129622   \n",
       "5        -0.362343  -0.099340    -0.285269 -0.054813 -0.097769   1.129622   \n",
       "..             ...        ...          ...       ...       ...        ...   \n",
       "759      -0.362343  -0.099340     0.418535 -0.054813 -0.097769  -0.662480   \n",
       "760      -0.362343  -0.099340    -0.285269 -0.054813 -0.097769  -0.662480   \n",
       "761      -0.362343  -0.099340    -0.285269 -0.054813 -0.097769  -0.662480   \n",
       "762      -0.362343  -0.099340    -0.285269 -0.054813 -0.097769   1.129622   \n",
       "763      -0.362343  -0.099340    -0.285269 -0.054813 -0.097769   1.129622   \n",
       "\n",
       "     ExterCond  BsmtQual  BsmtCond  HeatingQC  CentralAir  KitchenQual  \\\n",
       "1    -0.248625 -0.510089  0.133479  -1.188897    0.259798    -0.748254   \n",
       "2    -0.248625  0.623540  0.133479  -1.188897    0.259798     0.816222   \n",
       "3    -0.248625 -0.510089  0.133479   0.903237    0.259798     0.816222   \n",
       "4     2.410938 -1.643719  0.133479  -0.142830    0.259798    -0.748254   \n",
       "5    -0.248625  0.623540  0.133479   0.903237    0.259798     0.816222   \n",
       "..         ...       ...       ...        ...         ...          ...   \n",
       "759  -0.248625 -0.510089  0.133479  -2.234964   -3.849149    -2.312730   \n",
       "760  -0.248625 -3.910978 -5.187781   0.903237    0.259798    -0.748254   \n",
       "761  -0.248625 -0.510089  0.133479  -1.188897   -3.849149    -0.748254   \n",
       "762  -0.248625  0.623540  0.133479   0.903237    0.259798     0.816222   \n",
       "763  -0.248625  0.623540  0.133479   0.903237    0.259798     0.816222   \n",
       "\n",
       "     FireplaceQu  GarageFinish  GarageQual  GarageCond    PoolQC  \\\n",
       "1       1.254384     -0.798986    0.267572    0.257405 -0.054241   \n",
       "2      -0.987031      1.455842    0.267572    0.257405 -0.054241   \n",
       "3      -0.987031     -0.798986    0.267572   -2.653078 -0.054241   \n",
       "4      -0.987031     -0.798986    0.267572    0.257405 -0.054241   \n",
       "5      -0.987031      1.455842    0.267572    0.257405 -0.054241   \n",
       "..           ...           ...         ...         ...       ...   \n",
       "759     1.254384     -0.798986   -1.178551   -2.653078 -0.054241   \n",
       "760     1.254384     -0.798986    0.267572    0.257405 -0.054241   \n",
       "761    -0.987031     -0.798986    0.267572    0.257405 -0.054241   \n",
       "762     0.694030      1.455842    0.267572    0.257405 -0.054241   \n",
       "763     0.694030      0.328428    0.267572    0.257405 -0.054241   \n",
       "\n",
       "     MSSubClass_120  MSSubClass_150  MSSubClass_160  MSSubClass_180  \\\n",
       "1                 0               0               0               0   \n",
       "2                 1               0               0               0   \n",
       "3                 0               0               0               0   \n",
       "4                 0               0               0               0   \n",
       "5                 0               0               0               0   \n",
       "..              ...             ...             ...             ...   \n",
       "759               0               0               0               0   \n",
       "760               0               0               0               0   \n",
       "761               0               0               0               0   \n",
       "762               0               0               0               0   \n",
       "763               0               0               0               0   \n",
       "\n",
       "     MSSubClass_190  MSSubClass_20  MSSubClass_30  MSSubClass_40  \\\n",
       "1                 0              0              1              0   \n",
       "2                 0              0              0              0   \n",
       "3                 0              0              1              0   \n",
       "4                 0              0              0              0   \n",
       "5                 0              0              0              0   \n",
       "..              ...            ...            ...            ...   \n",
       "759               0              0              1              0   \n",
       "760               0              1              0              0   \n",
       "761               0              0              0              0   \n",
       "762               0              0              0              0   \n",
       "763               0              0              0              0   \n",
       "\n",
       "     MSSubClass_45  MSSubClass_50  MSSubClass_60  MSSubClass_70  \\\n",
       "1                0              0              0              0   \n",
       "2                0              0              0              0   \n",
       "3                0              0              0              0   \n",
       "4                0              0              0              1   \n",
       "5                0              0              1              0   \n",
       "..             ...            ...            ...            ...   \n",
       "759              0              0              0              0   \n",
       "760              0              0              0              0   \n",
       "761              0              0              0              0   \n",
       "762              0              0              1              0   \n",
       "763              0              0              1              0   \n",
       "\n",
       "     MSSubClass_75  MSSubClass_80  MSSubClass_85  MSSubClass_90  \\\n",
       "1                0              0              0              0   \n",
       "2                0              0              0              0   \n",
       "3                0              0              0              0   \n",
       "4                0              0              0              0   \n",
       "5                0              0              0              0   \n",
       "..             ...            ...            ...            ...   \n",
       "759              0              0              0              0   \n",
       "760              0              0              0              0   \n",
       "761              0              0              0              1   \n",
       "762              0              0              0              0   \n",
       "763              0              0              0              0   \n",
       "\n",
       "     MSZoning_A (agr)  MSZoning_C (all)  MSZoning_FV  MSZoning_I (all)  \\\n",
       "1                   0                 0            0                 0   \n",
       "2                   0                 0            0                 0   \n",
       "3                   0                 1            0                 0   \n",
       "4                   0                 0            0                 0   \n",
       "5                   0                 0            0                 0   \n",
       "..                ...               ...          ...               ...   \n",
       "759                 0                 0            0                 0   \n",
       "760                 0                 0            0                 0   \n",
       "761                 0                 0            0                 0   \n",
       "762                 0                 0            0                 0   \n",
       "763                 0                 0            0                 0   \n",
       "\n",
       "     MSZoning_RH  MSZoning_RL  MSZoning_RM  Street_Grvl  Street_Pave  \\\n",
       "1              0            1            0            0            1   \n",
       "2              0            1            0            0            1   \n",
       "3              0            0            0            0            1   \n",
       "4              0            1            0            0            1   \n",
       "5              0            1            0            0            1   \n",
       "..           ...          ...          ...          ...          ...   \n",
       "759            0            1            0            0            1   \n",
       "760            0            1            0            0            1   \n",
       "761            1            0            0            0            1   \n",
       "762            0            1            0            0            1   \n",
       "763            0            1            0            0            1   \n",
       "\n",
       "     Alley_Grvl  Alley_None  Alley_Pave  LotShape_IR1  LotShape_IR2  \\\n",
       "1             0           1           0             0             0   \n",
       "2             0           1           0             0             0   \n",
       "3             0           1           0             0             0   \n",
       "4             0           1           0             0             0   \n",
       "5             0           1           0             0             0   \n",
       "..          ...         ...         ...           ...           ...   \n",
       "759           0           1           0             0             0   \n",
       "760           0           1           0             1             0   \n",
       "761           0           1           0             0             0   \n",
       "762           0           1           0             0             0   \n",
       "763           0           1           0             1             0   \n",
       "\n",
       "     LotShape_IR3  LotShape_Reg  LandContour_Bnk  LandContour_HLS  \\\n",
       "1               0             1                0                0   \n",
       "2               0             1                0                0   \n",
       "3               0             1                0                0   \n",
       "4               0             1                0                0   \n",
       "5               0             1                0                0   \n",
       "..            ...           ...              ...              ...   \n",
       "759             0             1                0                0   \n",
       "760             0             0                0                0   \n",
       "761             0             1                0                1   \n",
       "762             0             1                0                0   \n",
       "763             0             0                0                0   \n",
       "\n",
       "     LandContour_Low  LandContour_Lvl  Utilities_AllPub  Utilities_NoSewr  \\\n",
       "1                  0                1                 1                 0   \n",
       "2                  0                1                 1                 0   \n",
       "3                  0                1                 1                 0   \n",
       "4                  0                1                 1                 0   \n",
       "5                  0                1                 1                 0   \n",
       "..               ...              ...               ...               ...   \n",
       "759                0                1                 1                 0   \n",
       "760                0                1                 1                 0   \n",
       "761                0                0                 1                 0   \n",
       "762                0                1                 1                 0   \n",
       "763                0                1                 1                 0   \n",
       "\n",
       "     LotConfig_Corner  LotConfig_CulDSac  LotConfig_FR2  LotConfig_FR3  \\\n",
       "1                   1                  0              0              0   \n",
       "2                   0                  0              0              0   \n",
       "3                   0                  0              0              0   \n",
       "4                   1                  0              0              0   \n",
       "5                   0                  0              0              0   \n",
       "..                ...                ...            ...            ...   \n",
       "759                 0                  0              0              0   \n",
       "760                 0                  1              0              0   \n",
       "761                 0                  0              0              0   \n",
       "762                 0                  0              0              0   \n",
       "763                 0                  0              0              0   \n",
       "\n",
       "     LotConfig_Inside  LandSlope_Gtl  LandSlope_Mod  LandSlope_Sev  \\\n",
       "1                   0              1              0              0   \n",
       "2                   1              1              0              0   \n",
       "3                   1              1              0              0   \n",
       "4                   0              1              0              0   \n",
       "5                   1              1              0              0   \n",
       "..                ...            ...            ...            ...   \n",
       "759                 1              1              0              0   \n",
       "760                 0              1              0              0   \n",
       "761                 1              1              0              0   \n",
       "762                 1              1              0              0   \n",
       "763                 1              1              0              0   \n",
       "\n",
       "     Neighborhood_Blmngtn  Neighborhood_Blueste  Neighborhood_BrDale  \\\n",
       "1                       0                     0                    0   \n",
       "2                       0                     0                    0   \n",
       "3                       0                     0                    0   \n",
       "4                       0                     0                    0   \n",
       "5                       0                     0                    0   \n",
       "..                    ...                   ...                  ...   \n",
       "759                     0                     0                    0   \n",
       "760                     0                     0                    0   \n",
       "761                     0                     0                    0   \n",
       "762                     0                     0                    0   \n",
       "763                     0                     0                    0   \n",
       "\n",
       "     Neighborhood_BrkSide  Neighborhood_ClearCr  Neighborhood_CollgCr  \\\n",
       "1                       0                     0                     0   \n",
       "2                       0                     0                     0   \n",
       "3                       0                     0                     0   \n",
       "4                       0                     0                     0   \n",
       "5                       0                     0                     0   \n",
       "..                    ...                   ...                   ...   \n",
       "759                     1                     0                     0   \n",
       "760                     0                     0                     0   \n",
       "761                     0                     0                     0   \n",
       "762                     0                     0                     1   \n",
       "763                     0                     0                     0   \n",
       "\n",
       "     Neighborhood_Crawfor  Neighborhood_Edwards  Neighborhood_Gilbert  \\\n",
       "1                       0                     0                     0   \n",
       "2                       0                     1                     0   \n",
       "3                       0                     0                     0   \n",
       "4                       0                     0                     0   \n",
       "5                       0                     0                     0   \n",
       "..                    ...                   ...                   ...   \n",
