part2_notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
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   "source": [
    "# ENGSCI 762 Kaggle Assignment: Prediction Sales Prices\n",
    "# Part 2\n",
    "## Reed Bell | rbel068 | rbel068@aucklanduni.ac.nz\n",
    "\n",
    "### IV Prepare the data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 559,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports and global settings\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "\n",
    "%matplotlib inline\n",
    "%reload_ext autoreload\n",
    "\n",
    "pd.options.display.max_rows = 40\n",
    "pd.options.display.max_columns = 82\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 560,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>1</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2003</td>\n",
       "      <td>2003</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>196.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
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       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>706</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>856</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>856</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>1710</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>548</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Veenker</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>1976</td>\n",
       "      <td>1976</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>978</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>284</td>\n",
       "      <td>1262</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>460</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2001</td>\n",
       "      <td>2002</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>486</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>434</td>\n",
       "      <td>920</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>920</td>\n",
       "      <td>866</td>\n",
       "      <td>0</td>\n",
       "      <td>1786</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>608</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1915</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>216</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>540</td>\n",
       "      <td>756</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>961</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>1717</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>3</td>\n",
       "      <td>642</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NoRidge</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>350.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>655</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>490</td>\n",
       "      <td>1145</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1145</td>\n",
       "      <td>1053</td>\n",
       "      <td>0</td>\n",
       "      <td>2198</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>836</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>192</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>50</td>\n",
       "      <td>RL</td>\n",
       "      <td>85.0</td>\n",
       "      <td>14115</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1.5Fin</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1993</td>\n",
       "      <td>1995</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Wood</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>732</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>796</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>796</td>\n",
       "      <td>566</td>\n",
       "      <td>0</td>\n",
       "      <td>1362</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>480</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>40</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>320</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Shed</td>\n",
       "      <td>700</td>\n",
       "      <td>10</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>143000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>75.0</td>\n",
       "      <td>10084</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Somerst</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2004</td>\n",
       "      <td>2005</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>186.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>1369</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>317</td>\n",
       "      <td>1686</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1694</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1694</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>636</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>255</td>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "      <td>307000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10382</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NWAmes</td>\n",
       "      <td>PosN</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>1973</td>\n",
       "      <td>1973</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>Stone</td>\n",
       "      <td>240.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>859</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>32</td>\n",
       "      <td>216</td>\n",
       "      <td>1107</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1107</td>\n",
       "      <td>983</td>\n",
       "      <td>0</td>\n",
       "      <td>2090</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>484</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>235</td>\n",
       "      <td>204</td>\n",
       "      <td>228</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Shed</td>\n",
       "      <td>350</td>\n",
       "      <td>11</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>50</td>\n",
       "      <td>RM</td>\n",
       "      <td>51.0</td>\n",
       "      <td>6120</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>OldTown</td>\n",
       "      <td>Artery</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1.5Fin</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1931</td>\n",
       "      <td>1950</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>952</td>\n",
       "      <td>952</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>FuseF</td>\n",
       "      <td>1022</td>\n",
       "      <td>752</td>\n",
       "      <td>0</td>\n",
       "      <td>1774</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>8</td>\n",
       "      <td>Min1</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1931.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>468</td>\n",
       "      <td>Fa</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>205</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>129900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>190</td>\n",
       "      <td>RL</td>\n",
       "      <td>50.0</td>\n",
       "      <td>7420</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>BrkSide</td>\n",
       "      <td>Artery</td>\n",
       "      <td>Artery</td>\n",
       "      <td>2fmCon</td>\n",
       "      <td>1.5Unf</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1939</td>\n",
       "      <td>1950</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>851</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>140</td>\n",
       "      <td>991</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1077</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1077</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1939.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>1</td>\n",
       "      <td>205</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>118000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>70.0</td>\n",
       "      <td>11200</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Sawyer</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1965</td>\n",
       "      <td>1965</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Rec</td>\n",
       "      <td>906</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>134</td>\n",
       "      <td>1040</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1040</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1040</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>384</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>129500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>85.0</td>\n",
       "      <td>11924</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NridgHt</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>2005</td>\n",
       "      <td>2006</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>WdShing</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>Stone</td>\n",
       "      <td>286.0</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>998</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>177</td>\n",
       "      <td>1175</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1182</td>\n",
       "      <td>1142</td>\n",
       "      <td>0</td>\n",
       "      <td>2324</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Ex</td>\n",
       "      <td>11</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>Gd</td>\n",
       "      <td>BuiltIn</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>3</td>\n",
       "      <td>736</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>147</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2006</td>\n",
       "      <td>New</td>\n",
       "      <td>Partial</td>\n",
       "      <td>345000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12968</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR2</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Sawyer</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1962</td>\n",
       "      <td>1962</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>737</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>175</td>\n",
       "      <td>912</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>912</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>912</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>4</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1962.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>352</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>144000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>91.0</td>\n",
       "      <td>10652</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2006</td>\n",
       "      <td>2007</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>306.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1494</td>\n",
       "      <td>1494</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1494</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1494</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>840</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>160</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2007</td>\n",
       "      <td>New</td>\n",
       "      <td>Partial</td>\n",
       "      <td>279500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10920</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1960</td>\n",
       "      <td>1960</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>212.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>733</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>520</td>\n",
       "      <td>1253</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1253</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1253</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Fa</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>1</td>\n",
       "      <td>352</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>213</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GdWo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>157000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>45</td>\n",
       "      <td>RM</td>\n",
       "      <td>51.0</td>\n",
       "      <td>6120</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>BrkSide</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1.5Unf</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>1929</td>\n",
       "      <td>2001</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>FuseA</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>576</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>48</td>\n",
       "      <td>112</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GdPrv</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",
       "      <td>132000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11241</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>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>180.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>578</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>426</td>\n",
       "      <td>1004</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1004</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1004</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2</td>\n",
       "      <td>480</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Shed</td>\n",
       "      <td>700</td>\n",
       "      <td>3</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>149000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>90</td>\n",
       "      <td>RL</td>\n",
       "      <td>72.0</td>\n",
       "      <td>10791</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Sawyer</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>1Story</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1967</td>\n",
       "      <td>1967</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Slab</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1296</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1296</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CarPort</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>516</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Shed</td>\n",
       "      <td>500</td>\n",
       "      <td>10</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>90000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>66.0</td>\n",
       "      <td>13695</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>SawyerW</td>\n",
       "      <td>RRAe</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>646</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>468</td>\n",
       "      <td>1114</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1114</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1114</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>576</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>102</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>159000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>70.0</td>\n",
       "      <td>7560</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1958</td>\n",
       "      <td>1965</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>LwQ</td>\n",
       "      <td>504</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>525</td>\n",
       "      <td>1029</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1339</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1339</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Min1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1958.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>294</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2009</td>\n",
       "      <td>COD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>139000</td>\n",
       "    </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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1441</th>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>79.0</td>\n",
       "      <td>11526</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Bnk</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Mod</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2.5Fin</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>1922</td>\n",
       "      <td>1994</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>588</td>\n",
       "      <td>588</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Fa</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1423</td>\n",
       "      <td>748</td>\n",
       "      <td>384</td>\n",
       "      <td>2555</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>11</td>\n",
       "      <td>Min1</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2</td>\n",
       "      <td>672</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>431</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>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>191000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1442</th>\n",
       "      <td>120</td>\n",