       "759                     0                     0                     0   \n",
       "760                     0                     1                     0   \n",
       "761                     1                     0                     0   \n",
       "762                     0                     0                     0   \n",
       "763                     0                     0                     0   \n",
       "\n",
       "     Neighborhood_Greens  Neighborhood_GrnHill  Neighborhood_IDOTRR  \\\n",
       "1                      0                     0                    0   \n",
       "2                      0                     0                    0   \n",
       "3                      0                     0                    1   \n",
       "4                      0                     0                    0   \n",
       "5                      0                     0                    0   \n",
       "..                   ...                   ...                  ...   \n",
       "759                    0                     0                    0   \n",
       "760                    0                     0                    0   \n",
       "761                    0                     0                    0   \n",
       "762                    0                     0                    0   \n",
       "763                    0                     0                    0   \n",
       "\n",
       "     Neighborhood_Landmrk  Neighborhood_MeadowV  Neighborhood_Mitchel  \\\n",
       "1                       0                     0                     0   \n",
       "2                       0                     0                     0   \n",
       "3                       0                     0                     0   \n",
       "4                       0                     0                     0   \n",
       "5                       0                     0                     0   \n",
       "..                    ...                   ...                   ...   \n",
       "759                     0                     0                     0   \n",
       "760                     0                     0                     0   \n",
       "761                     0                     0                     0   \n",
       "762                     0                     0                     0   \n",
       "763                     0                     0                     0   \n",
       "\n",
       "     Neighborhood_NAmes  Neighborhood_NPkVill  Neighborhood_NWAmes  \\\n",
       "1                     0                     0                    0   \n",
       "2                     0                     0                    0   \n",
       "3                     0                     0                    0   \n",
       "4                     0                     0                    0   \n",
       "5                     0                     0                    1   \n",
       "..                  ...                   ...                  ...   \n",
       "759                   0                     0                    0   \n",
       "760                   0                     0                    0   \n",
       "761                   0                     0                    0   \n",
       "762                   0                     0                    0   \n",
       "763                   0                     0                    0   \n",
       "\n",
       "     Neighborhood_NoRidge  Neighborhood_NridgHt  Neighborhood_OldTown  \\\n",
       "1                       0                     0                     0   \n",
       "2                       0                     0                     0   \n",
       "3                       0                     0                     0   \n",
       "4                       0                     0                     1   \n",
       "5                       0                     0                     0   \n",
       "..                    ...                   ...                   ...   \n",
       "759                     0                     0                     0   \n",
       "760                     0                     0                     0   \n",
       "761                     0                     0                     0   \n",
       "762                     0                     0                     0   \n",
       "763                     0                     0                     0   \n",
       "\n",
       "     Neighborhood_SWISU  Neighborhood_Sawyer  Neighborhood_SawyerW  \\\n",
       "1                     1                    0                     0   \n",
       "2                     0                    0                     0   \n",
       "3                     0                    0                     0   \n",
       "4                     0                    0                     0   \n",
       "5                     0                    0                     0   \n",
       "..                  ...                  ...                   ...   \n",
       "759                   0                    0                     0   \n",
       "760                   0                    0                     0   \n",
       "761                   0                    0                     0   \n",
       "762                   0                    0                     0   \n",
       "763                   0                    0                     1   \n",
       "\n",
       "     Neighborhood_Somerst  Neighborhood_StoneBr  Neighborhood_Timber  \\\n",
       "1                       0                     0                    0   \n",
       "2                       0                     0                    0   \n",
       "3                       0                     0                    0   \n",
       "4                       0                     0                    0   \n",
       "5                       0                     0                    0   \n",
       "..                    ...                   ...                  ...   \n",
       "759                     0                     0                    0   \n",
       "760                     0                     0                    0   \n",
       "761                     0                     0                    0   \n",
       "762                     0                     0                    0   \n",
       "763                     0                     0                    0   \n",
       "\n",
       "     Neighborhood_Veenker  Condition1_Artery  Condition1_Feedr  \\\n",
       "1                       0                  0                 0   \n",
       "2                       0                  0                 0   \n",
       "3                       0                  0                 0   \n",
       "4                       0                  0                 0   \n",
       "5                       0                  0                 0   \n",
       "..                    ...                ...               ...   \n",
       "759                     0                  0                 0   \n",
       "760                     0                  0                 0   \n",
       "761                     0                  0                 0   \n",
       "762                     0                  0                 0   \n",
       "763                     0                  0                 0   \n",
       "\n",
       "     Condition1_Norm  Condition1_PosA  Condition1_PosN  Condition1_RRAe  \\\n",
       "1                  1                0                0                0   \n",
       "2                  1                0                0                0   \n",
       "3                  1                0                0                0   \n",
       "4                  1                0                0                0   \n",
       "5                  1                0                0                0   \n",
       "..               ...              ...              ...              ...   \n",
       "759                1                0                0                0   \n",
       "760                1                0                0                0   \n",
       "761                1                0                0                0   \n",
       "762                1                0                0                0   \n",
       "763                1                0                0                0   \n",
       "\n",
       "     Condition1_RRAn  Condition1_RRNe  Condition1_RRNn  Condition2_Artery  \\\n",
       "1                  0                0                0                  0   \n",
       "2                  0                0                0                  0   \n",
       "3                  0                0                0                  0   \n",
       "4                  0                0                0                  0   \n",
       "5                  0                0                0                  0   \n",
       "..               ...              ...              ...                ...   \n",
       "759                0                0                0                  0   \n",
       "760                0                0                0                  0   \n",
       "761                0                0                0                  0   \n",
       "762                0                0                0                  0   \n",
       "763                0                0                0                  0   \n",
       "\n",
       "     Condition2_Feedr  Condition2_Norm  Condition2_PosA  Condition2_PosN  \\\n",
       "1                   0                1                0                0   \n",
       "2                   0                1                0                0   \n",
       "3                   0                1                0                0   \n",
       "4                   0                1                0                0   \n",
       "5                   0                1                0                0   \n",
       "..                ...              ...              ...              ...   \n",
       "759                 0                1                0                0   \n",
       "760                 0                1                0                0   \n",
       "761                 0                1                0                0   \n",
       "762                 0                1                0                0   \n",
       "763                 0                1                0                0   \n",
       "\n",
       "     Condition2_RRAe  Condition2_RRAn  Condition2_RRNn  BldgType_1Fam  \\\n",
       "1                  0                0                0              1   \n",
       "2                  0                0                0              0   \n",
       "3                  0                0                0              1   \n",
       "4                  0                0                0              1   \n",
       "5                  0                0                0              1   \n",
       "..               ...              ...              ...            ...   \n",
       "759                0                0                0              1   \n",
       "760                0                0                0              1   \n",
       "761                0                0                0              0   \n",
       "762                0                0                0              1   \n",
       "763                0                0                0              1   \n",
       "\n",
       "     BldgType_2fmCon  BldgType_Duplex  BldgType_Twnhs  BldgType_TwnhsE  \\\n",
       "1                  0                0               0                0   \n",
       "2                  0                0               0                1   \n",
       "3                  0                0               0                0   \n",
       "4                  0                0               0                0   \n",
       "5                  0                0               0                0   \n",
       "..               ...              ...             ...              ...   \n",
       "759                0                0               0                0   \n",
       "760                0                0               0                0   \n",
       "761                0                1               0                0   \n",
       "762                0                0               0                0   \n",
       "763                0                0               0                0   \n",
       "\n",
       "     HouseStyle_1.5Fin  HouseStyle_1.5Unf  HouseStyle_1Story  \\\n",
       "1                    0                  0                  1   \n",
       "2                    0                  0                  1   \n",
       "3                    0                  0                  1   \n",
       "4                    0                  0                  0   \n",
       "5                    0                  0                  0   \n",
       "..                 ...                ...                ...   \n",
       "759                  0                  1                  0   \n",
       "760                  0                  0                  1   \n",
       "761                  0                  0                  0   \n",
       "762                  0                  0                  0   \n",
       "763                  0                  0                  0   \n",
       "\n",
       "     HouseStyle_2.5Fin  HouseStyle_2.5Unf  HouseStyle_2Story  \\\n",
       "1                    0                  0                  0   \n",
       "2                    0                  0                  0   \n",
       "3                    0                  0                  0   \n",
       "4                    0                  0                  1   \n",
       "5                    0                  0                  1   \n",
       "..                 ...                ...                ...   \n",
       "759                  0                  0                  0   \n",
       "760                  0                  0                  0   \n",
       "761                  0                  0                  1   \n",
       "762                  0                  0                  1   \n",
       "763                  0                  0                  1   \n",
       "\n",
       "     HouseStyle_SFoyer  HouseStyle_SLvl  RoofStyle_Flat  RoofStyle_Gable  \\\n",
       "1                    0                0               0                1   \n",
       "2                    0                0               0                1   \n",
       "3                    0                0               0                0   \n",
       "4                    0                0               0                1   \n",
       "5                    0                0               0                1   \n",
       "..                 ...              ...             ...              ...   \n",
       "759                  0                0               0                1   \n",
       "760                  0                0               0                0   \n",
       "761                  0                0               0                1   \n",
       "762                  0                0               0                1   \n",
       "763                  0                0               0                1   \n",
       "\n",
       "     RoofStyle_Gambrel  RoofStyle_Hip  RoofStyle_Mansard  RoofStyle_Shed  \\\n",
       "1                    0              0                  0               0   \n",
       "2                    0              0                  0               0   \n",
       "3                    0              1                  0               0   \n",
       "4                    0              0                  0               0   \n",
       "5                    0              0                  0               0   \n",
       "..                 ...            ...                ...             ...   \n",
       "759                  0              0                  0               0   \n",
       "760                  0              1                  0               0   \n",
       "761                  0              0                  0               0   \n",
       "762                  0              0                  0               0   \n",
       "763                  0              0                  0               0   \n",
       "\n",
       "     RoofMatl_CompShg  RoofMatl_Membran  RoofMatl_Metal  RoofMatl_Roll  \\\n",
       "1                   1                 0               0              0   \n",
       "2                   1                 0               0              0   \n",
       "3                   1                 0               0              0   \n",
       "4                   1                 0               0              0   \n",
       "5                   1                 0               0              0   \n",
       "..                ...               ...             ...            ...   \n",
       "759                 1                 0               0              0   \n",
       "760                 1                 0               0              0   \n",
       "761                 1                 0               0              0   \n",
       "762                 1                 0               0              0   \n",
       "763                 1                 0               0              0   \n",
       "\n",
       "     RoofMatl_Tar&Grv  RoofMatl_WdShake  RoofMatl_WdShngl  \\\n",
       "1                   0                 0                 0   \n",
       "2                   0                 0                 0   \n",
       "3                   0                 0                 0   \n",
       "4                   0                 0                 0   \n",
       "5                   0                 0                 0   \n",
       "..                ...               ...               ...   \n",
       "759                 0                 0                 0   \n",
       "760                 0                 0                 0   \n",
       "761                 0                 0                 0   \n",
       "762                 0                 0                 0   \n",
       "763                 0                 0                 0   \n",
       "\n",
       "     Exterior1st_AsbShng  Exterior1st_AsphShn  Exterior1st_BrkComm  \\\n",
       "1                      0                    0                    0   \n",
       "2                      0                    0                    0   \n",
       "3                      0                    0                    0   \n",
       "4                      0                    0                    0   \n",
       "5                      0                    0                    0   \n",
       "..                   ...                  ...                  ...   \n",
       "759                    0                    0                    0   \n",
       "760                    0                    0                    0   \n",
       "761                    0                    0                    0   \n",
       "762                    0                    0                    0   \n",
       "763                    0                    0                    0   \n",
       "\n",
       "     Exterior1st_BrkFace  Exterior1st_CBlock  Exterior1st_CemntBd  \\\n",
       "1                      0                   0                    0   \n",
       "2                      0                   0                    0   \n",
       "3                      0                   0                    0   \n",
       "4                      0                   0                    0   \n",
       "5                      0                   0                    0   \n",
       "..                   ...                 ...                  ...   \n",
       "759                    0                   0                    0   \n",
       "760                    1                   0                    0   \n",
       "761                    0                   0                    0   \n",
       "762                    0                   0                    0   \n",
       "763                    0                   0                    0   \n",
       "\n",
       "     Exterior1st_HdBoard  Exterior1st_ImStucc  Exterior1st_MetalSd  \\\n",
       "1                      0                    0                    0   \n",
       "2                      1                    0                    0   \n",
       "3                      0                    0                    1   \n",
       "4                      0                    0                    1   \n",
       "5                      0                    0                    0   \n",
       "..                   ...                  ...                  ...   \n",
       "759                    0                    0                    0   \n",
       "760                    0                    0                    0   \n",
       "761                    0                    0                    1   \n",
       "762                    0                    0                    0   \n",
       "763                    0                    0                    0   \n",
       "\n",
       "     Exterior1st_Plywood  Exterior1st_PreCast  Exterior1st_Stucco  \\\n",
       "1                      0                    0                   0   \n",
       "2                      0                    0                   0   \n",
       "3                      0                    0                   0   \n",
       "4                      0                    0                   0   \n",
       "5                      0                    0                   0   \n",
       "..                   ...                  ...                 ...   \n",
       "759                    0                    0                   0   \n",
       "760                    0                    0                   0   \n",
       "761                    0                    0                   0   \n",
       "762                    0                    0                   0   \n",
       "763                    0                    0                   0   \n",
       "\n",
       "     Exterior1st_VinylSd  Exterior1st_Wd Sdng  Exterior1st_WdShing  \\\n",
       "1                      0                    1                    0   \n",
       "2                      0                    0                    0   \n",
       "3                      0                    0                    0   \n",
       "4                      0                    0                    0   \n",
       "5                      1                    0                    0   \n",
       "..                   ...                  ...                  ...   \n",
       "759                    0                    1                    0   \n",
       "760                    0                    0                    0   \n",
       "761                    0                    0                    0   \n",
       "762                    1                    0                    0   \n",
       "763                    1                    0                    0   \n",
       "\n",
       "     Exterior2nd_AsbShng  Exterior2nd_AsphShn  Exterior2nd_Brk Cmn  \\\n",
       "1                      0                    0                    0   \n",
       "2                      0                    0                    0   \n",
       "3                      0                    0                    0   \n",
       "4                      0                    0                    0   \n",
       "5                      0                    0                    0   \n",
       "..                   ...                  ...                  ...   \n",
       "759                    0                    0                    0   \n",
       "760                    0                    0                    0   \n",
       "761                    0                    0                    0   \n",
       "762                    0                    0                    0   \n",
       "763                    0                    0                    0   \n",
       "\n",
       "     Exterior2nd_BrkFace  Exterior2nd_CBlock  Exterior2nd_CmentBd  \\\n",
       "1                      0                   0                    0   \n",
       "2                      0                   0                    0   \n",
       "3                      0                   0                    0   \n",
       "4                      0                   0                    0   \n",
       "5                      0                   0                    0   \n",
       "..                   ...                 ...                  ...   \n",
       "759                    0                   0                    0   \n",
       "760                    0                   0                    0   \n",
       "761                    0                   0                    0   \n",
       "762                    0                   0                    0   \n",
       "763                    0                   0                    0   \n",
       "\n",
       "     Exterior2nd_HdBoard  Exterior2nd_ImStucc  Exterior2nd_MetalSd  \\\n",
       "1                      0                    0                    0   \n",
       "2                      1                    0                    0   \n",
       "3                      0                    0                    1   \n",
       "4                      0                    0                    1   \n",
       "5                      0                    0                    0   \n",
       "..                   ...                  ...                  ...   \n",
       "759                    0                    0                    0   \n",
       "760                    0                    0                    0   \n",
       "761                    0                    0                    1   \n",
       "762                    0                    0                    0   \n",
       "763                    0                    0                    0   \n",
       "\n",
       "     Exterior2nd_Plywood  Exterior2nd_PreCast  Exterior2nd_Stone  \\\n",
       "1                      0                    0                  0   \n",
       "2                      0                    0                  0   \n",
       "3                      0                    0                  0   \n",
       "4                      0                    0                  0   \n",
       "5                      0                    0                  0   \n",
       "..                   ...                  ...                ...   \n",
       "759                    0                    0                  0   \n",
       "760                    0                    0                  0   \n",
       "761                    0                    0                  0   \n",
       "762                    0                    0                  0   \n",
       "763                    0                    0                  0   \n",
       "\n",
       "     Exterior2nd_Stucco  Exterior2nd_VinylSd  Exterior2nd_Wd Sdng  \\\n",
       "1                     0                    0                    1   \n",
       "2                     0                    0                    0   \n",
       "3                     0                    0                    0   \n",
       "4                     0                    0                    0   \n",
       "5                     0                    1                    0   \n",
       "..                  ...                  ...                  ...   \n",
       "759                   0                    0                    1   \n",
       "760                   0                    0                    1   \n",
       "761                   0                    0                    0   \n",
       "762                   0                    1                    0   \n",
       "763                   0                    1                    0   \n",
       "\n",
       "     Exterior2nd_Wd Shng  MasVnrType_BrkCmn  MasVnrType_BrkFace  \\\n",
       "1                      0                  0                   0   \n",
       "2                      0                  0                   1   \n",
       "3                      0                  0                   0   \n",
       "4                      0                  0                   0   \n",
       "5                      0                  0                   0   \n",
       "..                   ...                ...                 ...   \n",
       "759                    0                  0                   0   \n",
       "760                    0                  0                   0   \n",
       "761                    0                  0                   0   \n",
       "762                    0                  0                   1   \n",
       "763                    0                  0                   1   \n",
       "\n",
       "     MasVnrType_None  MasVnrType_Stone  Foundation_BrkTil  Foundation_CBlock  \\\n",
       "1                  1                 0                  0                  1   \n",
       "2                  0                 0                  0                  1   \n",
       "3                  1                 0                  1                  0   \n",
       "4                  1                 0                  1                  0   \n",
       "5                  1                 0                  0                  0   \n",
       "..               ...               ...                ...                ...   \n",
       "759                1                 0                  1                  0   \n",
       "760                1                 0                  0                  0   \n",
       "761                1                 0                  0                  1   \n",
       "762                0                 0                  0                  0   \n",
       "763                0                 0                  0                  0   \n",
       "\n",
       "     Foundation_PConc  Foundation_Slab  Foundation_Stone  Foundation_Wood  \\\n",
       "1                   0                0                 0                0   \n",
       "2                   0                0                 0                0   \n",
       "3                   0                0                 0                0   \n",
       "4                   0                0                 0                0   \n",
       "5                   1                0                 0                0   \n",
       "..                ...              ...               ...              ...   \n",
       "759                 0                0                 0                0   \n",
       "760                 0                1                 0                0   \n",
       "761                 0                0                 0                0   \n",
       "762                 1                0                 0                0   \n",
       "763                 1                0                 0                0   \n",
       "\n",
       "     BsmtExposure_Av  BsmtExposure_Gd  BsmtExposure_Mn  BsmtExposure_No  \\\n",
       "1                  0                0                0                1   \n",
       "2                  0                0                1                0   \n",
       "3                  0                0                0                1   \n",
       "4                  0                0                0                1   \n",
       "5                  0                0                0                1   \n",
       "..               ...              ...              ...              ...   \n",
       "759                0                0                0                1   \n",
       "760                0                0                0                0   \n",
       "761                0                0                0                1   \n",
       "762                0                0                0                1   \n",
       "763                0                0                0                1   \n",
       "\n",