       "      <td>RM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4426</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>TwnhsE</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>147.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>697</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>151</td>\n",
       "      <td>848</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>848</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>848</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>3</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>420</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>149</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>149300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1443</th>\n",
       "      <td>60</td>\n",
       "      <td>FV</td>\n",
       "      <td>85.0</td>\n",
       "      <td>11003</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>Somerst</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>2008</td>\n",
       "      <td>2008</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>160.0</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Ex</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>765</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>252</td>\n",
       "      <td>1017</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1026</td>\n",
       "      <td>981</td>\n",
       "      <td>0</td>\n",
       "      <td>2007</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Ex</td>\n",
       "      <td>10</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>3</td>\n",
       "      <td>812</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>168</td>\n",
       "      <td>52</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>4</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>310000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1444</th>\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</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>952</td>\n",
       "      <td>952</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>952</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Fa</td>\n",
       "      <td>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</td>\n",
       "      <td>192</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",
       "      <td>121000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>63.0</td>\n",
       "      <td>8500</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>106.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1422</td>\n",
       "      <td>1422</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1422</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1422</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>626</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>192</td>\n",
       "      <td>60</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>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>179600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>85</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>Sawyer</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>SFoyer</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1966</td>\n",
       "      <td>1966</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>LwQ</td>\n",
       "      <td>187</td>\n",
       "      <td>Rec</td>\n",
       "      <td>627</td>\n",
       "      <td>0</td>\n",
       "      <td>814</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>913</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>913</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>240</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>252</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>129000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1447</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26142</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>Mitchel</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>1962</td>\n",
       "      <td>1962</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>189.0</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>593</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>595</td>\n",
       "      <td>1188</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1188</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1188</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1962.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>312</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>P</td>\n",
       "      <td>261</td>\n",
       "      <td>39</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>4</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>157900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>10000</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>8</td>\n",
       "      <td>5</td>\n",
       "      <td>1995</td>\n",
       "      <td>1996</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>438.0</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>1079</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>141</td>\n",
       "      <td>1220</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1220</td>\n",
       "      <td>870</td>\n",
       "      <td>0</td>\n",
       "      <td>2090</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>556</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>240000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449</th>\n",
       "      <td>50</td>\n",
       "      <td>RL</td>\n",
       "      <td>70.0</td>\n",
       "      <td>11767</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>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>1910</td>\n",
       "      <td>2000</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Fa</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>560</td>\n",
       "      <td>560</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>N</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>796</td>\n",
       "      <td>550</td>\n",
       "      <td>0</td>\n",
       "      <td>1346</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Min2</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>384</td>\n",
       "      <td>Fa</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>168</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GdWo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>112000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>180</td>\n",
       "      <td>RM</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1533</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>MeadowV</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Twnhs</td>\n",
       "      <td>SFoyer</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>553</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>77</td>\n",
       "      <td>630</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>630</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>630</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Ex</td>\n",
       "      <td>3</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>92000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>90</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9000</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>2Story</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1974</td>\n",
       "      <td>1974</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>896</td>\n",
       "      <td>896</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>896</td>\n",
       "      <td>896</td>\n",
       "      <td>0</td>\n",
       "      <td>1792</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Y</td>\n",
       "      <td>32</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>9</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>136000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1452</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>78.0</td>\n",
       "      <td>9262</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>Somerst</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2008</td>\n",
       "      <td>2009</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>194.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1573</td>\n",
       "      <td>1573</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1578</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1578</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Ex</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2008.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>3</td>\n",
       "      <td>840</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2009</td>\n",
       "      <td>New</td>\n",
       "      <td>Partial</td>\n",
       "      <td>287090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1453</th>\n",
       "      <td>180</td>\n",
       "      <td>RM</td>\n",
       "      <td>35.0</td>\n",
       "      <td>3675</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>SLvl</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2005</td>\n",
       "      <td>2005</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>80.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>547</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>547</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1072</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1072</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Basment</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>2</td>\n",
       "      <td>525</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>145000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>90.0</td>\n",
       "      <td>17217</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>Mitchel</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2006</td>\n",
       "      <td>2006</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>1140</td>\n",
       "      <td>1140</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1140</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Y</td>\n",
       "      <td>36</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>84500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>20</td>\n",
       "      <td>FV</td>\n",
       "      <td>62.0</td>\n",
       "      <td>7500</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Somerst</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2004</td>\n",
       "      <td>2005</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>410</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>811</td>\n",
       "      <td>1221</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1221</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1221</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>400</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>113</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>10</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>185000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>62.0</td>\n",
       "      <td>7917</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>Gilbert</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1999</td>\n",
       "      <td>2000</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>953</td>\n",
       "      <td>953</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>953</td>\n",
       "      <td>694</td>\n",
       "      <td>0</td>\n",
       "      <td>1647</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>460</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>40</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",
       "      <td>175000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>85.0</td>\n",
       "      <td>13175</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>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1978</td>\n",
       "      <td>1988</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Stone</td>\n",
       "      <td>119.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>790</td>\n",
       "      <td>Rec</td>\n",
       "      <td>163</td>\n",
       "      <td>589</td>\n",
       "      <td>1542</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>2073</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2073</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>7</td>\n",
       "      <td>Min1</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1978.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>500</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>349</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>210000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>66.0</td>\n",
       "      <td>9042</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>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>1941</td>\n",
       "      <td>2006</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>275</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>877</td>\n",
       "      <td>1152</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1188</td>\n",
       "      <td>1152</td>\n",
       "      <td>0</td>\n",
       "      <td>2340</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1941.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>1</td>\n",
       "      <td>252</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GdPrv</td>\n",
       "      <td>Shed</td>\n",
       "      <td>2500</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>266500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>9717</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>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1950</td>\n",
       "      <td>1996</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>49</td>\n",
       "      <td>Rec</td>\n",
       "      <td>1029</td>\n",
       "      <td>0</td>\n",
       "      <td>1078</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>FuseA</td>\n",
       "      <td>1078</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1078</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>240</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>366</td>\n",
       "      <td>0</td>\n",
       "      <td>112</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>4</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>142125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1460</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>75.0</td>\n",
       "      <td>9937</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>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1965</td>\n",
       "      <td>1965</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>830</td>\n",
       "      <td>LwQ</td>\n",
       "      <td>290</td>\n",
       "      <td>136</td>\n",
       "      <td>1256</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1256</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1256</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>1</td>\n",
       "      <td>276</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>736</td>\n",
       "      <td>68</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>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>147500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1460 rows × 80 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
       "Id                                                                      \n",
       "1             60       RL         65.0     8450   Pave   NaN      Reg   \n",
       "2             20       RL         80.0     9600   Pave   NaN      Reg   \n",
       "3             60       RL         68.0    11250   Pave   NaN      IR1   \n",
       "4             70       RL         60.0     9550   Pave   NaN      IR1   \n",
       "5             60       RL         84.0    14260   Pave   NaN      IR1   \n",
       "6             50       RL         85.0    14115   Pave   NaN      IR1   \n",
       "7             20       RL         75.0    10084   Pave   NaN      Reg   \n",
       "8             60       RL          NaN    10382   Pave   NaN      IR1   \n",
       "9             50       RM         51.0     6120   Pave   NaN      Reg   \n",
       "10           190       RL         50.0     7420   Pave   NaN      Reg   \n",
       "11            20       RL         70.0    11200   Pave   NaN      Reg   \n",
       "12            60       RL         85.0    11924   Pave   NaN      IR1   \n",
       "13            20       RL          NaN    12968   Pave   NaN      IR2   \n",
       "14            20       RL         91.0    10652   Pave   NaN      IR1   \n",
       "15            20       RL          NaN    10920   Pave   NaN      IR1   \n",
       "16            45       RM         51.0     6120   Pave   NaN      Reg   \n",
       "17            20       RL          NaN    11241   Pave   NaN      IR1   \n",
       "18            90       RL         72.0    10791   Pave   NaN      Reg   \n",
       "19            20       RL         66.0    13695   Pave   NaN      Reg   \n",
       "20            20       RL         70.0     7560   Pave   NaN      Reg   \n",
       "...          ...      ...          ...      ...    ...   ...      ...   \n",
       "1441          70       RL         79.0    11526   Pave   NaN      IR1   \n",
       "1442         120       RM          NaN     4426   Pave   NaN      Reg   \n",
       "1443          60       FV         85.0    11003   Pave   NaN      Reg   \n",
       "1444          30       RL          NaN     8854   Pave   NaN      Reg   \n",
       "1445          20       RL         63.0     8500   Pave   NaN      Reg   \n",
       "1446          85       RL         70.0     8400   Pave   NaN      Reg   \n",
       "1447          20       RL          NaN    26142   Pave   NaN      IR1   \n",
       "1448          60       RL         80.0    10000   Pave   NaN      Reg   \n",
       "1449          50       RL         70.0    11767   Pave   NaN      Reg   \n",
       "1450         180       RM         21.0     1533   Pave   NaN      Reg   \n",
       "1451          90       RL         60.0     9000   Pave   NaN      Reg   \n",
       "1452          20       RL         78.0     9262   Pave   NaN      Reg   \n",
       "1453         180       RM         35.0     3675   Pave   NaN      Reg   \n",
       "1454          20       RL         90.0    17217   Pave   NaN      Reg   \n",
       "1455          20       FV         62.0     7500   Pave  Pave      Reg   \n",
       "1456          60       RL         62.0     7917   Pave   NaN      Reg   \n",
       "1457          20       RL         85.0    13175   Pave   NaN      Reg   \n",
       "1458          70       RL         66.0     9042   Pave   NaN      Reg   \n",
       "1459          20       RL         68.0     9717   Pave   NaN      Reg   \n",
       "1460          20       RL         75.0     9937   Pave   NaN      Reg   \n",
       "\n",
       "     LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
       "Id                                                                       \n",
       "1            Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "2            Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
       "3            Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "4            Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
       "5            Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
       "6            Lvl    AllPub    Inside       Gtl      Mitchel       Norm   \n",
       "7            Lvl    AllPub    Inside       Gtl      Somerst       Norm   \n",
       "8            Lvl    AllPub    Corner       Gtl       NWAmes       PosN   \n",
       "9            Lvl    AllPub    Inside       Gtl      OldTown     Artery   \n",
       "10           Lvl    AllPub    Corner       Gtl      BrkSide     Artery   \n",
       "11           Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "12           Lvl    AllPub    Inside       Gtl      NridgHt       Norm   \n",
       "13           Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "14           Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "15           Lvl    AllPub    Corner       Gtl        NAmes       Norm   \n",
       "16           Lvl    AllPub    Corner       Gtl      BrkSide       Norm   \n",
       "17           Lvl    AllPub   CulDSac       Gtl        NAmes       Norm   \n",
       "18           Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "19           Lvl    AllPub    Inside       Gtl      SawyerW       RRAe   \n",
       "20           Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "...          ...       ...       ...       ...          ...        ...   \n",
       "1441         Bnk    AllPub    Inside       Mod      Crawfor       Norm   \n",
       "1442         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "1443         Lvl    AllPub    Inside       Gtl      Somerst       Norm   \n",
       "1444         Lvl    AllPub    Inside       Gtl      BrkSide       Norm   \n",
       "1445         Lvl    AllPub       FR2       Gtl      CollgCr       Norm   \n",
       "1446         Lvl    AllPub    Inside       Gtl       Sawyer       Norm   \n",
       "1447         Lvl    AllPub   CulDSac       Gtl      Mitchel       Norm   \n",
       "1448         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "1449         Lvl    AllPub    Inside       Gtl      Edwards       Norm   \n",
       "1450         Lvl    AllPub    Inside       Gtl      MeadowV       Norm   \n",
       "1451         Lvl    AllPub       FR2       Gtl        NAmes       Norm   \n",
       "1452         Lvl    AllPub    Inside       Gtl      Somerst       Norm   \n",
       "1453         Lvl    AllPub    Inside       Gtl      Edwards       Norm   \n",
       "1454         Lvl    AllPub    Inside       Gtl      Mitchel       Norm   \n",
       "1455         Lvl    AllPub    Inside       Gtl      Somerst       Norm   \n",
       "1456         Lvl    AllPub    Inside       Gtl      Gilbert       Norm   \n",
       "1457         Lvl    AllPub    Inside       Gtl       NWAmes       Norm   \n",
       "1458         Lvl    AllPub    Inside       Gtl      Crawfor       Norm   \n",
       "1459         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "1460         Lvl    AllPub    Inside       Gtl      Edwards       Norm   \n",
       "\n",
       "     Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "Id                                                                         \n",
       "1          Norm     1Fam     2Story            7            5       2003   \n",
       "2          Norm     1Fam     1Story            6            8       1976   \n",
       "3          Norm     1Fam     2Story            7            5       2001   \n",
       "4          Norm     1Fam     2Story            7            5       1915   \n",
       "5          Norm     1Fam     2Story            8            5       2000   \n",
       "6          Norm     1Fam     1.5Fin            5            5       1993   \n",
       "7          Norm     1Fam     1Story            8            5       2004   \n",
       "8          Norm     1Fam     2Story            7            6       1973   \n",
       "9          Norm     1Fam     1.5Fin            7            5       1931   \n",
       "10       Artery   2fmCon     1.5Unf            5            6       1939   \n",
       "11         Norm     1Fam     1Story            5            5       1965   \n",
       "12         Norm     1Fam     2Story            9            5       2005   \n",
       "13         Norm     1Fam     1Story            5            6       1962   \n",
       "14         Norm     1Fam     1Story            7            5       2006   \n",
       "15         Norm     1Fam     1Story            6            5       1960   \n",
       "16         Norm     1Fam     1.5Unf            7            8       1929   \n",
       "17         Norm     1Fam     1Story            6            7       1970   \n",
       "18         Norm   Duplex     1Story            4            5       1967   \n",
       "19         Norm     1Fam     1Story            5            5       2004   \n",
       "20         Norm     1Fam     1Story            5            6       1958   \n",
       "...         ...      ...        ...          ...          ...        ...   \n",
       "1441       Norm     1Fam     2.5Fin            6            7       1922   \n",
       "1442       Norm   TwnhsE     1Story            6            5       2004   \n",
       "1443       Norm     1Fam     2Story           10            5       2008   \n",
       "1444       Norm     1Fam     1.5Unf            6            6       1916   \n",
       "1445       Norm     1Fam     1Story            7            5       2004   \n",
       "1446       Norm     1Fam     SFoyer            6            5       1966   \n",
       "1447       Norm     1Fam     1Story            5            7       1962   \n",
       "1448       Norm     1Fam     2Story            8            5       1995   \n",
       "1449       Norm     1Fam     2Story            4            7       1910   \n",
       "1450       Norm    Twnhs     SFoyer            5            7       1970   \n",
       "1451       Norm   Duplex     2Story            5            5       1974   \n",
       "1452       Norm     1Fam     1Story            8            5       2008   \n",
       "1453       Norm   TwnhsE       SLvl            5            5       2005   \n",
       "1454       Norm     1Fam     1Story            5            5       2006   \n",
       "1455       Norm     1Fam     1Story            7            5       2004   \n",
       "1456       Norm     1Fam     2Story            6            5       1999   \n",
       "1457       Norm     1Fam     1Story            6            6       1978   \n",
       "1458       Norm     1Fam     2Story            7            9       1941   \n",
       "1459       Norm     1Fam     1Story            5            6       1950   \n",
       "1460       Norm     1Fam     1Story            5            6       1965   \n",
       "\n",
       "      YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
       "Id                                                                         \n",
       "1             2003     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "2             1976     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "3             2002     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "4             1970     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
       "5             2000     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "6             1995     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "7             2005     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "8             1973     Gable  CompShg     HdBoard     HdBoard      Stone   \n",
       "9             1950     Gable  CompShg     BrkFace     Wd Shng       None   \n",
       "10            1950     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "11            1965       Hip  CompShg     HdBoard     HdBoard       None   \n",
       "12            2006       Hip  CompShg     WdShing     Wd Shng      Stone   \n",
       "13            1962       Hip  CompShg     HdBoard     Plywood       None   \n",
       "14            2007     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "15            1960       Hip  CompShg     MetalSd     MetalSd    BrkFace   \n",
       "16            2001     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "17            1970     Gable  CompShg     Wd Sdng     Wd Sdng    BrkFace   \n",
       "18            1967     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "19            2004     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "20            1965       Hip  CompShg     BrkFace     Plywood       None   \n",
       "...            ...       ...      ...         ...         ...        ...   \n",
       "1441          1994     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "1442          2004     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "1443          2008     Gable  CompShg     VinylSd     VinylSd      Stone   \n",
       "1444          1950     Gable  CompShg     Wd Sdng     Wd Sdng       None   \n",
       "1445          2004     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "1446          1966     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "1447          1962     Gable  CompShg     HdBoard     HdBoard    BrkFace   \n",
       "1448          1996     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "1449          2000     Gable  CompShg     MetalSd     HdBoard       None   \n",
       "1450          1970     Gable  CompShg     CemntBd     CmentBd       None   \n",
       "1451          1974     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "1452          2009     Gable  CompShg     CemntBd     CmentBd      Stone   \n",
       "1453          2005     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "1454          2006     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "1455          2005     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "1456          2000     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "1457          1988     Gable  CompShg     Plywood     Plywood      Stone   \n",
       "1458          2006     Gable  CompShg     CemntBd     CmentBd       None   \n",
       "1459          1996       Hip  CompShg     MetalSd     MetalSd       None   \n",
       "1460          1965     Gable  CompShg     HdBoard     HdBoard       None   \n",
       "\n",
       "      MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond  \\\n",
       "Id                                                                  \n",
       "1          196.0        Gd        TA      PConc       Gd       TA   \n",
       "2            0.0        TA        TA     CBlock       Gd       TA   \n",
       "3          162.0        Gd        TA      PConc       Gd       TA   \n",
       "4            0.0        TA        TA     BrkTil       TA       Gd   \n",
       "5          350.0        Gd        TA      PConc       Gd       TA   \n",
       "6            0.0        TA        TA       Wood       Gd       TA   \n",
       "7          186.0        Gd        TA      PConc       Ex       TA   \n",
       "8          240.0        TA        TA     CBlock       Gd       TA   \n",
       "9            0.0        TA        TA     BrkTil       TA       TA   \n",
       "10           0.0        TA        TA     BrkTil       TA       TA   \n",
       "11           0.0        TA        TA     CBlock       TA       TA   \n",
       "12         286.0        Ex        TA      PConc       Ex       TA   \n",
       "13           0.0        TA        TA     CBlock       TA       TA   \n",
       "14         306.0        Gd        TA      PConc       Gd       TA   \n",
       "15         212.0        TA        TA     CBlock       TA       TA   \n",
       "16           0.0        TA        TA     BrkTil       TA       TA   \n",
       "17         180.0        TA        TA     CBlock       TA       TA   \n",
       "18           0.0        TA        TA       Slab      NaN      NaN   \n",
       "19           0.0        TA        TA      PConc       TA       TA   \n",
       "20           0.0        TA        TA     CBlock       TA       TA   \n",
       "...          ...       ...       ...        ...      ...      ...   \n",
       "1441         0.0        TA        TA     BrkTil       Ex       TA   \n",
       "1442       147.0        Gd        TA      PConc       Gd       TA   \n",
       "1443       160.0        Ex        TA      PConc       Ex       TA   \n",
       "1444         0.0        TA        TA     BrkTil       TA       TA   \n",
       "1445       106.0        Gd        TA      PConc       Gd       TA   \n",
       "1446         0.0        TA        TA     CBlock       TA       TA   \n",
       "1447       189.0        TA        TA     CBlock       TA       TA   \n",
       "1448       438.0        Gd        TA      PConc       Gd       TA   \n",
       "1449         0.0        TA        TA     CBlock       Fa       TA   \n",
       "1450         0.0        TA        TA     CBlock       Gd       TA   \n",
       "1451         0.0        TA        TA     CBlock       Gd       TA   \n",
       "1452       194.0        Gd        TA      PConc       Gd       TA   \n",
       "1453        80.0        TA        TA      PConc       Gd       TA   \n",
       "1454         0.0        TA        TA      PConc       Gd       TA   \n",
       "1455         0.0        Gd        TA      PConc       Gd       TA   \n",
       "1456         0.0        TA        TA      PConc       Gd       TA   \n",
       "1457       119.0        TA        TA     CBlock       Gd       TA   \n",
       "1458         0.0        Ex        Gd      Stone       TA       Gd   \n",
       "1459         0.0        TA        TA     CBlock       TA       TA   \n",
       "1460         0.0        Gd        TA     CBlock       TA       TA   \n",
       "\n",
       "     BsmtExposure BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  \\\n",
       "Id                                                                    \n",
       "1              No          GLQ         706          Unf           0   \n",
       "2              Gd          ALQ         978          Unf           0   \n",
       "3              Mn          GLQ         486          Unf           0   \n",
       "4              No          ALQ         216          Unf           0   \n",
       "5              Av          GLQ         655          Unf           0   \n",
       "6              No          GLQ         732          Unf           0   \n",