       "     BsmtExposure_None  BsmtFinType1_ALQ  BsmtFinType1_BLQ  BsmtFinType1_GLQ  \\\n",
       "1                    0                 0                 0                 0   \n",
       "2                    0                 0                 0                 1   \n",
       "3                    0                 1                 0                 0   \n",
       "4                    0                 0                 0                 0   \n",
       "5                    0                 0                 0                 1   \n",
       "..                 ...               ...               ...               ...   \n",
       "759                  0                 0                 0                 0   \n",
       "760                  1                 0                 0                 0   \n",
       "761                  0                 0                 1                 0   \n",
       "762                  0                 0                 0                 1   \n",
       "763                  0                 0                 0                 1   \n",
       "\n",
       "     BsmtFinType1_LwQ  BsmtFinType1_None  BsmtFinType1_Rec  BsmtFinType1_Unf  \\\n",
       "1                   0                  0                 1                 0   \n",
       "2                   0                  0                 0                 0   \n",
       "3                   0                  0                 0                 0   \n",
       "4                   0                  0                 0                 1   \n",
       "5                   0                  0                 0                 0   \n",
       "..                ...                ...               ...               ...   \n",
       "759                 0                  0                 0                 1   \n",
       "760                 0                  1                 0                 0   \n",
       "761                 0                  0                 0                 0   \n",
       "762                 0                  0                 0                 0   \n",
       "763                 0                  0                 0                 0   \n",
       "\n",
       "     BsmtFinType2_ALQ  BsmtFinType2_BLQ  BsmtFinType2_GLQ  BsmtFinType2_LwQ  \\\n",
       "1                   0                 0                 0                 0   \n",
       "2                   1                 0                 0                 0   \n",
       "3                   0                 0                 0                 0   \n",
       "4                   0                 0                 0                 0   \n",
       "5                   0                 0                 0                 0   \n",
       "..                ...               ...               ...               ...   \n",
       "759                 0                 0                 0                 0   \n",
       "760                 0                 0                 0                 0   \n",
       "761                 0                 0                 0                 0   \n",
       "762                 0                 0                 0                 0   \n",
       "763                 0                 0                 0                 0   \n",
       "\n",
       "     BsmtFinType2_None  BsmtFinType2_Rec  BsmtFinType2_Unf  Heating_Floor  \\\n",
       "1                    0                 0                 1              0   \n",
       "2                    0                 0                 0              0   \n",
       "3                    0                 0                 1              0   \n",
       "4                    0                 0                 1              0   \n",
       "5                    0                 0                 1              0   \n",
       "..                 ...               ...               ...            ...   \n",
       "759                  0                 0                 1              0   \n",
       "760                  1                 0                 0              0   \n",
       "761                  0                 0                 1              0   \n",
       "762                  0                 0                 1              0   \n",
       "763                  0                 0                 1              0   \n",
       "\n",
       "     Heating_GasA  Heating_GasW  Heating_Grav  Heating_OthW  Heating_Wall  \\\n",
       "1               1             0             0             0             0   \n",
       "2               1             0             0             0             0   \n",
       "3               1             0             0             0             0   \n",
       "4               1             0             0             0             0   \n",
       "5               1             0             0             0             0   \n",
       "..            ...           ...           ...           ...           ...   \n",
       "759             0             0             1             0             0   \n",
       "760             1             0             0             0             0   \n",
       "761             1             0             0             0             0   \n",
       "762             1             0             0             0             0   \n",
       "763             1             0             0             0             0   \n",
       "\n",
       "     Electrical_FuseA  Electrical_FuseF  Electrical_FuseP  Electrical_None  \\\n",
       "1                   0                 0                 0                0   \n",
       "2                   0                 0                 0                0   \n",
       "3                   0                 0                 0                0   \n",
       "4                   0                 0                 0                0   \n",
       "5                   0                 0                 0                0   \n",
       "..                ...               ...               ...              ...   \n",
       "759                 0                 1                 0                0   \n",
       "760                 1                 0                 0                0   \n",
       "761                 1                 0                 0                0   \n",
       "762                 0                 0                 0                0   \n",
       "763                 0                 0                 0                0   \n",
       "\n",
       "     Electrical_SBrkr  Functional_Maj1  Functional_Maj2  Functional_Min1  \\\n",
       "1                   1                0                0                0   \n",
       "2                   1                0                0                0   \n",
       "3                   1                0                0                0   \n",
       "4                   1                0                0                0   \n",
       "5                   1                0                0                0   \n",
       "..                ...              ...              ...              ...   \n",
       "759                 0                0                0                0   \n",
       "760                 0                0                0                0   \n",
       "761                 0                0                0                0   \n",
       "762                 1                0                0                0   \n",
       "763                 1                0                0                0   \n",
       "\n",
       "     Functional_Min2  Functional_Mod  Functional_Sal  Functional_Typ  \\\n",
       "1                  0               0               0               1   \n",
       "2                  0               0               0               1   \n",
       "3                  0               0               0               1   \n",
       "4                  0               0               0               1   \n",
       "5                  0               0               0               1   \n",
       "..               ...             ...             ...             ...   \n",
       "759                0               0               0               1   \n",
       "760                1               0               0               0   \n",
       "761                0               0               0               1   \n",
       "762                0               0               0               1   \n",
       "763                0               0               0               1   \n",
       "\n",
       "     GarageType_2Types  GarageType_Attchd  GarageType_Basment  \\\n",
       "1                    0                  0                   0   \n",
       "2                    0                  1                   0   \n",
       "3                    0                  0                   0   \n",
       "4                    0                  0                   0   \n",
       "5                    0                  1                   0   \n",
       "..                 ...                ...                 ...   \n",
       "759                  0                  0                   0   \n",
       "760                  0                  1                   0   \n",
       "761                  1                  0                   0   \n",
       "762                  0                  1                   0   \n",
       "763                  0                  1                   0   \n",
       "\n",
       "     GarageType_BuiltIn  GarageType_CarPort  GarageType_Detchd  \\\n",
       "1                     0                   0                  1   \n",
       "2                     0                   0                  0   \n",
       "3                     0                   0                  1   \n",
       "4                     0                   0                  1   \n",
       "5                     0                   0                  0   \n",
       "..                  ...                 ...                ...   \n",
       "759                   0                   0                  1   \n",
       "760                   0                   0                  0   \n",
       "761                   0                   0                  0   \n",
       "762                   0                   0                  0   \n",
       "763                   0                   0                  0   \n",
       "\n",
       "     GarageType_None  PavedDrive_N  PavedDrive_P  PavedDrive_Y  Fence_GdPrv  \\\n",
       "1                  0             0             0             1            0   \n",
       "2                  0             0             0             1            0   \n",
       "3                  0             1             0             0            0   \n",
       "4                  0             1             0             0            0   \n",
       "5                  0             0             0             1            0   \n",
       "..               ...           ...           ...           ...          ...   \n",
       "759                0             0             1             0            0   \n",
       "760                0             0             0             1            0   \n",
       "761                0             0             0             1            0   \n",
       "762                0             0             0             1            0   \n",
       "763                0             0             0             1            0   \n",
       "\n",
       "     Fence_GdWo  Fence_MnPrv  Fence_MnWw  Fence_None  MiscFeature_Gar2  \\\n",
       "1             0            0           0           1                 0   \n",
       "2             0            0           0           1                 0   \n",
       "3             0            0           0           1                 0   \n",
       "4             0            0           0           1                 0   \n",
       "5             0            0           0           1                 0   \n",
       "..          ...          ...         ...         ...               ...   \n",
       "759           0            0           0           1                 0   \n",
       "760           0            0           0           1                 0   \n",
       "761           0            0           0           1                 0   \n",
       "762           0            0           0           1                 0   \n",
       "763           0            0           0           1                 0   \n",
       "\n",
       "     MiscFeature_None  MiscFeature_Othr  MiscFeature_Shed  MiscFeature_TenC  \\\n",
       "1                   1                 0                 0                 0   \n",
       "2                   1                 0                 0                 0   \n",
       "3                   1                 0                 0                 0   \n",
       "4                   1                 0                 0                 0   \n",
       "5                   1                 0                 0                 0   \n",
       "..                ...               ...               ...               ...   \n",
       "759                 1                 0                 0                 0   \n",
       "760                 1                 0                 0                 0   \n",
       "761                 1                 0                 0                 0   \n",
       "762                 1                 0                 0                 0   \n",
       "763                 1                 0                 0                 0   \n",
       "\n",
       "     MoSold_1  MoSold_10  MoSold_11  MoSold_12  MoSold_2  MoSold_3  MoSold_4  \\\n",
       "1           0          0          0          0         0         1         0   \n",
       "2           0          0          0          0         1         0         0   \n",
       "3           0          0          1          0         0         0         0   \n",
       "4           0          0          0          0         0         0         0   \n",
       "5           0          0          1          0         0         0         0   \n",
       "..        ...        ...        ...        ...       ...       ...       ...   \n",
       "759         0          0          0          0         0         0         0   \n",
       "760         0          0          0          0         0         0         0   \n",
       "761         0          0          0          0         0         0         0   \n",
       "762         0          0          0          0         0         0         0   \n",
       "763         0          0          0          0         0         0         0   \n",
       "\n",
       "     MoSold_5  MoSold_6  MoSold_7  MoSold_8  MoSold_9  YrSold_2006  \\\n",
       "1           0         0         0         0         0            0   \n",
       "2           0         0         0         0         0            0   \n",
       "3           0         0         0         0         0            0   \n",
       "4           1         0         0         0         0            0   \n",
       "5           0         0         0         0         0            0   \n",
       "..        ...       ...       ...       ...       ...          ...   \n",
       "759         1         0         0         0         0            0   \n",
       "760         0         1         0         0         0            0   \n",
       "761         0         0         0         1         0            0   \n",
       "762         0         0         1         0         0            0   \n",
       "763         0         0         0         0         1            1   \n",
       "\n",
       "     YrSold_2007  YrSold_2008  YrSold_2009  YrSold_2010  SaleType_COD  \\\n",
       "1              0            0            0            1             0   \n",
       "2              0            0            1            0             0   \n",
       "3              1            0            0            0             0   \n",
       "4              0            0            1            0             0   \n",
       "5              0            0            1            0             0   \n",
       "..           ...          ...          ...          ...           ...   \n",
       "759            0            0            1            0             0   \n",
       "760            0            0            1            0             0   \n",
       "761            1            0            0            0             0   \n",
       "762            1            0            0            0             0   \n",
       "763            0            0            0            0             0   \n",
       "\n",
       "     SaleType_CWD  SaleType_Con  SaleType_ConLD  SaleType_ConLI  \\\n",
       "1               0             0               0               0   \n",
       "2               0             0               0               0   \n",
       "3               0             0               0               0   \n",
       "4               0             0               0               0   \n",
       "5               0             0               0               0   \n",
       "..            ...           ...             ...             ...   \n",
       "759             0             0               0               0   \n",
       "760             0             0               0               0   \n",
       "761             0             0               0               0   \n",
       "762             0             0               0               0   \n",
       "763             0             0               0               0   \n",
       "\n",
       "     SaleType_ConLw  SaleType_New  SaleType_Oth  SaleType_VWD  SaleType_WD   \\\n",
       "1                 0             0             0             0             1   \n",
       "2                 0             0             0             0             1   \n",
       "3                 0             0             0             0             1   \n",
       "4                 0             0             0             0             1   \n",
       "5                 0             0             0             0             1   \n",
       "..              ...           ...           ...           ...           ...   \n",
       "759               0             0             0             0             1   \n",
       "760               0             0             0             0             1   \n",
       "761               0             0             0             0             1   \n",
       "762               0             0             0             0             1   \n",
       "763               0             0             0             0             1   \n",
       "\n",
       "     SaleCondition_Abnorml  SaleCondition_AdjLand  SaleCondition_Alloca  \\\n",
       "1                        0                      0                     0   \n",
       "2                        0                      0                     0   \n",
       "3                        0                      0                     0   \n",
       "4                        0                      0                     0   \n",
       "5                        0                      0                     0   \n",
       "..                     ...                    ...                   ...   \n",
       "759                      0                      0                     0   \n",
       "760                      0                      0                     0   \n",
       "761                      0                      0                     0   \n",
       "762                      0                      0                     0   \n",
       "763                      0                      0                     0   \n",
       "\n",
       "     SaleCondition_Family  SaleCondition_Normal  SaleCondition_Partial  \n",
       "1                       0                     1                      0  \n",
       "2                       0                     1                      0  \n",
       "3                       0                     1                      0  \n",
       "4                       0                     1                      0  \n",
       "5                       0                     1                      0  \n",
       "..                    ...                   ...                    ...  \n",
       "759                     0                     1                      0  \n",
       "760                     0                     1                      0  \n",
       "761                     0                     1                      0  \n",
       "762                     0                     1                      0  \n",
       "763                     0                     1                      0  \n",
       "\n",
       "[2578 rows x 293 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaled_df = pd.concat([scaled_df_num,df_cat_dummy],axis=1)\n",
    "scaled_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58e95dae-f1e0-4660-ab95-6f4b977c996b",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Defining X and Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7ed65951-d12e-4718-b239-50c123017f41",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "x = scaled_df\n",
    "y = price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e88ed7da-e014-4fbb-9015-c0511e7c5b4e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "kf = KFold(n_splits=5, shuffle=True, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "783d34a9-56f9-4dad-9a6a-6f489238d39a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(x,y, test_size=0.2, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff3907f1-5c8f-45c7-83e5-fcb1c7377007",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Standard Lasso with $\\alpha$ = 1.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "294b166c-d2a0-4f89-bb8c-1d6f54be7289",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9136383008526572"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lasso = Lasso()\n",
    "lasso.fit(X_train, y_train)\n",
    "lasso.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "4da42a9e-fc44-4df5-bc68-3b9eeb1a3b4e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Avg Score:  0.911176214002537\n",
      "[0.9136383  0.90948072 0.92193689 0.91133202 0.89949314]\n",
      "variance: 5.224943623285341e-05\n"
     ]
    }
   ],
   "source": [
    "cross_val_score_list = cross_val_score(lasso, x, y, cv=kf)\n",
    "\n",
    "print('Avg Score: ',np.mean(cross_val_score_list))\n",
    "print(cross_val_score_list)\n",
    "print('variance:',np.var(cross_val_score_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "39702299-5aff-4976-b2cd-156d6d5fd2d9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "test.score: 0.9136383008526572\n",
      "r2 manual: 0.9136383008526572\n",
      "Fold 1 score: 0.9136383008526572\n",
      "test.score: 0.9094807211858146\n",
      "r2 manual: 0.9094807211858146\n",
      "Fold 2 score: 0.9094807211858146\n",
      "test.score: 0.9219368898607594\n",
      "r2 manual: 0.9219368898607594\n",
      "Fold 3 score: 0.9219368898607594\n",
      "test.score: 0.9113320170837838\n",
      "r2 manual: 0.9113320170837838\n",
      "Fold 4 score: 0.9113320170837838\n",
      "test.score: 0.8994931410296707\n",
      "r2 manual: 0.8994931410296707\n",
      "Fold 5 score: 0.8994931410296707\n",
      "CPU times: user 20.4 s, sys: 3.15 s, total: 23.6 s\n",
      "Wall time: 3.7 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "lasso = Lasso()\n",
    "# Initialize lists to store results\n",
    "scores_list = []\n",
    "coefficients_list = []\n",
    "lasso.set_params(alpha=1)\n",
    "fold_num=1\n",
    "# Perform Grid Search in each fold\n",
    "for train_index, test_index in kf.split(x):\n",
    "    \n",
    "    X_train, X_test = x.iloc[train_index], x.iloc[test_index]\n",
    "    y_train, y_test = y.iloc[train_index], y.iloc[test_index]\n",
    "\n",
    "    lasso.fit(X_train, y_train)\n",
    "    score = lasso.score(X_test, y_test)\n",
    "    print('test.score:',score)\n",
    "    y_pred = lasso.predict(X_test)\n",
    "    r2 = r2_score(y_test, y_pred)\n",
    "    print('r2 manual:',r2)\n",
    "    print(f'Fold {fold_num} score:', score)\n",
    "\n",
    "    # Store best parameters and score\n",
    "    scores_list.append({\n",
    "        'score':r2,\n",
    "    })\n",
    "    # Store coefficients of the best model\n",
    "    coefficients_list.append({\n",
    "        'coef': lasso.coef_,\n",
    "    })\n",
    "    fold_num += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1cf59eb8-efea-4289-a47c-d425a891591c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.911176214002537\n"
     ]
    }
   ],
   "source": [
    "total_score = 0\n",
    "for i, el in enumerate(scores_list):\n",
    "    total_score += el['score']\n",
    "    avg_score = total_score / (i+1)\n",
    "print(avg_score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "86831ca0-5e73-40e2-bd2e-2743b796afb3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "0.911176214002537 - 0.911176214002537"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0761164-41d5-460a-a7f0-bf633109b83c",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Grid Search CV for $\\alpha$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e94edfd1-6608-43c7-82d1-c53a8018b08a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best Estimator:  Lasso(alpha=18.09140703517588)\n",
      "Best Params:  {'alpha': 18.09140703517588}\n",
      "Best Score:  0.915542051976342\n",
      "Best Params List: [{'params': {'alpha': 18.09140703517588}}]\n",
      "Best Scores List: [{'score': 0.915542051976342}]\n",
      "CPU times: user 7min 18s, sys: 4min 25s, total: 11min 43s\n",
      "Wall time: 1min 37s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "lasso = Lasso()\n",
    "# Initialize lists to store results\n",
    "best_params_list = []\n",
    "best_scores_list = []\n",
    "coefficients_list = []\n",
    "param_grid = {\n",
    "    'alpha': np.linspace(0.001,400, 200)\n",
    "}\n",
    "# Perform Grid Search in each fold\n",
    "\n",
    "# Configure GridSearchCV\n",
    "grid_search = GridSearchCV(Lasso(), param_grid, cv=kf, scoring='r2', return_train_score=True)\n",
    "\n",
    "grid_search.fit(x, y)\n",
    "print('Best Estimator: ',grid_search.best_estimator_)\n",
    "print('Best Params: ',grid_search.best_params_)\n",
    "print('Best Score: ', grid_search.best_score_)\n",
    "\n",
    "\n",
    "# Store best parameters and score\n",
    "best_params_list.append({\n",
    "    'params':grid_search.best_params_,\n",
    "    # 'fold': fold_num,\n",
    "    })\n",
    "best_score = grid_search.best_score_\n",
    "best_scores_list.append({\n",
    "    'score':best_score,\n",
    "    # 'fold':fold_num\n",
    "    })\n",
    "# Store coefficients of the best model\n",
    "best_model = grid_search.best_estimator_\n",
    "coefficients_list.append({\n",
    "    'coef': best_model.coef_,\n",
    "    # 'fold':fold_num\n",
    "    })\n",
    "print('Best Params List:', best_params_list)\n",
    "print('Best Scores List:',best_scores_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "bfa0ddc9-44b6-4cc4-84cb-6c7d369b7fc9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean_fit_time</th>\n",
       "      <th>std_fit_time</th>\n",
       "      <th>mean_score_time</th>\n",
       "      <th>std_score_time</th>\n",
       "      <th>param_alpha</th>\n",
       "      <th>params</th>\n",
       "      <th>split0_test_score</th>\n",
       "      <th>split1_test_score</th>\n",
       "      <th>split2_test_score</th>\n",
       "      <th>split3_test_score</th>\n",
       "      <th>split4_test_score</th>\n",
       "      <th>mean_test_score</th>\n",
       "      <th>std_test_score</th>\n",
       "      <th>rank_test_score</th>\n",
       "      <th>split0_train_score</th>\n",
       "      <th>split1_train_score</th>\n",
       "      <th>split2_train_score</th>\n",
       "      <th>split3_train_score</th>\n",
       "      <th>split4_train_score</th>\n",
       "      <th>mean_train_score</th>\n",
       "      <th>std_train_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.316764</td>\n",
       "      <td>0.066726</td>\n",
       "      <td>0.001932</td>\n",
       "      <td>0.001041</td>\n",
       "      <td>18.091407</td>\n",
       "      <td>{'alpha': 18.09140703517588}</td>\n",
       "      <td>0.915465</td>\n",
       "      <td>0.914625</td>\n",
       "      <td>0.926296</td>\n",
       "      <td>0.914839</td>\n",
       "      <td>0.906486</td>\n",
       "      <td>0.915542</td>\n",
       "      <td>0.006309</td>\n",
       "      <td>1</td>\n",
       "      <td>0.936766</td>\n",
       "      <td>0.937177</td>\n",
       "      <td>0.935918</td>\n",
       "      <td>0.938062</td>\n",
       "      <td>0.939920</td>\n",
       "      <td>0.937569</td>\n",
       "      <td>0.001363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.357375</td>\n",
       "      <td>0.074949</td>\n",
       "      <td>0.001409</td>\n",
       "      <td>0.000273</td>\n",
       "      <td>16.081362</td>\n",
       "      <td>{'alpha': 16.081361809045227}</td>\n",
       "      <td>0.915981</td>\n",
       "      <td>0.914712</td>\n",
       "      <td>0.926181</td>\n",
       "      <td>0.914746</td>\n",
       "      <td>0.906060</td>\n",
       "      <td>0.915536</td>\n",
       "      <td>0.006397</td>\n",
       "      <td>2</td>\n",
       "      <td>0.937093</td>\n",
       "      <td>0.937472</td>\n",
       "      <td>0.936187</td>\n",
       "      <td>0.938312</td>\n",
       "      <td>0.940193</td>\n",
       "      <td>0.937851</td>\n",
       "      <td>0.001355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.219259</td>\n",
       "      <td>0.051798</td>\n",
       "      <td>0.002175</td>\n",
       "      <td>0.001150</td>\n",
       "      <td>26.131588</td>\n",
       "      <td>{'alpha': 26.13158793969849}</td>\n",
       "      <td>0.913709</td>\n",
       "      <td>0.914235</td>\n",
       "      <td>0.926558</td>\n",
       "      <td>0.915287</td>\n",
       "      <td>0.907765</td>\n",
       "      <td>0.915511</td>\n",
       "      <td>0.006115</td>\n",
       "      <td>3</td>\n",
       "      <td>0.935415</td>\n",
       "      <td>0.936082</td>\n",
       "      <td>0.934810</td>\n",
       "      <td>0.937018</td>\n",
       "      <td>0.938825</td>\n",
       "      <td>0.936430</td>\n",
       "      <td>0.001404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.288941</td>\n",
       "      <td>0.064642</td>\n",
       "      <td>0.003860</td>\n",
       "      <td>0.003044</td>\n",
       "      <td>20.101452</td>\n",
       "      <td>{'alpha': 20.101452261306534}</td>\n",
       "      <td>0.914835</td>\n",
       "      <td>0.914518</td>\n",
       "      <td>0.926415</td>\n",
       "      <td>0.914934</td>\n",
       "      <td>0.906819</td>\n",
       "      <td>0.915504</td>\n",
       "      <td>0.006265</td>\n",
       "      <td>4</td>\n",
       "      <td>0.936421</td>\n",
       "      <td>0.936885</td>\n",
       "      <td>0.935647</td>\n",
       "      <td>0.937793</td>\n",
       "      <td>0.939647</td>\n",
       "      <td>0.937279</td>\n",
       "      <td>0.001373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.247641</td>\n",
       "      <td>0.045751</td>\n",
       "      <td>0.001957</td>\n",
       "      <td>0.000959</td>\n",
       "      <td>24.121543</td>\n",
       "      <td>{'alpha': 24.121542713567838}</td>\n",
       "      <td>0.913978</td>\n",
       "      <td>0.914320</td>\n",
       "      <td>0.926529</td>\n",
       "      <td>0.915201</td>\n",
       "      <td>0.907480</td>\n",
       "      <td>0.915502</td>\n",
       "      <td>0.006160</td>\n",
       "      <td>5</td>\n",
       "      <td>0.935725</td>\n",
       "      <td>0.936330</td>\n",
       "      <td>0.935071</td>\n",
       "      <td>0.937269</td>\n",
       "      <td>0.939107</td>\n",
       "      <td>0.936700</td>\n",
       "      <td>0.001404</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    mean_fit_time  std_fit_time  mean_score_time  std_score_time param_alpha  \\\n",
       "9        0.316764      0.066726         0.001932        0.001041   18.091407   \n",
       "8        0.357375      0.074949         0.001409        0.000273   16.081362   \n",