       "7              Av          GLQ        1369          Unf           0   \n",
       "8              Mn          ALQ         859          BLQ          32   \n",
       "9              No          Unf           0          Unf           0   \n",
       "10             No          GLQ         851          Unf           0   \n",
       "11             No          Rec         906          Unf           0   \n",
       "12             No          GLQ         998          Unf           0   \n",
       "13             No          ALQ         737          Unf           0   \n",
       "14             Av          Unf           0          Unf           0   \n",
       "15             No          BLQ         733          Unf           0   \n",
       "16             No          Unf           0          Unf           0   \n",
       "17             No          ALQ         578          Unf           0   \n",
       "18            NaN          NaN           0          NaN           0   \n",
       "19             No          GLQ         646          Unf           0   \n",
       "20             No          LwQ         504          Unf           0   \n",
       "...           ...          ...         ...          ...         ...   \n",
       "1441           No          Unf           0          Unf           0   \n",
       "1442           Av          GLQ         697          Unf           0   \n",
       "1443           Av          GLQ         765          Unf           0   \n",
       "1444           No          Unf           0          Unf           0   \n",
       "1445           Av          Unf           0          Unf           0   \n",
       "1446           Gd          LwQ         187          Rec         627   \n",
       "1447           No          Rec         593          Unf           0   \n",
       "1448           No          GLQ        1079          Unf           0   \n",
       "1449           No          Unf           0          Unf           0   \n",
       "1450           Av          GLQ         553          Unf           0   \n",
       "1451           No          Unf           0          Unf           0   \n",
       "1452           No          Unf           0          Unf           0   \n",
       "1453           Gd          GLQ         547          Unf           0   \n",
       "1454           No          Unf           0          Unf           0   \n",
       "1455           No          GLQ         410          Unf           0   \n",
       "1456           No          Unf           0          Unf           0   \n",
       "1457           No          ALQ         790          Rec         163   \n",
       "1458           No          GLQ         275          Unf           0   \n",
       "1459           Mn          GLQ          49          Rec        1029   \n",
       "1460           No          BLQ         830          LwQ         290   \n",
       "\n",
       "      BsmtUnfSF  TotalBsmtSF Heating HeatingQC CentralAir Electrical  \\\n",
       "Id                                                                     \n",
       "1           150          856    GasA        Ex          Y      SBrkr   \n",
       "2           284         1262    GasA        Ex          Y      SBrkr   \n",
       "3           434          920    GasA        Ex          Y      SBrkr   \n",
       "4           540          756    GasA        Gd          Y      SBrkr   \n",
       "5           490         1145    GasA        Ex          Y      SBrkr   \n",
       "6            64          796    GasA        Ex          Y      SBrkr   \n",
       "7           317         1686    GasA        Ex          Y      SBrkr   \n",
       "8           216         1107    GasA        Ex          Y      SBrkr   \n",
       "9           952          952    GasA        Gd          Y      FuseF   \n",
       "10          140          991    GasA        Ex          Y      SBrkr   \n",
       "11          134         1040    GasA        Ex          Y      SBrkr   \n",
       "12          177         1175    GasA        Ex          Y      SBrkr   \n",
       "13          175          912    GasA        TA          Y      SBrkr   \n",
       "14         1494         1494    GasA        Ex          Y      SBrkr   \n",
       "15          520         1253    GasA        TA          Y      SBrkr   \n",
       "16          832          832    GasA        Ex          Y      FuseA   \n",
       "17          426         1004    GasA        Ex          Y      SBrkr   \n",
       "18            0            0    GasA        TA          Y      SBrkr   \n",
       "19          468         1114    GasA        Ex          Y      SBrkr   \n",
       "20          525         1029    GasA        TA          Y      SBrkr   \n",
       "...         ...          ...     ...       ...        ...        ...   \n",
       "1441        588          588    GasA        Fa          Y      SBrkr   \n",
       "1442        151          848    GasA        Ex          Y      SBrkr   \n",
       "1443        252         1017    GasA        Ex          Y      SBrkr   \n",
       "1444        952          952    Grav        Fa          N      FuseF   \n",
       "1445       1422         1422    GasA        Ex          Y      SBrkr   \n",
       "1446          0          814    GasA        Gd          Y      SBrkr   \n",
       "1447        595         1188    GasA        TA          Y      SBrkr   \n",
       "1448        141         1220    GasA        Ex          Y      SBrkr   \n",
       "1449        560          560    GasA        Gd          N      SBrkr   \n",
       "1450         77          630    GasA        Ex          Y      SBrkr   \n",
       "1451        896          896    GasA        TA          Y      SBrkr   \n",
       "1452       1573         1573    GasA        Ex          Y      SBrkr   \n",
       "1453          0          547    GasA        Gd          Y      SBrkr   \n",
       "1454       1140         1140    GasA        Ex          Y      SBrkr   \n",
       "1455        811         1221    GasA        Ex          Y      SBrkr   \n",
       "1456        953          953    GasA        Ex          Y      SBrkr   \n",
       "1457        589         1542    GasA        TA          Y      SBrkr   \n",
       "1458        877         1152    GasA        Ex          Y      SBrkr   \n",
       "1459          0         1078    GasA        Gd          Y      FuseA   \n",
       "1460        136         1256    GasA        Gd          Y      SBrkr   \n",
       "\n",
       "      1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  \\\n",
       "Id                                                                              \n",
       "1          856       854             0       1710             1             0   \n",
       "2         1262         0             0       1262             0             1   \n",
       "3          920       866             0       1786             1             0   \n",
       "4          961       756             0       1717             1             0   \n",
       "5         1145      1053             0       2198             1             0   \n",
       "6          796       566             0       1362             1             0   \n",
       "7         1694         0             0       1694             1             0   \n",
       "8         1107       983             0       2090             1             0   \n",
       "9         1022       752             0       1774             0             0   \n",
       "10        1077         0             0       1077             1             0   \n",
       "11        1040         0             0       1040             1             0   \n",
       "12        1182      1142             0       2324             1             0   \n",
       "13         912         0             0        912             1             0   \n",
       "14        1494         0             0       1494             0             0   \n",
       "15        1253         0             0       1253             1             0   \n",
       "16         854         0             0        854             0             0   \n",
       "17        1004         0             0       1004             1             0   \n",
       "18        1296         0             0       1296             0             0   \n",
       "19        1114         0             0       1114             1             0   \n",
       "20        1339         0             0       1339             0             0   \n",
       "...        ...       ...           ...        ...           ...           ...   \n",
       "1441      1423       748           384       2555             0             0   \n",
       "1442       848         0             0        848             1             0   \n",
       "1443      1026       981             0       2007             1             0   \n",
       "1444       952         0             0        952             0             0   \n",
       "1445      1422         0             0       1422             0             0   \n",
       "1446       913         0             0        913             1             0   \n",
       "1447      1188         0             0       1188             0             0   \n",
       "1448      1220       870             0       2090             1             0   \n",
       "1449       796       550             0       1346             0             0   \n",
       "1450       630         0             0        630             1             0   \n",
       "1451       896       896             0       1792             0             0   \n",
       "1452      1578         0             0       1578             0             0   \n",
       "1453      1072         0             0       1072             1             0   \n",
       "1454      1140         0             0       1140             0             0   \n",
       "1455      1221         0             0       1221             1             0   \n",
       "1456       953       694             0       1647             0             0   \n",
       "1457      2073         0             0       2073             1             0   \n",
       "1458      1188      1152             0       2340             0             0   \n",
       "1459      1078         0             0       1078             1             0   \n",
       "1460      1256         0             0       1256             1             0   \n",
       "\n",
       "      FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr KitchenQual  \\\n",
       "Id                                                                 \n",
       "1            2         1             3             1          Gd   \n",
       "2            2         0             3             1          TA   \n",
       "3            2         1             3             1          Gd   \n",
       "4            1         0             3             1          Gd   \n",
       "5            2         1             4             1          Gd   \n",
       "6            1         1             1             1          TA   \n",
       "7            2         0             3             1          Gd   \n",
       "8            2         1             3             1          TA   \n",
       "9            2         0             2             2          TA   \n",
       "10           1         0             2             2          TA   \n",
       "11           1         0             3             1          TA   \n",
       "12           3         0             4             1          Ex   \n",
       "13           1         0             2             1          TA   \n",
       "14           2         0             3             1          Gd   \n",
       "15           1         1             2             1          TA   \n",
       "16           1         0             2             1          TA   \n",
       "17           1         0             2             1          TA   \n",
       "18           2         0             2             2          TA   \n",
       "19           1         1             3             1          Gd   \n",
       "20           1         0             3             1          TA   \n",
       "...        ...       ...           ...           ...         ...   \n",
       "1441         2         0             3             1          TA   \n",
       "1442         1         0             1             1          Gd   \n",
       "1443         2         1             3             1          Ex   \n",
       "1444         1         0             2             1          Fa   \n",
       "1445         2         0             3             1          Gd   \n",
       "1446         1         0             3             1          TA   \n",
       "1447         1         0             3             1          TA   \n",
       "1448         2         1             3             1          Gd   \n",
       "1449         1         1             2             1          TA   \n",
       "1450         1         0             1             1          Ex   \n",
       "1451         2         2             4             2          TA   \n",
       "1452         2         0             3             1          Ex   \n",
       "1453         1         0             2             1          TA   \n",
       "1454         1         0             3             1          TA   \n",
       "1455         2         0             2             1          Gd   \n",
       "1456         2         1             3             1          TA   \n",
       "1457         2         0             3             1          TA   \n",
       "1458         2         0             4             1          Gd   \n",
       "1459         1         0             2             1          Gd   \n",
       "1460         1         1             3             1          TA   \n",
       "\n",
       "      TotRmsAbvGrd Functional  Fireplaces FireplaceQu GarageType  GarageYrBlt  \\\n",
       "Id                                                                              \n",
       "1                8        Typ           0         NaN     Attchd       2003.0   \n",
       "2                6        Typ           1          TA     Attchd       1976.0   \n",
       "3                6        Typ           1          TA     Attchd       2001.0   \n",
       "4                7        Typ           1          Gd     Detchd       1998.0   \n",
       "5                9        Typ           1          TA     Attchd       2000.0   \n",
       "6                5        Typ           0         NaN     Attchd       1993.0   \n",
       "7                7        Typ           1          Gd     Attchd       2004.0   \n",
       "8                7        Typ           2          TA     Attchd       1973.0   \n",
       "9                8       Min1           2          TA     Detchd       1931.0   \n",
       "10               5        Typ           2          TA     Attchd       1939.0   \n",
       "11               5        Typ           0         NaN     Detchd       1965.0   \n",
       "12              11        Typ           2          Gd    BuiltIn       2005.0   \n",
       "13               4        Typ           0         NaN     Detchd       1962.0   \n",
       "14               7        Typ           1          Gd     Attchd       2006.0   \n",
       "15               5        Typ           1          Fa     Attchd       1960.0   \n",
       "16               5        Typ           0         NaN     Detchd       1991.0   \n",
       "17               5        Typ           1          TA     Attchd       1970.0   \n",
       "18               6        Typ           0         NaN    CarPort       1967.0   \n",
       "19               6        Typ           0         NaN     Detchd       2004.0   \n",
       "20               6       Min1           0         NaN     Attchd       1958.0   \n",
       "...            ...        ...         ...         ...        ...          ...   \n",
       "1441            11       Min1           1          Gd     Detchd       1993.0   \n",
       "1442             3        Typ           1          TA     Attchd       2004.0   \n",
       "1443            10        Typ           1          Ex     Attchd       2008.0   \n",
       "1444             4        Typ           1          Gd     Detchd       1916.0   \n",
       "1445             7        Typ           0         NaN     Attchd       2004.0   \n",
       "1446             6        Typ           0         NaN     Detchd       1990.0   \n",
       "1447             6        Typ           0         NaN     Attchd       1962.0   \n",
       "1448             8        Typ           1          TA     Attchd       1995.0   \n",
       "1449             6       Min2           0         NaN     Detchd       1950.0   \n",