       "13       0.219259      0.051798         0.002175        0.001150   26.131588   \n",
       "10       0.288941      0.064642         0.003860        0.003044   20.101452   \n",
       "12       0.247641      0.045751         0.001957        0.000959   24.121543   \n",
       "\n",
       "                           params  split0_test_score  split1_test_score  \\\n",
       "9    {'alpha': 18.09140703517588}           0.915465           0.914625   \n",
       "8   {'alpha': 16.081361809045227}           0.915981           0.914712   \n",
       "13   {'alpha': 26.13158793969849}           0.913709           0.914235   \n",
       "10  {'alpha': 20.101452261306534}           0.914835           0.914518   \n",
       "12  {'alpha': 24.121542713567838}           0.913978           0.914320   \n",
       "\n",
       "    split2_test_score  split3_test_score  split4_test_score  mean_test_score  \\\n",
       "9            0.926296           0.914839           0.906486         0.915542   \n",
       "8            0.926181           0.914746           0.906060         0.915536   \n",
       "13           0.926558           0.915287           0.907765         0.915511   \n",
       "10           0.926415           0.914934           0.906819         0.915504   \n",
       "12           0.926529           0.915201           0.907480         0.915502   \n",
       "\n",
       "    std_test_score  rank_test_score  split0_train_score  split1_train_score  \\\n",
       "9         0.006309                1            0.936766            0.937177   \n",
       "8         0.006397                2            0.937093            0.937472   \n",
       "13        0.006115                3            0.935415            0.936082   \n",
       "10        0.006265                4            0.936421            0.936885   \n",
       "12        0.006160                5            0.935725            0.936330   \n",
       "\n",
       "    split2_train_score  split3_train_score  split4_train_score  \\\n",
       "9             0.935918            0.938062            0.939920   \n",
       "8             0.936187            0.938312            0.940193   \n",
       "13            0.934810            0.937018            0.938825   \n",
       "10            0.935647            0.937793            0.939647   \n",
       "12            0.935071            0.937269            0.939107   \n",
       "\n",
       "    mean_train_score  std_train_score  \n",
       "9           0.937569         0.001363  \n",
       "8           0.937851         0.001355  \n",
       "13          0.936430         0.001404  \n",
       "10          0.937279         0.001373  \n",
       "12          0.936700         0.001404  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv_results_df = pd.DataFrame(grid_search.cv_results_)\n",
    "cv_results_df.sort_values('mean_test_score', ascending=False).head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "8e606044-d78b-44df-b447-7b1ba6297582",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best Estimator:  Lasso(alpha=17.060301507537687)\n",
      "Best Params:  {'alpha': 17.060301507537687}\n",
      "Best Score:  0.9155521869680454\n",
      "Best Params List: [{'params': {'alpha': 17.060301507537687}}]\n",
      "Best Scores List: [{'score': 0.9155521869680454}]\n",
      "CPU times: user 14min 55s, sys: 5min 59s, total: 20min 55s\n",
      "Wall time: 3min 5s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "lasso = Lasso()\n",
    "# Initialize lists to store results\n",
    "best_params_list = []\n",
    "best_scores_list = []\n",
    "coefficients_list = []\n",
    "param_grid = {\n",
    "    'alpha': np.linspace(5,105, 200)\n",
    "}\n",
    "# Perform Grid Search in each fold\n",
    "\n",
    "# Configure GridSearchCV\n",
    "grid_search = GridSearchCV(Lasso(), param_grid, cv=kf, scoring='r2', return_train_score=True)\n",
    "\n",
    "grid_search.fit(x, y)\n",
    "print('Best Estimator: ',grid_search.best_estimator_)\n",
    "print('Best Params: ',grid_search.best_params_)\n",
    "print('Best Score: ', grid_search.best_score_)\n",
    "\n",
    "\n",
    "# Store best parameters and score\n",
    "best_params_list.append({\n",
    "    'params':grid_search.best_params_,\n",
    "    # 'fold': fold_num,\n",
    "    })\n",
    "best_score = grid_search.best_score_\n",
    "best_scores_list.append({\n",
    "    'score':best_score,\n",
    "    # 'fold':fold_num\n",
    "    })\n",
    "# Store coefficients of the best model\n",
    "best_model = grid_search.best_estimator_\n",
    "coefficients_list.append({\n",
    "    'coef': best_model.coef_,\n",
    "    # 'fold':fold_num\n",
    "    })\n",
    "print('Best Params List:', best_params_list)\n",
    "print('Best Scores List:',best_scores_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "0910ec09-3f52-45b4-af73-04135d6edde9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean_fit_time</th>\n",
       "      <th>std_fit_time</th>\n",
       "      <th>mean_score_time</th>\n",
       "      <th>std_score_time</th>\n",
       "      <th>param_alpha</th>\n",
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       "      <th>split2_test_score</th>\n",
       "      <th>split3_test_score</th>\n",
       "      <th>split4_test_score</th>\n",
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       "      <th>split1_train_score</th>\n",
       "      <th>split2_train_score</th>\n",
       "      <th>split3_train_score</th>\n",
       "      <th>split4_train_score</th>\n",
       "      <th>mean_train_score</th>\n",
       "      <th>std_train_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.352030</td>\n",
       "      <td>0.068466</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>0.000914</td>\n",
       "      <td>17.060302</td>\n",
       "      <td>{'alpha': 17.060301507537687}</td>\n",
       "      <td>0.915753</td>\n",
       "      <td>0.914671</td>\n",
       "      <td>0.926244</td>\n",
       "      <td>0.914808</td>\n",
       "      <td>0.906285</td>\n",
       "      <td>0.915552</td>\n",
       "      <td>0.006349</td>\n",
       "      <td>1</td>\n",
       "      <td>0.936929</td>\n",
       "      <td>0.937332</td>\n",
       "      <td>0.936058</td>\n",
       "      <td>0.938186</td>\n",
       "      <td>0.940061</td>\n",
       "      <td>0.937713</td>\n",
       "      <td>0.001359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.384393</td>\n",
       "      <td>0.076305</td>\n",
       "      <td>0.001927</td>\n",
       "      <td>0.000591</td>\n",
       "      <td>16.557789</td>\n",
       "      <td>{'alpha': 16.55778894472362}</td>\n",
       "      <td>0.915883</td>\n",
       "      <td>0.914693</td>\n",
       "      <td>0.926212</td>\n",
       "      <td>0.914790</td>\n",
       "      <td>0.906173</td>\n",
       "      <td>0.915550</td>\n",
       "      <td>0.006372</td>\n",
       "      <td>2</td>\n",
       "      <td>0.937009</td>\n",
       "      <td>0.937406</td>\n",
       "      <td>0.936124</td>\n",
       "      <td>0.938248</td>\n",
       "      <td>0.940126</td>\n",
       "      <td>0.937783</td>\n",
       "      <td>0.001356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.355053</td>\n",
       "      <td>0.067206</td>\n",
       "      <td>0.003775</td>\n",
       "      <td>0.003654</td>\n",
       "      <td>17.562814</td>\n",
       "      <td>{'alpha': 17.562814070351756}</td>\n",
       "      <td>0.915616</td>\n",
       "      <td>0.914648</td>\n",
       "      <td>0.926271</td>\n",
       "      <td>0.914822</td>\n",
       "      <td>0.906393</td>\n",
       "      <td>0.915550</td>\n",
       "      <td>0.006327</td>\n",
       "      <td>3</td>\n",
       "      <td>0.936850</td>\n",
       "      <td>0.937255</td>\n",
       "      <td>0.935990</td>\n",
       "      <td>0.938124</td>\n",
       "      <td>0.939993</td>\n",
       "      <td>0.937643</td>\n",
       "      <td>0.001361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.364096</td>\n",
       "      <td>0.075244</td>\n",
       "      <td>0.003628</td>\n",
       "      <td>0.003144</td>\n",
       "      <td>18.065327</td>\n",
       "      <td>{'alpha': 18.065326633165828}</td>\n",
       "      <td>0.915473</td>\n",
       "      <td>0.914626</td>\n",
       "      <td>0.926294</td>\n",
       "      <td>0.914838</td>\n",
       "      <td>0.906481</td>\n",
       "      <td>0.915542</td>\n",
       "      <td>0.006310</td>\n",
       "      <td>4</td>\n",
       "      <td>0.936770</td>\n",
       "      <td>0.937181</td>\n",
       "      <td>0.935921</td>\n",
       "      <td>0.938065</td>\n",
       "      <td>0.939924</td>\n",
       "      <td>0.937572</td>\n",
       "      <td>0.001363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.367667</td>\n",
       "      <td>0.070125</td>\n",
       "      <td>0.001903</td>\n",
       "      <td>0.000936</td>\n",
       "      <td>16.055276</td>\n",
       "      <td>{'alpha': 16.055276381909547}</td>\n",
       "      <td>0.915987</td>\n",
       "      <td>0.914712</td>\n",
       "      <td>0.926180</td>\n",
       "      <td>0.914744</td>\n",
       "      <td>0.906053</td>\n",
       "      <td>0.915535</td>\n",
       "      <td>0.006399</td>\n",
       "      <td>5</td>\n",
       "      <td>0.937098</td>\n",
       "      <td>0.937476</td>\n",
       "      <td>0.936190</td>\n",
       "      <td>0.938315</td>\n",
       "      <td>0.940197</td>\n",
       "      <td>0.937855</td>\n",
       "      <td>0.001355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>0.075825</td>\n",
       "      <td>0.014752</td>\n",
       "      <td>0.001568</td>\n",
       "      <td>0.000554</td>\n",
       "      <td>102.98995</td>\n",
       "      <td>{'alpha': 102.98994974874371}</td>\n",
       "      <td>0.908982</td>\n",
       "      <td>0.911941</td>\n",
       "      <td>0.923740</td>\n",
       "      <td>0.914271</td>\n",
       "      <td>0.908193</td>\n",
       "      <td>0.913425</td>\n",
       "      <td>0.005593</td>\n",
       "      <td>196</td>\n",
       "      <td>0.928295</td>\n",
       "      <td>0.926167</td>\n",
       "      <td>0.925465</td>\n",
       "      <td>0.927856</td>\n",
       "      <td>0.927907</td>\n",
       "      <td>0.927138</td>\n",
       "      <td>0.001112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>0.073369</td>\n",
       "      <td>0.013895</td>\n",
       "      <td>0.002222</td>\n",
       "      <td>0.001256</td>\n",
       "      <td>103.492462</td>\n",
       "      <td>{'alpha': 103.49246231155777}</td>\n",
       "      <td>0.908970</td>\n",
       "      <td>0.911925</td>\n",
       "      <td>0.923735</td>\n",
       "      <td>0.914262</td>\n",
       "      <td>0.908164</td>\n",
       "      <td>0.913412</td>\n",
       "      <td>0.005599</td>\n",
       "      <td>197</td>\n",
       "      <td>0.928268</td>\n",
       "      <td>0.926121</td>\n",
       "      <td>0.925429</td>\n",
       "      <td>0.927807</td>\n",
       "      <td>0.927858</td>\n",
       "      <td>0.927097</td>\n",
       "      <td>0.001113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>0.080452</td>\n",
       "      <td>0.012288</td>\n",
       "      <td>0.005066</td>\n",
       "      <td>0.005620</td>\n",
       "      <td>103.994975</td>\n",
       "      <td>{'alpha': 103.99497487437185}</td>\n",
       "      <td>0.908959</td>\n",
       "      <td>0.911909</td>\n",
       "      <td>0.923731</td>\n",
       "      <td>0.914253</td>\n",
       "      <td>0.908136</td>\n",
       "      <td>0.913397</td>\n",
       "      <td>0.005605</td>\n",
       "      <td>198</td>\n",
       "      <td>0.928241</td>\n",
       "      <td>0.926075</td>\n",
       "      <td>0.925392</td>\n",
       "      <td>0.927757</td>\n",
       "      <td>0.927809</td>\n",
       "      <td>0.927055</td>\n",
       "      <td>0.001113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>0.073064</td>\n",
       "      <td>0.012988</td>\n",
       "      <td>0.001431</td>\n",
       "      <td>0.000348</td>\n",
       "      <td>104.497487</td>\n",
       "      <td>{'alpha': 104.49748743718592}</td>\n",
       "      <td>0.908947</td>\n",
       "      <td>0.911893</td>\n",
       "      <td>0.923726</td>\n",
       "      <td>0.914243</td>\n",
       "      <td>0.908109</td>\n",
       "      <td>0.913383</td>\n",
       "      <td>0.005611</td>\n",
       "      <td>199</td>\n",
       "      <td>0.928214</td>\n",
       "      <td>0.926028</td>\n",
       "      <td>0.925355</td>\n",
       "      <td>0.927709</td>\n",
       "      <td>0.927761</td>\n",
       "      <td>0.927014</td>\n",
       "      <td>0.001114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>0.075456</td>\n",
       "      <td>0.013885</td>\n",
       "      <td>0.002470</td>\n",
       "      <td>0.001148</td>\n",
       "      <td>105.0</td>\n",
       "      <td>{'alpha': 105.0}</td>\n",
       "      <td>0.908935</td>\n",
       "      <td>0.911877</td>\n",
       "      <td>0.923721</td>\n",
       "      <td>0.914233</td>\n",
       "      <td>0.908088</td>\n",
       "      <td>0.913371</td>\n",
       "      <td>0.005616</td>\n",
       "      <td>200</td>\n",
       "      <td>0.928187</td>\n",
       "      <td>0.925981</td>\n",
       "      <td>0.925318</td>\n",
       "      <td>0.927661</td>\n",
       "      <td>0.927722</td>\n",
       "      <td>0.926974</td>\n",
       "      <td>0.001116</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>200 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     mean_fit_time  std_fit_time  mean_score_time  std_score_time param_alpha  \\\n",
       "24        0.352030      0.068466         0.002000        0.000914   17.060302   \n",
       "23        0.384393      0.076305         0.001927        0.000591   16.557789   \n",
       "25        0.355053      0.067206         0.003775        0.003654   17.562814   \n",
       "26        0.364096      0.075244         0.003628        0.003144   18.065327   \n",
       "22        0.367667      0.070125         0.001903        0.000936   16.055276   \n",
       "..             ...           ...              ...             ...         ...   \n",
       "195       0.075825      0.014752         0.001568        0.000554   102.98995   \n",
       "196       0.073369      0.013895         0.002222        0.001256  103.492462   \n",
       "197       0.080452      0.012288         0.005066        0.005620  103.994975   \n",
       "198       0.073064      0.012988         0.001431        0.000348  104.497487   \n",
       "199       0.075456      0.013885         0.002470        0.001148       105.0   \n",
       "\n",
       "                            params  split0_test_score  split1_test_score  \\\n",
       "24   {'alpha': 17.060301507537687}           0.915753           0.914671   \n",
       "23    {'alpha': 16.55778894472362}           0.915883           0.914693   \n",
       "25   {'alpha': 17.562814070351756}           0.915616           0.914648   \n",
       "26   {'alpha': 18.065326633165828}           0.915473           0.914626   \n",
       "22   {'alpha': 16.055276381909547}           0.915987           0.914712   \n",
       "..                             ...                ...                ...   \n",
       "195  {'alpha': 102.98994974874371}           0.908982           0.911941   \n",
       "196  {'alpha': 103.49246231155777}           0.908970           0.911925   \n",
       "197  {'alpha': 103.99497487437185}           0.908959           0.911909   \n",
       "198  {'alpha': 104.49748743718592}           0.908947           0.911893   \n",
       "199               {'alpha': 105.0}           0.908935           0.911877   \n",
       "\n",
       "     split2_test_score  split3_test_score  split4_test_score  mean_test_score  \\\n",
       "24            0.926244           0.914808           0.906285         0.915552   \n",
       "23            0.926212           0.914790           0.906173         0.915550   \n",
       "25            0.926271           0.914822           0.906393         0.915550   \n",
       "26            0.926294           0.914838           0.906481         0.915542   \n",
       "22            0.926180           0.914744           0.906053         0.915535   \n",
       "..                 ...                ...                ...              ...   \n",
       "195           0.923740           0.914271           0.908193         0.913425   \n",
       "196           0.923735           0.914262           0.908164         0.913412   \n",
       "197           0.923731           0.914253           0.908136         0.913397   \n",
       "198           0.923726           0.914243           0.908109         0.913383   \n",
       "199           0.923721           0.914233           0.908088         0.913371   \n",
       "\n",
       "     std_test_score  rank_test_score  split0_train_score  split1_train_score  \\\n",
       "24         0.006349                1            0.936929            0.937332   \n",
       "23         0.006372                2            0.937009            0.937406   \n",
       "25         0.006327                3            0.936850            0.937255   \n",
       "26         0.006310                4            0.936770            0.937181   \n",
       "22         0.006399                5            0.937098            0.937476   \n",
       "..              ...              ...                 ...                 ...   \n",
       "195        0.005593              196            0.928295            0.926167   \n",
       "196        0.005599              197            0.928268            0.926121   \n",
       "197        0.005605              198            0.928241            0.926075   \n",
       "198        0.005611              199            0.928214            0.926028   \n",
       "199        0.005616              200            0.928187            0.925981   \n",
       "\n",
       "     split2_train_score  split3_train_score  split4_train_score  \\\n",
       "24             0.936058            0.938186            0.940061   \n",
       "23             0.936124            0.938248            0.940126   \n",
       "25             0.935990            0.938124            0.939993   \n",
       "26             0.935921            0.938065            0.939924   \n",
       "22             0.936190            0.938315            0.940197   \n",
       "..                  ...                 ...                 ...   \n",
       "195            0.925465            0.927856            0.927907   \n",
       "196            0.925429            0.927807            0.927858   \n",
       "197            0.925392            0.927757            0.927809   \n",
       "198            0.925355            0.927709            0.927761   \n",
       "199            0.925318            0.927661            0.927722   \n",
       "\n",
       "     mean_train_score  std_train_score  \n",
       "24           0.937713         0.001359  \n",
       "23           0.937783         0.001356  \n",
       "25           0.937643         0.001361  \n",
       "26           0.937572         0.001363  \n",
       "22           0.937855         0.001355  \n",
       "..                ...              ...  \n",
       "195          0.927138         0.001112  \n",
       "196          0.927097         0.001113  \n",
       "197          0.927055         0.001113  \n",
       "198          0.927014         0.001114  \n",
       "199          0.926974         0.001116  \n",
       "\n",
       "[200 rows x 21 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv_results_df = pd.DataFrame(grid_search.cv_results_)\n",
    "cv_results_df.sort_values('mean_test_score', ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92695b92-c62f-4580-a144-7a3b98a30c45",
   "metadata": {},
   "source": [
    "# Cross Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "67c64c13-88d8-4cb8-97dc-857e34d53aa0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Each Fold Score: [0.91575326 0.91467071 0.92624357 0.91480828 0.90628512]\n",
      "Mean model score: 0.9155521869680454\n",
      "Score Variance: 4.0311005671306246e-05\n"
     ]
    }
   ],
   "source": [
    "# Perform Cross Validation for the Model\n",
    "model_cv_score = cross_val_score(Lasso(alpha= 17.060301507537687), x,y, cv=kf)\n",
    "mean_model_score = np.mean(model_cv_score)\n",
    "print('Each Fold Score:', model_cv_score)\n",
    "print('Mean model score:', mean_model_score)\n",
    "print('Score Variance:', np.var(model_cv_score))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "4b3fefa2-325d-4eed-adec-b8c3f8f462a2",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.911176214002537\n"
     ]
    }
   ],
   "source": [
    "total_score = 0\n",
    "for i, el in enumerate(scores_list):\n",
    "    total_score += el['score']\n",
    "    avg_score = total_score / (i+1)\n",
    "print(avg_score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "8a1eebd1-b5ca-4736-8212-afa3d27e9bc3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.004375972965508401"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_model_score - avg_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "d26efb03-91af-4e0b-9ad1-34f53b1018b2",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GrLivArea: 24184.64219993617\n",
      "LotFrontage: 987.0663976788387\n",
      "LotArea: 4482.284949692567\n",
      "OverallQual: 10734.189486363837\n",
      "OverallCond: 6332.171834872125\n",
      "YearBuilt: 9032.811095986639\n",
      "YearRemodAdd: 611.6293807275235\n",
      "MasVnrArea: 5872.815074034929\n",
      "BsmtFinSF1: 10140.94186746271\n",
      "BsmtFinSF2: 2698.9433452973403\n",
      "BsmtUnfSF: -0.0\n",
      "TotalBsmtSF: 7958.850047827229\n",
      "1stFlrSF: 0.0\n",
      "2ndFlrSF: 4193.857232131016\n",
      "LowQualFinSF: -582.1665886579016\n",
      "BsmtFullBath: 619.3124907016295\n",
      "BsmtHalfBath: -262.2365807629696\n",
      "FullBath: -73.6898273043039\n",
      "HalfBath: 927.4287424366549\n",
      "BedroomAbvGr: -4168.796872002005\n",
      "KitchenAbvGr: -1515.21535067986\n",
      "TotRmsAbvGrd: 2112.3747487795586\n",
      "Fireplaces: 3042.3225976168715\n",
      "GarageYrBlt: -3525.977543101741\n",
      "GarageCars: 2622.9265728566666\n",
      "GarageArea: 3449.0817424175875\n",
      "WoodDeckSF: 813.5301233177239\n",
      "OpenPorchSF: 82.51627053587457\n",
      "EnclosedPorch: 354.7214186993397\n",
      "3SsnPorch: 267.62840121322944\n",
      "ScreenPorch: 2358.8255475806664\n",
      "PoolArea: -2847.386606772908\n",
      "MiscVal: 81.58726181544317\n",
      "ExterQual: 3027.49201140369\n",
      "ExterCond: -54.205695391170806\n",
      "BsmtQual: 3266.994450265589\n",
      "BsmtCond: -1127.4369373269014\n",
      "HeatingQC: 1168.5553195298671\n",
      "CentralAir: -714.2317122380052\n",
      "KitchenQual: 3659.424893293759\n",
      "FireplaceQu: -868.7388528307423\n",
      "GarageFinish: 403.3889808241707\n",
      "GarageQual: 1226.0644439339198\n",
      "GarageCond: -382.21865329165047\n",
      "PoolQC: 3971.9262592874907\n",
      "MSSubClass_120: -6544.7782512081185\n",
      "MSSubClass_150: -0.0\n",
      "MSSubClass_160: -9457.633443808332\n",
      "MSSubClass_180: -0.0\n",
      "MSSubClass_190: 0.0\n",
      "MSSubClass_20: 0.0\n",
      "MSSubClass_30: 1621.590546497564\n",
      "MSSubClass_40: 0.0\n",
      "MSSubClass_45: 0.0\n",
      "MSSubClass_50: 3152.0075606351334\n",
      "MSSubClass_60: -3853.133513097447\n",
      "MSSubClass_70: 0.0\n",
      "MSSubClass_75: 0.0\n",
      "MSSubClass_80: -0.0\n",
      "MSSubClass_85: -0.0\n",
      "MSSubClass_90: -1654.8769440234132\n",
      "MSZoning_A (agr): -0.0\n",
      "MSZoning_C (all): -5110.183847209306\n",
      "MSZoning_FV: -0.0\n",
      "MSZoning_I (all): 0.0\n",
      "MSZoning_RH: 2129.0122237702944\n",
      "MSZoning_RL: 4607.554776744224\n",
      "MSZoning_RM: -434.02208640779384\n",
      "Street_Grvl: -7452.7935169963575\n",
      "Street_Pave: 8.370717236702548e-10\n",
      "Alley_Grvl: -0.0\n",
      "Alley_None: 2416.3016669916624\n",
      "Alley_Pave: -216.83226037153182\n",
      "LotShape_IR1: -457.45761703628284\n",
      "LotShape_IR2: 4387.568830730367\n",
      "LotShape_IR3: -5189.795013392442\n",
      "LotShape_Reg: 0.5531261142487954\n",
      "LandContour_Bnk: -0.0\n",
      "LandContour_HLS: 6461.864356687075\n",
      "LandContour_Low: -4857.829468316283\n",
      "LandContour_Lvl: 0.0\n",
      "Utilities_AllPub: 0.0\n",
      "Utilities_NoSewr: -0.0\n",
      "LotConfig_Corner: -0.0\n",
      "LotConfig_CulDSac: 6087.247716324434\n",
      "LotConfig_FR2: -1772.3545737943327\n",
      "LotConfig_FR3: -3386.101055093682\n",
      "LotConfig_Inside: 2335.6674101596886\n",
      "LandSlope_Gtl: 0.0\n",
      "LandSlope_Mod: 0.0\n",
      "LandSlope_Sev: -13955.82406856339\n",
      "Neighborhood_Blmngtn: 0.0\n",
      "Neighborhood_Blueste: 6408.441501235547\n",
      "Neighborhood_BrDale: 17892.802765258155\n",
      "Neighborhood_BrkSide: 4734.261751422565\n",
      "Neighborhood_ClearCr: -0.0\n",
      "Neighborhood_CollgCr: -6215.906219890116\n",
      "Neighborhood_Crawfor: 11272.488770195296\n",
      "Neighborhood_Edwards: -4604.9756147835315\n",
      "Neighborhood_Gilbert: -4548.946952544539\n",
      "Neighborhood_Greens: -0.0\n",
      "Neighborhood_GrnHill: 81405.0033090511\n",
      "Neighborhood_IDOTRR: -491.34724775274805\n",
      "Neighborhood_Landmrk: 0.0\n",
      "Neighborhood_MeadowV: 308.302535784952\n",
      "Neighborhood_Mitchel: -3660.8966944567937\n",
      "Neighborhood_NAmes: -5590.497524671071\n",
      "Neighborhood_NPkVill: 14350.66480178394\n",
      "Neighborhood_NWAmes: -7507.898307814134\n",
      "Neighborhood_NoRidge: 18712.56473512075\n",
      "Neighborhood_NridgHt: 27694.879936594447\n",
      "Neighborhood_OldTown: -3640.3703748199814\n",
      "Neighborhood_SWISU: -4977.196403159655\n",
      "Neighborhood_Sawyer: 1407.2782601094084\n",
      "Neighborhood_SawyerW: -7608.982587421703\n",
      "Neighborhood_Somerst: 14604.516894724487\n",
      "Neighborhood_StoneBr: 34573.93855322647\n",
      "Neighborhood_Timber: -1182.5461256436029\n",
      "Neighborhood_Veenker: -5609.320432773368\n",
      "Condition1_Artery: -3548.1352045276067\n",
      "Condition1_Feedr: -2930.524351108256\n",
      "Condition1_Norm: 5269.885156465234\n",
      "Condition1_PosA: 4592.2480207512735\n",
      "Condition1_PosN: 12944.839502854487\n",
      "Condition1_RRAe: -5779.112667766115\n",
      "Condition1_RRAn: 1018.8096197096355\n",
      "Condition1_RRNe: 0.0\n",
      "Condition1_RRNn: -1328.8045492495344\n",
      "Condition2_Artery: 0.0\n",
      "Condition2_Feedr: -6509.037382123062\n",
      "Condition2_Norm: -149.98552755223642\n",
      "Condition2_PosA: 63640.981927459885\n",
      "Condition2_PosN: 3858.0386663981208\n",
      "Condition2_RRAe: -0.0\n",
      "Condition2_RRAn: 0.0\n",
      "Condition2_RRNn: 0.0\n",
      "BldgType_1Fam: 14447.228527965308\n",
      "BldgType_2fmCon: 3246.0908646358166\n",
      "BldgType_Duplex: -0.0\n",
      "BldgType_Twnhs: -8592.17249971\n",
      "BldgType_TwnhsE: -0.0\n",
      "HouseStyle_1.5Fin: -2237.1675308482118\n",
      "HouseStyle_1.5Unf: 4549.411773341838\n",
      "HouseStyle_1Story: 5634.647305237436\n",
      "HouseStyle_2.5Fin: 0.0\n",
      "HouseStyle_2.5Unf: -2577.7227620814765\n",
      "HouseStyle_2Story: -0.0\n",
      "HouseStyle_SFoyer: -0.0\n",
      "HouseStyle_SLvl: 487.9573903171933\n",
      "RoofStyle_Flat: 0.0\n",
      "RoofStyle_Gable: 0.0\n",
      "RoofStyle_Gambrel: -3950.676572283133\n",
      "RoofStyle_Hip: 2788.3946413712133\n",
      "RoofStyle_Mansard: -9051.15329760082\n",
      "RoofStyle_Shed: -0.0\n",
      "RoofMatl_CompShg: -0.0\n",
      "RoofMatl_Membran: 0.0\n",
      "RoofMatl_Metal: 0.0\n",
      "RoofMatl_Roll: -0.0\n",
      "RoofMatl_Tar&Grv: -0.0\n",
      "RoofMatl_WdShake: -5644.574115151592\n",
      "RoofMatl_WdShngl: 23369.26193562834\n",
      "Exterior1st_AsbShng: -0.0\n",
      "Exterior1st_AsphShn: -0.0\n",
      "Exterior1st_BrkComm: 0.0\n",
      "Exterior1st_BrkFace: 12493.890986983572\n",
      "Exterior1st_CBlock: 0.0\n",
      "Exterior1st_CemntBd: 0.0\n",
      "Exterior1st_HdBoard: -3094.303142724447\n",
      "Exterior1st_ImStucc: -0.0\n",
      "Exterior1st_MetalSd: 4.265880435162545\n",
      "Exterior1st_Plywood: -2267.927074445885\n",
      "Exterior1st_PreCast: 4382.342264588153\n",
      "Exterior1st_Stucco: 2639.8351638067616\n",
      "Exterior1st_VinylSd: -7109.162964280904\n",
      "Exterior1st_Wd Sdng: -4244.0277742038115\n",
      "Exterior1st_WdShing: -0.0\n",
      "Exterior2nd_AsbShng: -4506.040407971388\n",
      "Exterior2nd_AsphShn: 0.0\n",
      "Exterior2nd_Brk Cmn: 840.2650713172383\n",
      "Exterior2nd_BrkFace: -4987.028583437906\n",
      "Exterior2nd_CBlock: 0.0\n",
      "Exterior2nd_CmentBd: 3255.026704758824\n",
      "Exterior2nd_HdBoard: -2627.74370427781\n",
      "Exterior2nd_ImStucc: -2764.611489353689\n",
      "Exterior2nd_MetalSd: -0.0\n",
      "Exterior2nd_Plywood: -4453.810309619319\n",
      "Exterior2nd_PreCast: 0.0\n",
      "Exterior2nd_Stone: -0.0\n",
      "Exterior2nd_Stucco: 0.0\n",
      "Exterior2nd_VinylSd: 5038.247203044878\n",
      "Exterior2nd_Wd Sdng: 0.0\n",
      "Exterior2nd_Wd Shng: -1980.16414496956\n",
      "MasVnrType_BrkCmn: -2213.5821859179955\n",
      "MasVnrType_BrkFace: -3221.18957563969\n",
      "MasVnrType_None: 2910.879276190956\n",
      "MasVnrType_Stone: 1103.4610307868802\n",
      "Foundation_BrkTil: -0.0\n",
      "Foundation_CBlock: -395.55062528799584\n",
      "Foundation_PConc: 1321.2421694277716\n",
      "Foundation_Slab: 0.0\n",
      "Foundation_Stone: 6578.2375049732045\n",
      "Foundation_Wood: -8151.62368098992\n",
      "BsmtExposure_Av: 2852.513591178823\n",
      "BsmtExposure_Gd: 16135.568051158503\n",
      "BsmtExposure_Mn: -3603.5750727889545\n",
      "BsmtExposure_No: -2349.419439680108\n",
      "BsmtExposure_None: 0.0\n",
      "BsmtFinType1_ALQ: 0.0\n",
      "BsmtFinType1_BLQ: -70.59922253020395\n",
      "BsmtFinType1_GLQ: 3203.982789885113\n",
      "BsmtFinType1_LwQ: -4249.620251697954\n",
      "BsmtFinType1_None: 19757.21722388252\n",
      "BsmtFinType1_Rec: -2137.6955993597567\n",
      "BsmtFinType1_Unf: 4722.800047165479\n",
      "BsmtFinType2_ALQ: 3915.5213891901794\n",
      "BsmtFinType2_BLQ: -3065.48809551986\n",
      "BsmtFinType2_GLQ: 12512.794323046503\n",
      "BsmtFinType2_LwQ: -2724.348277581632\n",
      "BsmtFinType2_None: 0.0\n",
      "BsmtFinType2_Rec: -3268.62640925831\n",
      "BsmtFinType2_Unf: 0.0\n",
      "Heating_Floor: -0.0\n",
      "Heating_GasA: 0.0\n",
      "Heating_GasW: -1483.4406388624075\n",
      "Heating_Grav: 0.0\n",
      "Heating_OthW: -10571.965263212645\n",
      "Heating_Wall: 0.0\n",
      "Electrical_FuseA: -0.0\n",
      "Electrical_FuseF: 0.0\n",
      "Electrical_FuseP: 0.0\n",
      "Electrical_None: 0.0\n",
      "Electrical_SBrkr: -947.0963924173532\n",
      "Functional_Maj1: -5423.333887111963\n",
      "Functional_Maj2: -890.0463226889922\n",
      "Functional_Min1: 0.0\n",
      "Functional_Min2: 3940.3028719216436\n",
      "Functional_Mod: -520.4425034102123\n",
      "Functional_Sal: 0.0\n",
      "Functional_Typ: 12077.73061534212\n",
      "GarageType_2Types: -7398.982669797408\n",
      "GarageType_Attchd: -0.0\n",
      "GarageType_Basment: -2605.4923326095113\n",
      "GarageType_BuiltIn: 1548.1097383853357\n",
      "GarageType_CarPort: 0.0\n",
      "GarageType_Detchd: 3149.9866929757713\n",
      "GarageType_None: 0.0\n",
      "PavedDrive_N: 0.0\n",
      "PavedDrive_P: -1233.3026067071933\n",
      "PavedDrive_Y: 0.0\n",
      "Fence_GdPrv: -899.9757701903491\n",
      "Fence_GdWo: 3201.9993541652248\n",
      "Fence_MnPrv: 1040.3089120686202\n",
      "Fence_MnWw: -0.0\n",
      "Fence_None: -0.0\n",
      "MiscFeature_Gar2: -0.0\n",
      "MiscFeature_None: 0.0\n",
      "MiscFeature_Othr: 0.0\n",
      "MiscFeature_Shed: -0.0\n",
      "MiscFeature_TenC: -0.0\n",
      "MoSold_1: 3177.7128013975343\n",
      "MoSold_10: -820.478515154108\n",
      "MoSold_11: -215.7285421151855\n",
      "MoSold_12: -1072.613147753755\n",
      "MoSold_2: -664.69365548568\n",
      "MoSold_3: 254.00407073214694\n",
      "MoSold_4: -125.8544174604635\n",
      "MoSold_5: 2162.8774856457358\n",
      "MoSold_6: 1069.802261416038\n",
      "MoSold_7: 3125.9406549185333\n",
      "MoSold_8: -1288.0521821975526\n",
      "MoSold_9: 1085.3145563289181\n",