       "1450             3        Typ           0         NaN        NaN          NaN   \n",
       "1451             8        Typ           0         NaN        NaN          NaN   \n",
       "1452             7        Typ           1          Gd     Attchd       2008.0   \n",
       "1453             5        Typ           0         NaN    Basment       2005.0   \n",
       "1454             6        Typ           0         NaN        NaN          NaN   \n",
       "1455             6        Typ           0         NaN     Attchd       2004.0   \n",
       "1456             7        Typ           1          TA     Attchd       1999.0   \n",
       "1457             7       Min1           2          TA     Attchd       1978.0   \n",
       "1458             9        Typ           2          Gd     Attchd       1941.0   \n",
       "1459             5        Typ           0         NaN     Attchd       1950.0   \n",
       "1460             6        Typ           0         NaN     Attchd       1965.0   \n",
       "\n",
       "     GarageFinish  GarageCars  GarageArea GarageQual GarageCond PavedDrive  \\\n",
       "Id                                                                           \n",
       "1             RFn           2         548         TA         TA          Y   \n",
       "2             RFn           2         460         TA         TA          Y   \n",
       "3             RFn           2         608         TA         TA          Y   \n",
       "4             Unf           3         642         TA         TA          Y   \n",
       "5             RFn           3         836         TA         TA          Y   \n",
       "6             Unf           2         480         TA         TA          Y   \n",
       "7             RFn           2         636         TA         TA          Y   \n",
       "8             RFn           2         484         TA         TA          Y   \n",
       "9             Unf           2         468         Fa         TA          Y   \n",
       "10            RFn           1         205         Gd         TA          Y   \n",
       "11            Unf           1         384         TA         TA          Y   \n",
       "12            Fin           3         736         TA         TA          Y   \n",
       "13            Unf           1         352         TA         TA          Y   \n",
       "14            RFn           3         840         TA         TA          Y   \n",
       "15            RFn           1         352         TA         TA          Y   \n",
       "16            Unf           2         576         TA         TA          Y   \n",
       "17            Fin           2         480         TA         TA          Y   \n",
       "18            Unf           2         516         TA         TA          Y   \n",
       "19            Unf           2         576         TA         TA          Y   \n",
       "20            Unf           1         294         TA         TA          Y   \n",
       "...           ...         ...         ...        ...        ...        ...   \n",
       "1441          Fin           2         672         TA         TA          Y   \n",
       "1442          RFn           2         420         TA         TA          Y   \n",
       "1443          Fin           3         812         TA         TA          Y   \n",
       "1444          Unf           1         192         Fa         Po          P   \n",
       "1445          RFn           2         626         TA         TA          Y   \n",
       "1446          Unf           1         240         TA         TA          Y   \n",
       "1447          Unf           1         312         TA         TA          P   \n",
       "1448          RFn           2         556         TA         TA          Y   \n",
       "1449          Unf           1         384         Fa         TA          Y   \n",
       "1450          NaN           0           0        NaN        NaN          Y   \n",
       "1451          NaN           0           0        NaN        NaN          Y   \n",
       "1452          Fin           3         840         TA         TA          Y   \n",
       "1453          Fin           2         525         TA         TA          Y   \n",
       "1454          NaN           0           0        NaN        NaN          Y   \n",
       "1455          RFn           2         400         TA         TA          Y   \n",
       "1456          RFn           2         460         TA         TA          Y   \n",
       "1457          Unf           2         500         TA         TA          Y   \n",
       "1458          RFn           1         252         TA         TA          Y   \n",
       "1459          Unf           1         240         TA         TA          Y   \n",
       "1460          Fin           1         276         TA         TA          Y   \n",
       "\n",
       "      WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  \\\n",
       "Id                                                                     \n",
       "1              0           61              0          0            0   \n",
       "2            298            0              0          0            0   \n",
       "3              0           42              0          0            0   \n",
       "4              0           35            272          0            0   \n",
       "5            192           84              0          0            0   \n",
       "6             40           30              0        320            0   \n",
       "7            255           57              0          0            0   \n",
       "8            235          204            228          0            0   \n",
       "9             90            0            205          0            0   \n",
       "10             0            4              0          0            0   \n",
       "11             0            0              0          0            0   \n",
       "12           147           21              0          0            0   \n",
       "13           140            0              0          0          176   \n",
       "14           160           33              0          0            0   \n",
       "15             0          213            176          0            0   \n",
       "16            48          112              0          0            0   \n",
       "17             0            0              0          0            0   \n",
       "18             0            0              0          0            0   \n",
       "19             0          102              0          0            0   \n",
       "20             0            0              0          0            0   \n",
       "...          ...          ...            ...        ...          ...   \n",
       "1441         431            0              0          0            0   \n",
       "1442         149            0              0          0            0   \n",
       "1443         168           52              0          0            0   \n",
       "1444           0           98              0          0           40   \n",
       "1445         192           60              0          0            0   \n",
       "1446           0            0            252          0            0   \n",
       "1447         261           39              0          0            0   \n",
       "1448           0           65              0          0            0   \n",
       "1449         168           24              0          0            0   \n",
       "1450           0            0              0          0            0   \n",
       "1451          32           45              0          0            0   \n",
       "1452           0           36              0          0            0   \n",
       "1453           0           28              0          0            0   \n",
       "1454          36           56              0          0            0   \n",
       "1455           0          113              0          0            0   \n",
       "1456           0           40              0          0            0   \n",
       "1457         349            0              0          0            0   \n",
       "1458           0           60              0          0            0   \n",
       "1459         366            0            112          0            0   \n",
       "1460         736           68              0          0            0   \n",
       "\n",
       "      PoolArea PoolQC  Fence MiscFeature  MiscVal  MoSold  YrSold SaleType  \\\n",
       "Id                                                                           \n",
       "1            0    NaN    NaN         NaN        0       2    2008       WD   \n",
       "2            0    NaN    NaN         NaN        0       5    2007       WD   \n",
       "3            0    NaN    NaN         NaN        0       9    2008       WD   \n",
       "4            0    NaN    NaN         NaN        0       2    2006       WD   \n",
       "5            0    NaN    NaN         NaN        0      12    2008       WD   \n",
       "6            0    NaN  MnPrv        Shed      700      10    2009       WD   \n",
       "7            0    NaN    NaN         NaN        0       8    2007       WD   \n",
       "8            0    NaN    NaN        Shed      350      11    2009       WD   \n",
       "9            0    NaN    NaN         NaN        0       4    2008       WD   \n",
       "10           0    NaN    NaN         NaN        0       1    2008       WD   \n",
       "11           0    NaN    NaN         NaN        0       2    2008       WD   \n",
       "12           0    NaN    NaN         NaN        0       7    2006      New   \n",
       "13           0    NaN    NaN         NaN        0       9    2008       WD   \n",
       "14           0    NaN    NaN         NaN        0       8    2007      New   \n",
       "15           0    NaN   GdWo         NaN        0       5    2008       WD   \n",
       "16           0    NaN  GdPrv         NaN        0       7    2007       WD   \n",
       "17           0    NaN    NaN        Shed      700       3    2010       WD   \n",
       "18           0    NaN    NaN        Shed      500      10    2006       WD   \n",
       "19           0    NaN    NaN         NaN        0       6    2008       WD   \n",
       "20           0    NaN  MnPrv         NaN        0       5    2009      COD   \n",
       "...        ...    ...    ...         ...      ...     ...     ...      ...   \n",
       "1441         0    NaN    NaN         NaN        0       9    2008       WD   \n",
       "1442         0    NaN    NaN         NaN        0       5    2008       WD   \n",
       "1443         0    NaN    NaN         NaN        0       4    2009       WD   \n",
       "1444         0    NaN    NaN         NaN        0       5    2009       WD   \n",
       "1445         0    NaN    NaN         NaN        0      11    2007       WD   \n",
       "1446         0    NaN    NaN         NaN        0       5    2007       WD   \n",
       "1447         0    NaN    NaN         NaN        0       4    2010       WD   \n",
       "1448         0    NaN    NaN         NaN        0      12    2007       WD   \n",
       "1449         0    NaN   GdWo         NaN        0       5    2007       WD   \n",
       "1450         0    NaN    NaN         NaN        0       8    2006       WD   \n",
       "1451         0    NaN    NaN         NaN        0       9    2009       WD   \n",
       "1452         0    NaN    NaN         NaN        0       5    2009      New   \n",
       "1453         0    NaN    NaN         NaN        0       5    2006       WD   \n",
       "1454         0    NaN    NaN         NaN        0       7    2006       WD   \n",
       "1455         0    NaN    NaN         NaN        0      10    2009       WD   \n",
       "1456         0    NaN    NaN         NaN        0       8    2007       WD   \n",
       "1457         0    NaN  MnPrv         NaN        0       2    2010       WD   \n",
       "1458         0    NaN  GdPrv        Shed     2500       5    2010       WD   \n",
       "1459         0    NaN    NaN         NaN        0       4    2010       WD   \n",
       "1460         0    NaN    NaN         NaN        0       6    2008       WD   \n",
       "\n",
       "     SaleCondition  SalePrice  \n",
       "Id                             \n",
       "1           Normal     208500  \n",
       "2           Normal     181500  \n",
       "3           Normal     223500  \n",
       "4          Abnorml     140000  \n",
       "5           Normal     250000  \n",
       "6           Normal     143000  \n",
       "7           Normal     307000  \n",
       "8           Normal     200000  \n",
       "9          Abnorml     129900  \n",
       "10          Normal     118000  \n",
       "11          Normal     129500  \n",
       "12         Partial     345000  \n",
       "13          Normal     144000  \n",
       "14         Partial     279500  \n",
       "15          Normal     157000  \n",
       "16          Normal     132000  \n",
       "17          Normal     149000  \n",
       "18          Normal      90000  \n",
       "19          Normal     159000  \n",
       "20         Abnorml     139000  \n",
       "...            ...        ...  \n",
       "1441        Normal     191000  \n",
       "1442        Normal     149300  \n",
       "1443        Normal     310000  \n",
       "1444        Normal     121000  \n",
       "1445        Normal     179600  \n",
       "1446        Normal     129000  \n",
       "1447        Normal     157900  \n",
       "1448        Normal     240000  \n",
       "1449        Normal     112000  \n",
       "1450       Abnorml      92000  \n",
       "1451        Normal     136000  \n",
       "1452       Partial     287090  \n",
       "1453        Normal     145000  \n",
       "1454       Abnorml      84500  \n",
       "1455        Normal     185000  \n",
       "1456        Normal     175000  \n",
       "1457        Normal     210000  \n",
       "1458        Normal     266500  \n",
       "1459        Normal     142125  \n",
       "1460        Normal     147500  \n",
       "\n",
       "[1460 rows x 80 columns]"
      ]
     },
     "execution_count": 560,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load test data, setting all NA values to NaN (which can be interpretted in Python)\n",
    "def load_dataset(csv_path):\n",
    "    \"\"\"Loads a dataset with pre-defined settings\n",
    "    \n",
    "    :param csv_path: A string containing the relative path to the csv file\n",
    "    :returns: A pandas dataframe\n",
    "    \"\"\"\n",
    "    \n",
    "    df = pd.read_csv(csv_path, \n",
    "                     index_col=0, \n",
    "                     #na_values=\"NaN\", \n",
    "                     #keep_default_na=False,\n",
    "                    )\n",
    "    return df\n",
    "\n",
    "train_df = load_dataset(\"data/train.csv\")\n",
    "test_df = load_dataset(\"data/test.csv\")\n",
    "train_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Cleaning and filling missing data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 561,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Original white paper of the Ames dataset recommends removing observations above 4000ft^2 in GrLivArea which contains\n",
    "# abnormal properties (see the scatterplot in part1_notebook)\n",
    "def remove_outliers(df):\n",
    "    \"\"\"Removes Ames dataset outliers\n",
    "    \n",
    "    :param df: Pandas dataframe containing GrLivArea column\n",
    "    :returns: Pandas dataframe with ouliers removed\n",
    "    \"\"\" \n",
    "    df = df[df.GrLivArea < 4000]\n",
    "    return df\n",
    "\n",
    "train_df = remove_outliers(train_df)\n",
    "#test_df = remove_outliers(train_df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 562,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              Missing Data Percentage\n",
      "SaleType                     0.034305\n",
      "KitchenQual                  0.034305\n",
      "BsmtFinSF1                   0.034305\n",
      "BsmtFinSF2                   0.034305\n",
      "GarageCars                   0.034305\n",
      "GarageArea                   0.034305\n",
      "TotalBsmtSF                  0.034305\n",
      "Exterior2nd                  0.034305\n",
      "Exterior1st                  0.034305\n",
      "BsmtUnfSF                    0.034305\n",
      "Electrical                   0.034305\n",
      "Functional                   0.068611\n",
      "Utilities                    0.068611\n",
      "BsmtHalfBath                 0.068611\n",
      "BsmtFullBath                 0.068611\n",
      "MSZoning                     0.137221\n",
      "MasVnrArea                   0.789022\n",
      "MasVnrType                   0.823328\n",
      "BsmtFinType1                 2.710120\n",
      "BsmtFinType2                 2.744425\n",
      "BsmtQual                     2.778731\n",
      "BsmtCond                     2.813036\n",
      "BsmtExposure                 2.813036\n",
      "GarageType                   5.385935\n",
      "GarageYrBlt                  5.454545\n",
      "GarageFinish                 5.454545\n",
      "GarageCond                   5.454545\n",
      "GarageQual                   5.454545\n",
      "LotFrontage                 16.672384\n",
      "FireplaceQu                 48.713551\n",
      "Fence                       80.445969\n",
      "Alley                       93.207547\n",
      "MiscFeature                 96.397942\n",
      "PoolQC                      99.725557\n",
      "           Missing Data Percentage\n",
      "Utilities                 0.068611\n",
      "MSZoning                  0.137221\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ensamars/usr/dev/prediction-sales-prices-ames-iowa/venv/lib/python3.6/site-packages/ipykernel_launcher.py:89: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Filling in missing data... Here we go\n",
    "# There is alot of missing data\n",
    "def generate_missing_ratio_table(train_df):\n",
    "    \"\"\"Generates a table for missing data\n",
    "    \n",
    "    :param train_df: The dataframe to find missing data by column\n",
    "    :returns: None\n",
    "    \"\"\"\n",
    "    train_na = (train_df.isnull().sum() / len(train_df)) * 100\n",
    "    train_na = train_na.drop(train_na[train_na == 0].index).sort_values()\n",
    "    train_na_ratio = pd.DataFrame({'Missing Data Percentage' :train_na})\n",
    "    print(train_na_ratio)\n",
    "    return None\n",
    "\n",
    "def fill_and_impute_missing(df):\n",
    "    \"\"\"Replaces/Imputes missing data for all variables in the dataset sequentially\n",
    "    \n",
    "    :param df: Pandas dataframe containing Ames Dataset\n",
    "    :returns: Pandas dataframe with missing values imputed/filled in. \n",
    "    \"\"\"\n",
    "    \n",
    "    # PoolQC missing data implies no pool\n",
    "    df[\"PoolQC\"] = df[\"PoolQC\"].fillna(\"None\")\n",
    "    \n",
    "    # MiscFeature missin data impies no miscellaneous features\n",
    "    df[\"MiscFeature\"] = df[\"MiscFeature\"].fillna(\"None\")\n",
    "    \n",
    "    # Alley missing data implies no access to alley\n",
    "    df[\"Alley\"] = df[\"Alley\"].fillna(\"None\")\n",
    "    \n",
    "    # Missing Fence data implies no fence\n",
    "    df[\"Fence\"] = df[\"Fence\"].fillna(\"None\")\n",
    "    \n",
    "    # Missing FirePlaceQu implies that the property has no fireplace\n",
    "    df[\"FireplaceQu\"] = df[\"FireplaceQu\"].fillna(\"None\")\n",
    "    \n",
    "    # LotFrontage is a numerical variable. Here we can impute missing data\n",
    "    # by assigning the median as most properties will have a similar \n",
    "    # street length in their neighborhood (filling with zero here doesnt\n",
    "    # make sense as most properties are connected by streets)\n",
    "    df[\"LotFrontage\"] = df.groupby(\"Neighborhood\")[\"LotFrontage\"].transform(\n",
    "        lambda n: n.fillna(n.median())\n",
    "    )\n",
    "    \n",
    "    # the garage variables share identical missing data percentage which implies\n",
    "    # That missing data means no garage. Numerical variables here are set to 0. \n",
    "    df[\"GarageCond\"] = df[\"GarageCond\"].fillna(\"None\")\n",
    "    df[\"GarageQual\"] = df[\"GarageQual\"].fillna(\"None\")\n",
    "    df[\"GarageFinish\"] = df[\"GarageFinish\"].fillna(\"None\")\n",
    "    df[\"GarageType\"] =  df[\"GarageType\"].fillna(\"None\")\n",
    "    \n",
    "    df[\"GarageYrBlt\"] = df[\"GarageYrBlt\"].fillna(0)\n",
    "    df[\"GarageArea\"] = df[\"GarageArea\"].fillna(0)\n",
    "    df[\"GarageCars\"] = df[\"GarageCars\"].fillna(0)\n",
    "    \n",
    "    # Missing data for Basement (Bsmt) associated variables imply no basement\n",
    "    # This does also mean setting numerical variables to zero as well\n",
    "    \n",
    "    for var in ('BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2'):\n",
    "        df[var] = df[var].fillna('None')\n",
    "    \n",
    "    for var in ('BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF','TotalBsmtSF', 'BsmtFullBath', 'BsmtHalfBath'):\n",
    "        df[var] = df[var].fillna(0)\n",
    "        \n",
    "    # Masonry Vaneer (MsVnr) missing data implies lack thereof (both in type and area)\n",
    "    df[\"MasVnrType\"] = df[\"MasVnrType\"].fillna(\"None\")\n",
    "    df[\"MasVnrArea\"] = df[\"MasVnrArea\"].fillna(0)\n",
    "    \n",
    "    # Electrical is missing only one data point. Since most properties have the same electrical system\n",
    "    # we will assume this property has the most popular one (\"SBrkr\")\n",
    "    df[\"Electrical\"] = df[\"Electrical\"].fillna(\"SBrkr\") \n",
    "    \n",
    "    # Same with Functional and Kitchen (as recommended by the white paper)\n",
    "    df['Functional'] = df['Functional'].fillna('Typ')\n",
    "    df['KitchenQual'] = df['KitchenQual'].fillna(\"TA\")\n",
    "\n",
    "    # For possible missing Exterior data, we take the most popular\n",
    "    df['Exterior1st'] = df['Exterior1st'].fillna(df['Exterior1st'].mode()[0])\n",
    "    df['Exterior2nd'] = df['Exterior2nd'].fillna(df['Exterior2nd'].mode()[0])\n",
    "\n",
    "    # Sale type is also pretty much the same\n",
    "    df['SaleType'] = df['SaleType'].fillna(df['SaleType'].mode()[0])\n",
    "    \n",
    "    return df\n",
    "\n",
    "# Here we combine all data (test and train) just in case there is missing data in the test dataset\n",
    "# that could go unaccounted for (e.g. Mising data in a variable for test but not in train).\n",
    "y = train_df.SalePrice.values\n",
    "all_df = pd.concat((train_df, test_df)).reset_index(drop=True)\n",
    "all_df.drop([\"SalePrice\"], axis=1, inplace=True)\n",
    "\n",
    "\n",
    "generate_missing_ratio_table(all_df)\n",
    "all_df = fill_and_impute_missing(all_df)\n",
    "generate_missing_ratio_table(all_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Identifying suitable transformations\n",
    "It is quite apparent that the SalePrice variable on its own is not suitable for most regression tasks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 563,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd9491bab70>"
      ]
     },
     "execution_count": 563,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize distribution of SalePrice\n",
    "sns.distplot(y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, The sale price exhibits positive skewing. Thus the higher frequency of more expensive housing will result in higher than expected prediction for some regressions. Hence, we transform the sales price using a log transform \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 564,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fd9491babe0>"
      ]
     },
     "execution_count": 564,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GaRnTL1JHCr/IGe39sRO7TdVFBidJnfpKLw1VXl482k00KlM4iNSQwi9yRkffFHablZpy85/YXWCxWLhj7zq6B6dp6RwzOo7IEVL4Rc640DdBfaUHuy23Duv926rwuO387LDc0E6kRm69Q0TeikajtPdP0ZhD3TwLXA4bN++q4bAeZHQy8f0FhFgJKfwiJwyOzzEbCNFYlTsndhd75zV1RKNRfnFUWv1i7aTwi5zQEb9it7E6N4ZyXq6ytJCdG8t58WgPobBM3CbWRgq/yAkX+iaxWS3UVeRmix/gjr3rmJie500tQzvF2kjhFzmhvX+SOr8Hhz13D+kdG8qoKi3g2Tc6ZWinWJPcfZeIvBGNRmnvm8yZK3aXYrVYuHd/A+19k5xql+maxepJ4RemNzoZYGo2mLP9+4u9Y0cNxV4nB15rNzqKMDEp/ML0Liyc2M3xFj/Epmu+Z18Dp9tHOd8zYXQcYVJS+IXptfVOYLNaTH/zlWSEIrBvWyWFLjv/8Uob04HQJV8hGfAjkmA3OoAQa3Whb5K6Cg9Oh83oKGkXCIY43jrMpnXFHGsd5qeHOijxui6u37e1CrtL3tbi6qTFL0wpFIHpQIipuSBtvROsq/Re0vKN5Pigly2NJdisFk6cHzE6ijAhaRoIUwoEQxw63c/kzDwzcyEi0SiHTv/qhiW7m/0Gpks/t9NOc30JZzpG2b2pHF+h0+hIwkSkxS9MbWh8DoDyYrfBSTJv2/pSLMDJNmn1i5VJqsWvlGoGvgOUA8PAQ1rrswm2+wjwRcACRIF3aa3lvnEibYbH57BZLZQu6uc2O4vVwnQglHDd4i4sj9vBxrpiznVNsGtjBYVu+QAvkpPskfI14FGt9WNKqY8DXwfuWLyBUuo64BHgDq11n1KqGJCpBEVaDY3PUepz5cQ9dhcEgmHebkl8g/XLu7B2bCjjXPc4py6McN2WykzEEzlg2a4epVQlsBd4PL7ocWCvUuryTtQ/AL6ite4D0FqPa63nUhlWiMUi0SgjE3NU5GE3zwJfoZP1NUW0dI4xN5/4U4IQl0umj78e6NZahwHi33viyxfbBmxQSv1SKXVYKfVnSqncaYaJrDM+NU8oHM3L/v3FdmwoIxSOcrpd7tAlkpPKTkEbsAu4C3ACPwE6gO8m+wDl5ea5AMfvN99VombLfLW80ZEZpgNhABprivF5Ly3+Dof9imWpWr/UuoVlmX5un9fNhrpiWjrGsNptSf8/m+14APNlzta8yRT+TqBOKWXTWoeVUjagNr58sQ7gSa11AAgopZ4GrmcFhX94eIqICQZg+/0+BgcnjY6xImbLvFzemUCI7oFJHHYrNkuUyalLexWDwdAVy1K1PtE6n9d9cVmmnxtA1Rdzvnucn73RzntvbFrysReY7XgA82XORF6r1bKqBvOyXT1a6wHgKPBgfNGDwBGt9eVnn/4VuFspZVFKOYA7gbdXnEiIJA2Nz1Fe5MZikR5Ff0kBVaUFvHC4W27UIpaV7Dj+TwMPK6VagIfjv6OUOhAfzQPwBDAAnCL2h+Ik8E+pjStETCgcYXQiQHlx7gzjXKvtG8oYnQxw6LTcqEVcXVJ9/FrrM8D+BMvvW/RzBPjD+JcQadUzOE0kGqW8uMDoKFmjrsJDTXkhP369nRu2V8knIbEkuXJXmFJ7f6zvtKIov0f0LGaxWLjzunq6Bqc5IVfziquQwi9Mqa13ggKXDU+BXK262LXKT6nPxY8Pyo1axNKk8AtTauuZwF9SIN0Zl3E4bNy6p5YzHWPorjGZr18kJM0lYToT0/MMjc+xtzq3Z+BcjUAwjNtpw26z8OQL57hpZ80l62W+fgHS4hcm1NozDoC/RPr3E3E5bGyoLaatd5LZJSZ7E/lNCr8wndbu2K0Wy+XE7pK2NpYQiUQ52ynTOIgrSeEXpnOue5x1lV7sNjl8l1LsdVFX4UF3jhGOSMe+uJS8c4SphMIRLvROsL6myOgoWW9LYymzgTAXes0zzYHIDCn8wlS6BqeYD0Wk8CehtqKQYo+T0+2jRKPZPweWyBwp/MJUznXFTuyur83OWQ+zicViYUtjCSMTAYbG5NYY4lek8AtTae2ZoNTnotQnJ3aTsaG2GIfdyumOUaOjiCwihV+YSmv3OBtrpZsnWQ67lU11xbT3TTIzJ0M7RYwUfmEaY1MBhsbn2FRXbHQUU1ENJUSjcLZLhnaKGCn8wjRau2P9+xul8K9IkcdJbYWHls4xmatfAFL4hYmc7RrHbrPSUCUndldqS2MJs4Ewb58bMjqKyAJS+IVpnGkfZVNdEQ67HLYrVVfhwVfo4BdHeoyOIrKAvIOEKUzNBukcmGJLY6nRUUzJYrGgGkpo652gvU8u6Mp3UviFKeiOMaLAlgYp/Ku1qa4Yp93Kzw53GR1FGEwKvzCFMx2jOB1WNshQzlVzOmzs21rF66f6mZieNzqOMJAUfmEKZzpG2VxXLBOzrdGte2oJhiL89HW5Q1c+k3eRyHoTM/N0D05L/34K1FZ42NJQwoFX24hEZP6efCWFX2S9lo7YhUfSv792FquFm3bVMjA6y+tn+uXWjHlK7sEmst7pjlFcDhuN1TJ+f60CwTCB+RDeAgfPvHKBwHz4kvVya8b8IC1+kfXOtI+yuV7691PFarWwY2M5vcMzjE0GjI4jDJDUO0kp1ayUek0p1RL/vvkq2yql1IxS6iupiyny1fhUgN7hGbZKN09KbV9fjs1q4VS7zNqZj5JtQn0NeFRr3Qw8Cnw90UZKKVt83VOpiSfy3ZmF/n05sZtSbpedjXVFnO+ZYG5eZu3MN8sWfqVUJbAXeDy+6HFgr1LKn2DzPwGeAVpSllDktZMXRihw2Wmo8hodJedsaSwlEonS0jludBSRYcm0+OuBbq11GCD+vSe+/CKl1G7gHuB/pzqkyE+RSJS3zw2xc0MZNqv076daiddFbYUH3TFKWIZ25pWUnL5XSjmAfwQ+qbUOK6VW9Tjl5eZp1fn95hthYrbMnSOzTM4E2aOqiNpsl6yzOcDnXfouXA6HPW3rl1q3sMyI517Nep/XzbVbqvjhy+fpH51FNZZRWOjCX1a45P5GM9sxnK15kyn8nUCdUsoWL+o2oDa+fEENsBE4EC/6JYBFKVWktf7tZMMMD0+Z4qISv9/H4KC5JroyW2a/38crR7uwWmBicpZfvNVxyfrdzX4mp5a+j2wwGErb+kTrfF73xWWZfu7VrF/IW+KxU+x1clgPUFNWwMxMgMFweMn9jWTGYzjdea1Wy6oazMsWfq31gFLqKPAg8Fj8+xGt9eCibTqAioXflVKPAF6t9edXnEiIuGOtw1SVFeJ02JbfWKyKxWJhW2Mpr53sp3d4xug4IkOS7Tj9NPCwUqoFeDj+O0qpA0qp69IVTuSvroFJBkZnqa80T/efWW2oK6LAZePE+RGjo4gMSaqPX2t9BtifYPl9S2z/yNpiiXz3+ok+ANZJ4U87m9XKtqYy3tKDXOidYHtTmdGRRJrJUAmRlV4/2ce6Si/eAofRUfJCc30JToeV5w51Lr+xMD0p/CLrjE/Pc6Z9hJ0byo2OkjccditbG0s53jpM1+CU0XFEmknhF1nn7XNDRKOwa6MU/kza0lCK02HlwEGZqz/XSeEXWefQ6X4qSwuo83uMjpJXXE4bN++q5fVT/fSPyAifXCaFX2SVgdEZTl4Y5a79jVgsFqPj5J07r12Hw27lqZfbjI4i0kgKv8gqvzjag9Vi4a7rG4yOkpeKPE7uuq6e10/109FvnoulxMpI4RdZIxiK8NKxXq7ZXEF5cYHRcfLWu/c34HHb+fdfnjc6ikgTKfwia7zVMsDUbJDbr6kzOkpeK3Q7ePcNjRxrHaalc8zoOCINpPCLrPHikR4qSwrY2iRz7xvtzmvXUex18uQvWolGs3/+LLEyUvhFVugemqalc4zbrqnFKid1Dedy2PhPN63nXNc4R88OGR1HpJgUfpEVXjjchd1m4aadNUZHEXG37KqhtsLDEz8/SzCUnTN2itWRwi8MNzA6wy+O9nDD9mqKCp1GxxFxdpuVB9+1mcGxOZ471EkoAtOB0JJfoYjRiUWyUnIjFiHW4gcvtGK3WfnALRuMjiIus72pjL3Nfp55tZ09zX7OXuVk776tVdhdUlLMQFr8wlBn2kd5q2WQ+25ooNTnMjqOSOCBOzYRjkR5+iW5qCtXSOEXholEojzx87OUFbm4Ry7Yylr+kgLu3d/Am2cGZCqHHCGFXxjmlRO9dPRP8eHbNspdtrLce25opKzIxcFT/XJj9hwghV+kzdVOBnYOTvFvPz/Hxtoi9m+rMjqqWIbLaeMjd2xmfGqeU21ypy6zkzMxIm0CwRCHTvdfsTwcifLs6x2EI1F+873bZDI2k9i+vozGKi/HWodprPZR5JERWGYlLX6RcW/pAYbG5/jY3c1UlRUaHUeswL6tVVgtFl4/1S9X9JqYFH6RUe19k5xpH2NrYyl7NvuNjiNWqNBt55rmCnqHZ2jrnTA6jlglKfwiY0Yn53jleC8VxW72Kin6ZtXcUEJFsZtDpweZDYSMjiNWQQq/yIjZQIifv9WNw27j9mtqsVmlXz8bWayWJU/ILwzmsVosvGNnNcFQhEOnB4wNLFZFTu6KtAuHI7x4pJu5+TD37m+g0O0wOpJYQiAY5u2WwYTrdjf/6lNaidfFrk3lHD07RFP/JA1VvkxFFCkgLX6RVtFolNdO9jM4NsfNu2ooL3YbHUmkyI71ZZT6XLx+qp/5oEziZiZS+EVanesa53zPBLs3ldNYLa3CXGK1xrp85ubDvCFdPqaSVFePUqoZ+A5QDgwDD2mtz162zReBjwJhIAh8QWv9bGrjCjPpGZrmjdMD1JQXsmtjudFxRBqUF7nZuaGcY63DHD07yE07ZFptM0i2xf814FGtdTPwKPD1BNu8AezTWu8CPgV8XyklN07NU4H5MN/60SmcDis376qRi7Ry2K6N5ZQXuXni+bOMTQWMjiOSsGzhV0pVAnuBx+OLHgf2KnXpeDyt9bNa64UZnI4BFmKfEEQeeuynmoGRWW7eVUOBTNWb06xWCzfvqmY+GOHbPz4jF3aZQDIt/nqgW2sdBoh/74kvX8pDQKvWumvtEYXZHGsd4pXjfdy9v4Gacs+S211t6ODAyAwyF5h5FHtdvO+W9RxrHeaFI91GxxHLSHlTTCl1G/AXwF0r3be83JvqOGnj95vvRGUmMs8FQvzr82epr/LywXdu5ti5pe/XGsGCvsqNPVRjKT5v4lFADod9yXXpXr/UuoVlRjz3atYn2m4tz33LXj/n+yZ54mfn2Lutms31pUtuu1pme99la95kCn8nUKeUsmmtw0opG1AbX34JpdSNwGPA+7TWeqVhhoeniJigmef3+xgcnDQ6xopkKvO/vXCOgdFZ/uRje5kPBJmcmlty22AwtOR6n9d91fVXW5fu9YnW+bzui8sy/dyrWb84b6qee252nt+4R/Hfesb5y2+9wZ9/ch/egtRds2G2910m8lqtllU1mJft6tFaDwBHgQfjix4EjmitL7nKQym1D/g+8GGt9eEVJxGmc/m0y7prjOfe6ODGHdXUVXqlqyYPeQsc/O4HdjI+HeAbPzxFZFF//9Wm6Zb79WZWsl09nwa+o5T6EjBKrA8fpdQB4Eta6zeBvwcKgK8rpRb2+3Wt9fHURhbZYvG0y9FolB8f7MDpsNFQ6eXQ6f5LrvQU+WN9TREP3rmZ7z3XwlMvtfHBW2P3Ul5qmm6Q+/VmWlKvtNb6DLA/wfL7Fv28L4W5hMm0dk8wND7HTTurcTnlblr57vZr6mjrneSZVy9QXuTitj11RkcSi8ifWLFmwVCEI2cHqSh2s6G2yOg4IgtYLBYeulcxNh3gu89qij0uNjeUGB1LxMmUDWLNTrSNMBsIs29LpVyoJS6y26z87vt30Fjl42tPn6CtR+bvzxZS+MWaTM0GOdU2QlOND3+pXKgtLuV22vn9+3dT4nXxD08dZ3Bs1uhIAin8Yo2OxKfw3SsncsUSijxO/vg/X4PH7eD5Q10MjM4sv5NIKyn8YtXaeido651kW1NpSsdri9xTVuTmv3xkN26Xjeff7KJ/RIq/kaTwi1WJRKM8+cI5Clxnd4bjAAAMmUlEQVR2dmyQKZnE8kq8Lu65viHW8n+zi66BKaMj5S0p/GJVXjnWS0f/FNeqChx2OYxEcgrddu7ZX0+J18kLR7pp7R43OlJeknesWLGZuRD/9xetrK8pYn2NDN8UK+N22rn7+gaqygp55Xgfpy6MGB0p70jhFyv2w1fbmJwJ8uHbN8rwTbEqDruVO6+to7HKy5tnBnn6pfMynXMGyQVcYkW6h6Z5/s0ubtpVQ0O1j34ZoSHiFqbZXsrlczfZrFZu2VOL69QAz7/ZxexciE+8ewt2m7RH000Kv0haKBzhmz88RYHLzodv22h0HJFlAsEwb7cMLrk+0dxNVouF/dsq2byumB+91s7kbJDPvG+HTPuRZvKnVSTtmVcv0N4/ySfuVRR5nEbHETnCYrFw7w2NPHSv4vj5Yf728SNMzswbHSunSeEXSTnfM8Ezr7Zz4/ZqrlWVRscROej2PXV89gM76Rqc4q8eOyxX+aaRFH6xrEAwzDefOUWx18nH7tpsdByRw65p9vP5j+5hamaev/reW7T1yvw+6SCFX1xVKBzhH546Qf/IDJ96z1YK3XKFrkivzetK+NOPX4vDbuVv/uUwb+mlzxuI1ZHCL5YUiUb51o9Oc6x1mI/fo9jeVGZ0JJGjFkYELXwV+1z8wQN7qK3w8Pf/7zgHDnbIcM8UklE9IqFoNMq//LSFg6f6+dBtG3jnNXIjDZE+S40IesfOaqLRKE++eI6BsVk+esdG3E4pW2slr6C4wtRskO8+q3nzzAD37m/gvhsajY4k8pTdZuXWPbWMTc3zo1cvcLZzlM9+cCc15R6jo5madPWIS7x9bogvfvN1jrQM8qHbNnC/XJ0rDGaxWLj7+ga+/NvvYGo2yJe//SY/P9x1yY3cxcpIi19cvHXiL9/u4dSFUer8Hv7gI7tpqPIZHU2Ii3Y3+/nz39jHPx84zWPPtfDG6QE++e4tVJUVGh3NdKTw56H5YJjuoWnO90xwrnuck20jTM0GKfW5eO9NTdyxdx0Ou5XpQAiH3U4wlPgy/MsvwRci3cqK3PzhA3t4+VgvT/z8HF/61hvcee063r2/AV+hXFSYLCn8OSoajTI4Pkfv0DT9IzOMz4W40D3OwOgMIxMBFmp2kcdJRbGb/duqqKkoxGqxcPTsr06y7W72L3kZfqJL8IVIN4vFwi27a9mxoZwfvHiOZ1/v4MUj3dy9r553XlNHsddldMSsJ4U/R4xPz3O2c4yzXeO0903QOTjFbCB8cX2h246/pIANtcXs315AdVkhTTU+ijwuDusBA5MLsTyL1cLAyAwziyaBczptfOxuxR171/Hj1zv4j1cu8Myr7ezYUMbNO2vYvr6MApeUuETkVTGp2UAI3THG8bYRTrYNMzAau7zdYbOyrtLLdVsqqavwUl1eSM/QFBWlHqamAxf3D4UjnOsal1a7MIVAMMzp9gEmp+YSrv/Ue7YycdsGXj7ey6sn+jjWOozVYqGpxoeqL6GhykdNeSFVZYW4HDIBnBT+JIUiEAjGWhvRy1oeAC6HnXTeiCoajdI9OM3xtmGOtw5ztmuccCSK027FX1rAXuWnqrSAsiI3NuuvRuHUV/sYmZiTkTki59WUe7j/9k188NYNtHSMcbpjFN0xxnOHOgkvOiHlK3RQ4nVR4nNR4nVSVlSAr9BBmc9FWZGbEp/rkvdQut/bRkiq8CulmoHvAOXAMPCQ1vrsZdvYgK8C9wJR4K+11t9MbdzMC4UjjEwG6B+Z4XDLIHPzYaxWK9Oz8/GDKYrVaqWhyktRgRNvoQNfoYOiQidlRW48bvuqim4oHKF7cJq23gnOdIxypn2UiZkgAOv8Hu7eV8+ODeXUVHgu6ZMXIt/ZrFa2NpWxNX6leTAU5kL/FK8e72V8ep7p2SAzcyE6+yfRHSHmg5FL9rdYwON2UOxxUuRxsntTBU3VPmorPHgLcmPKkmRb/F8DHtVaP6aU+jjwdeCOy7b5GLAJ2EzsD8QRpdTzWusLqQqbatFolLn5MKOTAUYm5hiZDDA0PsvQ2BxD43MMjc8yPjXPUoNXrBYLFguEI1GOtw4n3MZht1LqdVHqi7Uwij1OClx2Clx2XA4rkUiUUCRKMBS5mGN4fI7uoemLrZRijxPVUMrm+hK2NJZS6vvVySsZWSPE8jeBqS730FideHjy1vVlvH6ij+m5IFMzQaZmg0zMBJmYnqdvZIbT7aMXty3yOKkpK6SmwkN1aQEVJQVUFLupKHZT4FpdI88IyxZ+pVQlsBe4K77oceDvlFJ+rS+ZPekB4Bta6wgwqJR6Crgf+B9J5LABWK0rf9Fm5kK8pQcIhSNEoxAlSjgSJRIlVlTDUUKhMMFwhMB8hLn5ELPzYWZmg0zOBQmFLv1rb7VYKPY68Ze4aW4opiRetN1OO91D07gcNkqK3MzOBbHG/5Oj0Shbmko5fm6YQDAc+5oPMxMIMRcI4XTYmZmLHUjdQ9PMB8OJ/im4nTaKvS4aanzcsL2aOr+HdX4PBW4Hx+J/WHqGpukZmr64z9b1ZVedOM1us1LodlDgshMOXbndwvrl9l/purWuL3DZDXvu5dYnWrf49c30c69m/WqOB6P/XUtlhljj63Tb0vfuvdr7pNDtoHqJK4Gj0ShNNUWMT83TPzJD/+gMg2NzXOiduOJewTablaICB95CB26njSKvCwuxxp/dZsVutWK1xuqc1WJhodw5HDauU5W4V3HzmUU1c0U7W5ab+EgpdS3wXa319kXLTgEf11ofXrTsOPAprfWh+O9/DKzTWn8uiRw3Ay+tJLgQQoiLbgFeTnbjbDm5e4hY8F4gcXNYCCHE5WxADbEamrRkCn8nUKeUsmmtw/GTuLXx5Yt1AI2LAjQA7UnmCLCCv1ZCCCEual3pDssOUtJaDwBHgQfjix4EjlzWvw/wA+C3lFJWpZQfeD/w5EoDCSGESK9kR6d+GnhYKdUCPBz/HaXUAaXUdfFtvgecB84CB4Eva63bUpxXCCHEGi17clcIIURuybHr0YQQQixHCr8QQuQZKfxCCJFnpPALIUSeyZYLuAynlPoK8CGgCdiptT4RX77sBHXx7R4BfhfoiS96RWv9ewZlTrg8wf4ZnVgvBXkfIYOvcaJcSqlyYiPYNgLzxEax/U6C4c0opQqBfwauBULA57XWz2Rx3m8D7wKG4ot+oLX+y3TlXSpzfPlTwHogAkwBD2utjybYP1uO4WTzPkKG60Qi0uL/laeAW7nyorOFCeqagUeJTVC3lO9qrffEvzLxn7lU5qWWX27xxHo3Ao8opZpSnDGZXMnmhcy+xolyRYG/1VorrfVOYhfP/PUS+38emNBabwJ+DfimUsqbxXkhVjgXXt+0Fv24pf7vP6G13q21vgb4CvCtJfbPlmM42byQ+TpxBSn8cVrrl7XWl1yNvGiCusfjix4H9sYvUDNcosxXW57AxYn14i3AhYn10iIFeTMqUS6t9YjW+sVFiw4Su2I9kQeINxTinxLfBN6dhqgL2daaN+OuckyML/q1mFhLOpFsOYaTzZsVpKvn6uqBbq11GCA+ZUVPfHmiSfA/qpS6G+gD/lxr/Vrmoq7K5dNqdBD7t2WzrHmNlVJW4DPAfyyxSVa9vknkBfhDpdTvEPtk8Kda69MZCZeAUuqbwN2AhVhXTiJZ8xonmRey4BiWFn/qfA1Yr7XeRWwq6qfj/asidbLtNf4/xPpz/87ADCuxXN7/CmyKdwn9O/CTeB+6IbTWv6m1bgC+QHLTuxsqybxZcQxL4b+6ixPUwcUTSYkmqENr3ae1DsZ//ml8mx0ZzLoaCxPrLWggwb8tW2TTaxw/ybcZeCB+D4pEsub1TSav1rp7YZ3W+ruAF1iXuZSJaa2/B7xziQKZNa/xgqvlzZZjWAr/VaxggjqUUnWLft5D7Ky/zkDMtTDVxHrZ8horpf6K2Eid92utA1fZ9AfA78T32QzsA36S/oSXSjbvZa/vPcSmSO9Of8IrcniVUvWLfv81YCT+dTnDj+GV5M2WY1jm6olTSn0V+CBQTWw427DWertSagux4ZylwCix4Zw6vs8B4Eta6zeVUt8h9uYKExs29+da6wMGZU64PEFmG7GP/XfHH/JvtNb/mMV5M/oaJ8oFfAQ4AbQAs/FN27TWH4jvcxS4T2vdo5TyAN8Groln/mOt9dNZnPd5oIrYickJ4I+01gfTlfcqme8AngY8xF63EWJDYQ/H98mqY3iFeTNeJxKRwi+EEHlGunqEECLPSOEXQog8I4VfCCHyjBR+IYTIM1L4hRAiz0jhF0KIPCOFXwgh8owUfiGEyDP/H+KU4sMdSBdLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(np.log(y))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Much better. Tails of the distribution are much more even.\n",