      "YrSold_2006: 2185.459009235633\n",
      "YrSold_2007: -250.99441605153376\n",
      "YrSold_2008: -0.0\n",
      "YrSold_2009: -770.9255444213892\n",
      "YrSold_2010: 1908.0969693736463\n",
      "SaleType_COD: -5754.343812189372\n",
      "SaleType_CWD: 3034.6159880807418\n",
      "SaleType_Con: 6687.213552917487\n",
      "SaleType_ConLD: -0.0\n",
      "SaleType_ConLI: 0.0\n",
      "SaleType_ConLw: -0.0\n",
      "SaleType_New: 0.0\n",
      "SaleType_Oth: -1722.0022582270603\n",
      "SaleType_VWD: -0.0\n",
      "SaleType_WD : -4648.299770908301\n",
      "SaleCondition_Abnorml: -5632.271250395751\n",
      "SaleCondition_AdjLand: -0.0\n",
      "SaleCondition_Alloca: 0.0\n",
      "SaleCondition_Family: -19226.159301400163\n",
      "SaleCondition_Normal: 657.9592154553125\n",
      "SaleCondition_Partial: 16371.920245917378\n",
      "----------------------------------------\n"
     ]
    }
   ],
   "source": [
    "for el in coefficients_list:\n",
    "    feature_name_and_coef = list(zip(list(scaled_df.columns), el['coef']))\n",
    "    for feature, coef in feature_name_and_coef:\n",
    "        print(f\"{feature}: {coef}\")\n",
    "    print('-' * 40)  # Separator for readability between folds\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e9cec74-707f-4f6e-ab07-f8d6d25edede",
   "metadata": {},
   "source": [
    "# MAE calculation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "d6c0aad1-86af-40f3-8246-c3f3cf309a46",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Absolute Error: 14487.598868108702\n"
     ]
    }
   ],
   "source": [
    "lasso_mae = Lasso(alpha= 17.060301507537687)\n",
    "lasso_mae.fit(X_train,y_train)\n",
    "preds = lasso_mae.predict(X_test)\n",
    "mae = mean_absolute_error(y_test, preds)\n",
    "print(\"Mean Absolute Error:\", mae)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "4449f129-5abf-42a0-aee5-dae6b57d4e78",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Absolute Error: 15014.759664906558\n"
     ]
    }
   ],
   "source": [
    "lasso_basic = Lasso()\n",
    "lasso_basic.fit(X_train,y_train)\n",
    "preds = lasso_basic.predict(X_test)\n",
    "mae = mean_absolute_error(y_test, preds)\n",
    "print(\"Mean Absolute Error:\", mae)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "964fcd8c-2bc7-4224-a9c7-04389df0dbd2",
   "metadata": {},
   "source": [
    "# Lasso For Feature Selection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "357b0c0c-9d1c-4234-a4c2-1036b02d79a0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "293"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lasso = Lasso(alpha = 100)\n",
    "lasso.fit(x,y)\n",
    "model_coef = lasso.coef_\n",
    "len(model_coef)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "827e2d79-f934-4e5d-9bd3-28eb28a4ed54",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "293"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(scaled_df.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "c4407dc1-fbf8-4266-8af7-fbc6dd84deda",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('GrLivArea', 25827.47988247478),\n",
       " ('LotFrontage', 1348.1496548705109),\n",
       " ('LotArea', 3732.364300245476),\n",
       " ('OverallQual', 12262.191388621322),\n",
       " ('OverallCond', 6363.43768447248),\n",
       " ('YearBuilt', 8676.300925233643),\n",
       " ('YearRemodAdd', 301.9144036742332),\n",
       " ('MasVnrArea', 6256.737528641779),\n",
       " ('BsmtFinSF1', 9598.36875209382),\n",
       " ('BsmtFinSF2', 2390.9978497068455),\n",
       " ('BsmtUnfSF', -0.0),\n",
       " ('TotalBsmtSF', 7448.058867131959),\n",
       " ('1stFlrSF', 0.0),\n",
       " ('2ndFlrSF', 467.2086218269908),\n",
       " ('LowQualFinSF', -757.8993525687633),\n",
       " ('BsmtFullBath', 715.496109164411),\n",
       " ('BsmtHalfBath', -369.23270372795747),\n",
       " ('FullBath', 0.0),\n",
       " ('HalfBath', 891.1351173557193),\n",
       " ('BedroomAbvGr', -4357.884194882711),\n",
       " ('KitchenAbvGr', -1277.4095834388263),\n",
       " ('TotRmsAbvGrd', 2135.0136652085876),\n",
       " ('Fireplaces', 2296.126467680957),\n",
       " ('GarageYrBlt', -2547.2717127107367),\n",
       " ('GarageCars', 1731.8488614242412),\n",
       " ('GarageArea', 4218.343405294109),\n",
       " ('WoodDeckSF', 929.1138727894983),\n",
       " ('OpenPorchSF', 129.05251340915763),\n",
       " ('EnclosedPorch', 225.48752129498723),\n",
       " ('3SsnPorch', 0.0),\n",
       " ('ScreenPorch', 2232.325092030968),\n",
       " ('PoolArea', -2700.2596439786766),\n",
       " ('MiscVal', 0.0),\n",
       " ('ExterQual', 4081.663245757195),\n",
       " ('ExterCond', -6.000937738961752),\n",
       " ('BsmtQual', 2513.440157779851),\n",
       " ('BsmtCond', -2427.747229418952),\n",
       " ('HeatingQC', 1152.9290326724747),\n",
       " ('CentralAir', -660.2733293463037),\n",
       " ('KitchenQual', 4019.0153972566136),\n",
       " ('FireplaceQu', -0.0),\n",
       " ('GarageFinish', 128.38463002306938),\n",
       " ('GarageQual', 0.0),\n",
       " ('GarageCond', -84.08230407301397),\n",
       " ('PoolQC', 3601.8059775486136),\n",
       " ('MSSubClass_120', -0.0),\n",
       " ('MSSubClass_150', -0.0),\n",
       " ('MSSubClass_160', -0.0),\n",
       " ('MSSubClass_180', 0.0),\n",
       " ('MSSubClass_190', 0.0),\n",
       " ('MSSubClass_20', 731.0445751488884),\n",
       " ('MSSubClass_30', 0.0),\n",
       " ('MSSubClass_40', -0.0),\n",
       " ('MSSubClass_45', 0.0),\n",
       " ('MSSubClass_50', 0.0),\n",
       " ('MSSubClass_60', -0.0),\n",
       " ('MSSubClass_70', -0.0),\n",
       " ('MSSubClass_75', 0.0),\n",
       " ('MSSubClass_80', -0.0),\n",
       " ('MSSubClass_85', -0.0),\n",
       " ('MSSubClass_90', -0.0),\n",
       " ('MSZoning_A (agr)', 0.0),\n",
       " ('MSZoning_C (all)', -0.0),\n",
       " ('MSZoning_FV', 0.0),\n",
       " ('MSZoning_I (all)', 0.0),\n",
       " ('MSZoning_RH', -0.0),\n",
       " ('MSZoning_RL', 2336.7525447451935),\n",
       " ('MSZoning_RM', -0.0),\n",
       " ('Street_Grvl', -0.0),\n",
       " ('Street_Pave', 0.0),\n",
       " ('Alley_Grvl', -0.0),\n",
       " ('Alley_None', 689.5562682906602),\n",
       " ('Alley_Pave', -0.0),\n",
       " ('LotShape_IR1', -0.0),\n",
       " ('LotShape_IR2', 1773.8258651848273),\n",
       " ('LotShape_IR3', -0.0),\n",
       " ('LotShape_Reg', -0.0),\n",
       " ('LandContour_Bnk', -0.0),\n",
       " ('LandContour_HLS', 5183.006318799171),\n",
       " ('LandContour_Low', -0.0),\n",
       " ('LandContour_Lvl', 0.0),\n",
       " ('Utilities_AllPub', 0.0),\n",
       " ('Utilities_NoSewr', -0.0),\n",
       " ('LotConfig_Corner', -195.46227264902157),\n",
       " ('LotConfig_CulDSac', 4836.8833249214995),\n",
       " ('LotConfig_FR2', -0.0),\n",
       " ('LotConfig_FR3', -0.0),\n",
       " ('LotConfig_Inside', 1814.6316127872622),\n",
       " ('LandSlope_Gtl', 0.0),\n",
       " ('LandSlope_Mod', 0.0),\n",
       " ('LandSlope_Sev', -0.0),\n",
       " ('Neighborhood_Blmngtn', -0.0),\n",
       " ('Neighborhood_Blueste', 0.0),\n",
       " ('Neighborhood_BrDale', 0.0),\n",
       " ('Neighborhood_BrkSide', 4133.701535510864),\n",
       " ('Neighborhood_ClearCr', 0.0),\n",
       " ('Neighborhood_CollgCr', -3262.0534987839055),\n",
       " ('Neighborhood_Crawfor', 12196.987937277168),\n",
       " ('Neighborhood_Edwards', -421.87581104143436),\n",
       " ('Neighborhood_Gilbert', -304.1271214802852),\n",
       " ('Neighborhood_Greens', -0.0),\n",
       " ('Neighborhood_GrnHill', 0.0),\n",
       " ('Neighborhood_IDOTRR', -0.0),\n",
       " ('Neighborhood_Landmrk', 0.0),\n",
       " ('Neighborhood_MeadowV', 0.0),\n",
       " ('Neighborhood_Mitchel', -0.0),\n",
       " ('Neighborhood_NAmes', -3029.4333990524106),\n",
       " ('Neighborhood_NPkVill', 0.0),\n",
       " ('Neighborhood_NWAmes', -4645.41939956439),\n",
       " ('Neighborhood_NoRidge', 16224.716091610782),\n",
       " ('Neighborhood_NridgHt', 23817.329126138156),\n",
       " ('Neighborhood_OldTown', -1522.9644687519572),\n",
       " ('Neighborhood_SWISU', -0.0),\n",
       " ('Neighborhood_Sawyer', 1334.4451706396264),\n",
       " ('Neighborhood_SawyerW', -4724.87608314359),\n",
       " ('Neighborhood_Somerst', 9477.913018110958),\n",
       " ('Neighborhood_StoneBr', 29435.803206781104),\n",
       " ('Neighborhood_Timber', -0.0),\n",
       " ('Neighborhood_Veenker', -0.0),\n",
       " ('Condition1_Artery', -811.5510182642324),\n",
       " ('Condition1_Feedr', -1583.798213578074),\n",
       " ('Condition1_Norm', 3780.1309413618555),\n",
       " ('Condition1_PosA', 0.0),\n",
       " ('Condition1_PosN', 5274.843849590958),\n",
       " ('Condition1_RRAe', -0.0),\n",
       " ('Condition1_RRAn', 0.0),\n",
       " ('Condition1_RRNe', -0.0),\n",
       " ('Condition1_RRNn', -0.0),\n",
       " ('Condition2_Artery', 0.0),\n",
       " ('Condition2_Feedr', -0.0),\n",
       " ('Condition2_Norm', -0.0),\n",
       " ('Condition2_PosA', 0.0),\n",
       " ('Condition2_PosN', 0.0),\n",
       " ('Condition2_RRAe', -0.0),\n",
       " ('Condition2_RRAn', 0.0),\n",
       " ('Condition2_RRNn', 0.0),\n",
       " ('BldgType_1Fam', 15648.27266188437),\n",
       " ('BldgType_2fmCon', 0.0),\n",
       " ('BldgType_Duplex', -0.0),\n",
       " ('BldgType_Twnhs', -2839.9384185154277),\n",
       " ('BldgType_TwnhsE', -0.0),\n",
       " ('HouseStyle_1.5Fin', -0.0),\n",
       " ('HouseStyle_1.5Unf', 0.0),\n",
       " ('HouseStyle_1Story', 2855.564054150074),\n",
       " ('HouseStyle_2.5Fin', 0.0),\n",
       " ('HouseStyle_2.5Unf', -0.0),\n",
       " ('HouseStyle_2Story', -0.0),\n",
       " ('HouseStyle_SFoyer', -0.0),\n",
       " ('HouseStyle_SLvl', 0.0),\n",
       " ('RoofStyle_Flat', 0.0),\n",
       " ('RoofStyle_Gable', -0.0),\n",
       " ('RoofStyle_Gambrel', -0.0),\n",
       " ('RoofStyle_Hip', 2663.771046978116),\n",
       " ('RoofStyle_Mansard', -0.0),\n",
       " ('RoofStyle_Shed', -0.0),\n",
       " ('RoofMatl_CompShg', -0.0),\n",
       " ('RoofMatl_Membran', 0.0),\n",
       " ('RoofMatl_Metal', 0.0),\n",
       " ('RoofMatl_Roll', -0.0),\n",
       " ('RoofMatl_Tar&Grv', 0.0),\n",
       " ('RoofMatl_WdShake', -0.0),\n",
       " ('RoofMatl_WdShngl', 0.0),\n",
       " ('Exterior1st_AsbShng', -0.0),\n",
       " ('Exterior1st_AsphShn', 0.0),\n",
       " ('Exterior1st_BrkComm', 0.0),\n",
       " ('Exterior1st_BrkFace', 8989.702713477505),\n",
       " ('Exterior1st_CBlock', 0.0),\n",
       " ('Exterior1st_CemntBd', 0.0),\n",
       " ('Exterior1st_HdBoard', -1298.210373818506),\n",
       " ('Exterior1st_ImStucc', -0.0),\n",
       " ('Exterior1st_MetalSd', 541.3770642088322),\n",
       " ('Exterior1st_Plywood', -0.0),\n",
       " ('Exterior1st_PreCast', 0.0),\n",
       " ('Exterior1st_Stucco', 0.0),\n",
       " ('Exterior1st_VinylSd', -0.0),\n",
       " ('Exterior1st_Wd Sdng', -1844.9644752669071),\n",
       " ('Exterior1st_WdShing', -0.0),\n",
       " ('Exterior2nd_AsbShng', -0.0),\n",
       " ('Exterior2nd_AsphShn', 0.0),\n",
       " ('Exterior2nd_Brk Cmn', 0.0),\n",
       " ('Exterior2nd_BrkFace', -0.0),\n",
       " ('Exterior2nd_CBlock', 0.0),\n",
       " ('Exterior2nd_CmentBd', 2354.0936760796635),\n",
       " ('Exterior2nd_HdBoard', -1271.1579162682824),\n",
       " ('Exterior2nd_ImStucc', -0.0),\n",
       " ('Exterior2nd_MetalSd', 0.0),\n",
       " ('Exterior2nd_Plywood', -4402.95462392365),\n",
       " ('Exterior2nd_PreCast', 0.0),\n",
       " ('Exterior2nd_Stone', 0.0),\n",
       " ('Exterior2nd_Stucco', 0.0),\n",
       " ('Exterior2nd_VinylSd', 0.0),\n",
       " ('Exterior2nd_Wd Sdng', 0.0),\n",
       " ('Exterior2nd_Wd Shng', -0.0),\n",
       " ('MasVnrType_BrkCmn', -0.0),\n",
       " ('MasVnrType_BrkFace', -3361.6397628783607),\n",
       " ('MasVnrType_None', 3523.158948336285),\n",
       " ('MasVnrType_Stone', 0.0),\n",
       " ('Foundation_BrkTil', -0.0),\n",
       " ('Foundation_CBlock', -929.3529930517461),\n",
       " ('Foundation_PConc', 429.699692775383),\n",
       " ('Foundation_Slab', 0.0),\n",
       " ('Foundation_Stone', 0.0),\n",
       " ('Foundation_Wood', -0.0),\n",
       " ('BsmtExposure_Av', 0.0),\n",
       " ('BsmtExposure_Gd', 12285.07244793407),\n",
       " ('BsmtExposure_Mn', -4870.171162469771),\n",
       " ('BsmtExposure_No', -5000.335709598914),\n",
       " ('BsmtExposure_None', 0.0),\n",
       " ('BsmtFinType1_ALQ', -0.0),\n",
       " ('BsmtFinType1_BLQ', -0.0),\n",
       " ('BsmtFinType1_GLQ', 1779.6174375548537),\n",
       " ('BsmtFinType1_LwQ', -2147.4919283741347),\n",
       " ('BsmtFinType1_None', 3715.8483415527226),\n",
       " ('BsmtFinType1_Rec', -1308.2479813323214),\n",
       " ('BsmtFinType1_Unf', 2238.018276933735),\n",
       " ('BsmtFinType2_ALQ', 60.76395354052158),\n",
       " ('BsmtFinType2_BLQ', -0.0),\n",
       " ('BsmtFinType2_GLQ', 1504.3800980473911),\n",
       " ('BsmtFinType2_LwQ', -74.11670410177561),\n",
       " ('BsmtFinType2_None', 0.0),\n",
       " ('BsmtFinType2_Rec', -1284.8638569025231),\n",
       " ('BsmtFinType2_Unf', 0.0),\n",
       " ('Heating_Floor', -0.0),\n",
       " ('Heating_GasA', 0.0),\n",
       " ('Heating_GasW', -0.0),\n",
       " ('Heating_Grav', 0.0),\n",
       " ('Heating_OthW', -0.0),\n",
       " ('Heating_Wall', 0.0),\n",
       " ('Electrical_FuseA', 0.0),\n",
       " ('Electrical_FuseF', 0.0),\n",
       " ('Electrical_FuseP', 0.0),\n",
       " ('Electrical_None', 0.0),\n",
       " ('Electrical_SBrkr', -544.1578971778919),\n",
       " ('Functional_Maj1', -0.0),\n",
       " ('Functional_Maj2', -0.0),\n",
       " ('Functional_Min1', -0.0),\n",
       " ('Functional_Min2', 0.0),\n",
       " ('Functional_Mod', -0.0),\n",
       " ('Functional_Sal', 0.0),\n",
       " ('Functional_Typ', 10368.446817047337),\n",
       " ('GarageType_2Types', -0.0),\n",
       " ('GarageType_Attchd', -0.0),\n",
       " ('GarageType_Basment', -0.0),\n",
       " ('GarageType_BuiltIn', 1271.5699289828194),\n",
       " ('GarageType_CarPort', 0.0),\n",
       " ('GarageType_Detchd', 2417.241695143864),\n",
       " ('GarageType_None', 0.0),\n",
       " ('PavedDrive_N', 0.0),\n",
       " ('PavedDrive_P', -0.0),\n",
       " ('PavedDrive_Y', 0.0),\n",
       " ('Fence_GdPrv', -0.0),\n",
       " ('Fence_GdWo', 0.0),\n",
       " ('Fence_MnPrv', 0.0),\n",
       " ('Fence_MnWw', -0.0),\n",
       " ('Fence_None', -0.0),\n",
       " ('MiscFeature_Gar2', -0.0),\n",
       " ('MiscFeature_None', 0.0),\n",
       " ('MiscFeature_Othr', 0.0),\n",
       " ('MiscFeature_Shed', -0.0),\n",
       " ('MiscFeature_TenC', -0.0),\n",
       " ('MoSold_1', 805.5542260722983),\n",
       " ('MoSold_10', -0.0),\n",
       " ('MoSold_11', -0.0),\n",
       " ('MoSold_12', -0.0),\n",
       " ('MoSold_2', -0.0),\n",
       " ('MoSold_3', -0.0),\n",
       " ('MoSold_4', -264.1949963405081),\n",
       " ('MoSold_5', 875.7178586512599),\n",
       " ('MoSold_6', 0.0),\n",
       " ('MoSold_7', 2725.2283832390062),\n",
       " ('MoSold_8', -25.51169955627366),\n",
       " ('MoSold_9', 0.0),\n",
       " ('YrSold_2006', 1194.9301097242314),\n",
       " ('YrSold_2007', -0.0),\n",
       " ('YrSold_2008', -0.0),\n",
       " ('YrSold_2009', -376.743482616198),\n",
       " ('YrSold_2010', 1203.2971659006046),\n",
       " ('SaleType_COD', -0.0),\n",
       " ('SaleType_CWD', 0.0),\n",
       " ('SaleType_Con', 0.0),\n",
       " ('SaleType_ConLD', 0.0),\n",
       " ('SaleType_ConLI', 0.0),\n",
       " ('SaleType_ConLw', 0.0),\n",
       " ('SaleType_New', 0.0),\n",
       " ('SaleType_Oth', -0.0),\n",
       " ('SaleType_VWD', -0.0),\n",
       " ('SaleType_WD ', -728.2562385268031),\n",
       " ('SaleCondition_Abnorml', -2457.9303845062836),\n",
       " ('SaleCondition_AdjLand', -0.0),\n",
       " ('SaleCondition_Alloca', 0.0),\n",
       " ('SaleCondition_Family', -7195.395930869618),\n",
       " ('SaleCondition_Normal', 1637.5054215631912),\n",
       " ('SaleCondition_Partial', 21193.65432484302)]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(zip(list(scaled_df.columns),model_coef))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "05ea22e5-7496-470b-9689-00103dbabc03",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7176ce23-030e-455c-b1e9-8693e54cd46d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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