    "\n",
    "We also want to apply numerical scales to numerical variables\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Converting Variables\n",
    "\n",
    "The following variables are more catagorical than numerical:\n",
    " \n",
    " - YrSold  \n",
    " - MoSold\n",
    " - OverallCond\n",
    " - MSSubClass\n",
    " \n",
    "In `YrSold` and `MoSold`, we observe that the both values are in a discrete range (data collected is between 2008 and 2010 and the moth can only be a selection of one of the 12 months). \n",
    "\n",
    "While `OverallCond` and `MSSubClass` could be left alone, it is obvious from the data set that the value assigned here are also discrete. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 565,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def turn_numvar_into_catvar(df, nvars):\n",
    "    for var in nvars:\n",
    "        df[var] = df[var].astype(str)\n",
    "\n",
    "    return df\n",
    "\n",
    "convert = [\"YrSold\", \"MoSold\", \"OverallCond\", \"MSSubClass\"]\n",
    "all_df = turn_numvar_into_catvar(all_df, convert)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Label encoder\n",
    "Here we apply Label encoders to the catagorical variables.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 566,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>Alley</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>Fence</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>Functional</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>Street</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>YrSold</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>856</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>706.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>PConc</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>548.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>1710</td>\n",
       "      <td>1</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>2Story</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Inside</td>\n",
       "      <td>65.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>196.0</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>61</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>856.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>2003</td>\n",
       "      <td>2003</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>978.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>284.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>460.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>9600</td>\n",
       "      <td>FR2</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>Veenker</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1262.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>298</td>\n",
       "      <td>1976</td>\n",
       "      <td>1976</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>920</td>\n",
       "      <td>866</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>486.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>434.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>PConc</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>608.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>1786</td>\n",
       "      <td>1</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>2Story</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Inside</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>162.0</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>42</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>920.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>2001</td>\n",
       "      <td>2002</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>961</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>216.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>540.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>272</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>642.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>1717</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>2</td>\n",
       "      <td>2Story</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Corner</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>35</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>756.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1915</td>\n",
       "      <td>1970</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1145</td>\n",
       "      <td>1053</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>655.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>490.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>PConc</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>836.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>2198</td>\n",
       "      <td>1</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>2Story</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>14260</td>\n",
       "      <td>FR2</td>\n",
       "      <td>84.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>350.0</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>NoRidge</td>\n",
       "      <td>84</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1145.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>192</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>796</td>\n",
       "      <td>566</td>\n",
       "      <td>320</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>732.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>64.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wood</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>480.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>1362</td>\n",
       "      <td>1</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>1.5Fin</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>14115</td>\n",
       "      <td>Inside</td>\n",
       "      <td>85.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>Shed</td>\n",
       "      <td>700</td>\n",
       "      <td>1</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>796.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>40</td>\n",
       "      <td>1993</td>\n",
       "      <td>1995</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1694</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1369.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>317.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>PConc</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>636.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>1694</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>10084</td>\n",
       "      <td>Inside</td>\n",
       "      <td>75.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>186.0</td>\n",
       "      <td>Stone</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>Somerst</td>\n",
       "      <td>57</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1686.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>255</td>\n",
       "      <td>2004</td>\n",
       "      <td>2005</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1107</td>\n",
       "      <td>983</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>859.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>216.0</td>\n",
       "      <td>1</td>\n",
       "      <td>PosN</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>228</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>484.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>2090</td>\n",
       "      <td>1</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>2Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>10382</td>\n",
       "      <td>Corner</td>\n",
       "      <td>80.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>240.0</td>\n",
       "      <td>Stone</td>\n",
       "      <td>Shed</td>\n",
       "      <td>350</td>\n",
       "      <td>2</td>\n",
       "      <td>NWAmes</td>\n",
       "      <td>204</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1107.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>235</td>\n",
       "      <td>1973</td>\n",
       "      <td>1973</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1022</td>\n",
       "      <td>752</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>952.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Artery</td>\n",
       "      <td>Norm</td>\n",
       "      <td>FuseF</td>\n",
       "      <td>205</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>468.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1931.0</td>\n",
       "      <td>1774</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>2</td>\n",
       "      <td>1.5Fin</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>6120</td>\n",
       "      <td>Inside</td>\n",
       "      <td>51.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>OldTown</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>952.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>90</td>\n",
       "      <td>1931</td>\n",
       "      <td>1950</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1077</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2fmCon</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>851.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>140.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Artery</td>\n",
       "      <td>Artery</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>205.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1939.0</td>\n",
       "      <td>1077</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>1.5Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>7420</td>\n",
       "      <td>Corner</td>\n",
       "      <td>50.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>BrkSide</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>991.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1939</td>\n",
       "      <td>1950</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1040</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>906.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>134.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>384.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>1040</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>11200</td>\n",
       "      <td>Inside</td>\n",
       "      <td>70.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Sawyer</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Hip</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1040.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1965</td>\n",
       "      <td>1965</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1182</td>\n",
       "      <td>1142</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>998.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>WdShing</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>PConc</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>736.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>BuiltIn</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>2324</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>2Story</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>11924</td>\n",
       "      <td>Inside</td>\n",
       "      <td>85.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>286.0</td>\n",
       "      <td>Stone</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>NridgHt</td>\n",
       "      <td>21</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Hip</td>\n",
       "      <td>Partial</td>\n",
       "      <td>New</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>1175.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>147</td>\n",
       "      <td>2005</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>912</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>737.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>175.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>352.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1962.0</td>\n",
       "      <td>912</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>4</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>12968</td>\n",
       "      <td>Inside</td>\n",
       "      <td>72.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>Sawyer</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Hip</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>176</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>912.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>140</td>\n",
       "      <td>1962</td>\n",
       "      <td>1962</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1494</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1494.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>PConc</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>840.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2006.0</td>\n",
       "      <td>1494</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>10652</td>\n",
       "      <td>Inside</td>\n",
       "      <td>91.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>306.0</td>\n",
       "      <td>Stone</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>33</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Partial</td>\n",
       "      <td>New</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1494.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>160</td>\n",
       "      <td>2006</td>\n",
       "      <td>2007</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1253</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>733.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>520.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>176</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>352.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>1253</td>\n",
       "      <td>1</td>\n",
       "      <td>GasA</td>\n",
       "      <td>4</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>10920</td>\n",
       "      <td>Corner</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>212.0</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>213</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Hip</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1253.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1960</td>\n",
       "      <td>1960</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>832.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>FuseA</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>576.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>1.5Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>6120</td>\n",
       "      <td>Corner</td>\n",
       "      <td>51.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>BrkSide</td>\n",
       "      <td>112</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>832.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>48</td>\n",
       "      <td>1929</td>\n",
       "      <td>2001</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1004</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>578.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>426.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>480.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>1004</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>11241</td>\n",
       "      <td>CulDSac</td>\n",
       "      <td>73.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>180.0</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Shed</td>\n",
       "      <td>700</td>\n",
       "      <td>5</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1004.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1296</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Slab</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>516.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>CarPort</td>\n",
       "      <td>1967.0</td>\n",
       "      <td>1296</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>4</td>\n",
       "      <td>1Story</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>10791</td>\n",
       "      <td>Inside</td>\n",
       "      <td>72.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>Shed</td>\n",
       "      <td>500</td>\n",
       "      <td>1</td>\n",
       "      <td>Sawyer</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1967</td>\n",
       "      <td>1967</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1114</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>646.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>468.0</td>\n",
       "      <td>1</td>\n",
       "      <td>RRAe</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>PConc</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>576.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>1114</td>\n",
       "      <td>1</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>13695</td>\n",
       "      <td>Inside</td>\n",
       "      <td>66.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>SawyerW</td>\n",
       "      <td>102</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1114.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>2004</td>\n",
       "      <td>2004</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1339</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>504.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>525.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>294.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1958.0</td>\n",
       "      <td>1339</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>4</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>7560</td>\n",
       "      <td>Inside</td>\n",
       "      <td>70.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Hip</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>COD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1029.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1958</td>\n",
       "      <td>1965</td>\n",
       "      <td>3</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>2895</th>\n",
       "      <td>1210</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>576.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>552.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>528.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>1210</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>4</td>\n",
       "      <td>SLvl</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>11080</td>\n",
       "      <td>Corner</td>\n",
       "      <td>140.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>257.0</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1128.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1975</td>\n",
       "      <td>1975</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2896</th>\n",
       "      <td>1650</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>909.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>723.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>518.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1958.0</td>\n",
       "      <td>1650</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>4</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Low</td>\n",
       "      <td>1</td>\n",
       "      <td>50102</td>\n",
       "      <td>Inside</td>\n",
       "      <td>82.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Timber</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Tar&amp;Grv</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Alloca</td>\n",
       "      <td>WD</td>\n",
       "      <td>138</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1632.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1958</td>\n",
       "      <td>1958</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2897</th>\n",
       "      <td>1403</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1136.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>129.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Wood</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>470.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>1403</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>8098</td>\n",
       "      <td>Inside</td>\n",
       "      <td>82.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Timber</td>\n",
       "      <td>173</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1381.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2898</th>\n",
       "      <td>1960</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1350.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>378.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>PConc</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>714.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>1960</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>13618</td>\n",
       "      <td>Corner</td>\n",
       "      <td>95.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>198.0</td>\n",
       "      <td>Stone</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Timber</td>\n",
       "      <td>38</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Partial</td>\n",
       "      <td>New</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1728.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>172</td>\n",
       "      <td>2005</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2899</th>\n",
       "      <td>1838</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1455.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>383.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>PConc</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>682.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2005.0</td>\n",
       "      <td>1838</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>11577</td>\n",
       "      <td>Inside</td>\n",
       "      <td>88.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>382.0</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>Timber</td>\n",
       "      <td>225</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Hip</td>\n",
       "      <td>Partial</td>\n",
       "      <td>New</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1838.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>161</td>\n",
       "      <td>2005</td>\n",
       "      <td>2006</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2900</th>\n",
       "      <td>1600</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Artery</td>\n",
       "      <td>Norm</td>\n",
       "      <td>FuseA</td>\n",
       "      <td>135</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>270.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1951.0</td>\n",
       "      <td>1600</td>\n",
       "      <td>1</td>\n",
       "      <td>GasA</td>\n",
       "      <td>4</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>31250</td>\n",
       "      <td>Inside</td>\n",
       "      <td>125.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1951</td>\n",
       "      <td>1951</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2901</th>\n",
       "      <td>1368</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1243.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>45.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>PConc</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>784.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1997.0</td>\n",
       "      <td>1368</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>2</td>\n",
       "      <td>SFoyer</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>7020</td>\n",
       "      <td>Inside</td>\n",
       "      <td>78.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>200.0</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>48</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1288.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1997</td>\n",
       "      <td>1997</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2902</th>\n",
       "      <td>616</td>\n",
       "      <td>688</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>264.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>PConc</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>336.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>BuiltIn</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>1304</td>\n",
       "      <td>1</td>\n",
       "      <td>GasA</td>\n",
       "      <td>4</td>\n",
       "      <td>2Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>2665</td>\n",
       "      <td>Inside</td>\n",
       "      <td>41.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>MeadowV</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>264.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>141</td>\n",
       "      <td>1977</td>\n",
       "      <td>1977</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2903</th>\n",
       "      <td>874</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>441.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>423.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>288.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>874</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>10172</td>\n",
       "      <td>Inside</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>120</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>864.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1968</td>\n",
       "      <td>2003</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2904</th>\n",
       "      <td>1652</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Duplex</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>149.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>1503.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>928.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2Types</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>1652</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>4</td>\n",
       "      <td>1Story</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>11836</td>\n",
       "      <td>Corner</td>\n",
       "      <td>74.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1652.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2905</th>\n",
       "      <td>630</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Twnhs</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>522.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>108.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>630</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>4</td>\n",
       "      <td>SFoyer</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>1470</td>\n",
       "      <td>Inside</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>MeadowV</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>630.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2906</th>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>252.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>294.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>253.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1972.0</td>\n",
       "      <td>1092</td>\n",
       "      <td>1</td>\n",
       "      <td>GasA</td>\n",
       "      <td>4</td>\n",
       "      <td>2Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>1484</td>\n",
       "      <td>Inside</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>MeadowV</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>546.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1972</td>\n",
       "      <td>1972</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2907</th>\n",
       "      <td>1360</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>344.0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>641.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>PConc</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>336.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1969.0</td>\n",
       "      <td>1360</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>1</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>1</td>\n",
       "      <td>13384</td>\n",
       "      <td>Inside</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>194.0</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1104.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>160</td>\n",
       "      <td>1969</td>\n",
       "      <td>1979</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2908</th>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Twnhs</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>408.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>138.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>286.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>CarPort</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>1092</td>\n",
       "      <td>1</td>\n",
       "      <td>GasA</td>\n",
       "      <td>4</td>\n",
       "      <td>2Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>1533</td>\n",
       "      <td>Inside</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>MeadowV</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>546.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2909</th>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Twnhs</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>546.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1092</td>\n",
       "      <td>1</td>\n",
       "      <td>GasA</td>\n",
       "      <td>4</td>\n",
       "      <td>2Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>1526</td>\n",
       "      <td>Inside</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>MeadowV</td>\n",
       "      <td>34</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>546.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2910</th>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Twnhs</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>546.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1092</td>\n",
       "      <td>1</td>\n",
       "      <td>GasA</td>\n",
       "      <td>2</td>\n",
       "      <td>2Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>1936</td>\n",
       "      <td>Inside</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>MeadowV</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>546.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2911</th>\n",
       "      <td>546</td>\n",
       "      <td>546</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>TwnhsE</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>252.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>294.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>286.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>CarPort</td>\n",
       "      <td>1970.0</td>\n",
       "      <td>1092</td>\n",
       "      <td>1</td>\n",
       "      <td>GasA</td>\n",
       "      <td>4</td>\n",
       "      <td>2Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>1894</td>\n",
       "      <td>Inside</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>MeadowV</td>\n",
       "      <td>24</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>546.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>0</td>\n",
       "      <td>1970</td>\n",
       "      <td>1970</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2912</th>\n",
       "      <td>1224</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1224.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>576.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1960.0</td>\n",
       "      <td>1224</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>1Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>20000</td>\n",
       "      <td>Inside</td>\n",
       "      <td>160.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1224.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>474</td>\n",
       "      <td>1960</td>\n",
       "      <td>1996</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2913</th>\n",
       "      <td>970</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>337.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>575.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>PConc</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>970</td>\n",
       "      <td>0</td>\n",
       "      <td>GasA</td>\n",
       "      <td>4</td>\n",
       "      <td>SFoyer</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>0</td>\n",
       "      <td>10441</td>\n",
       "      <td>Inside</td>\n",
       "      <td>62.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>Shed</td>\n",
       "      <td>700</td>\n",
       "      <td>9</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>32</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>912.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>80</td>\n",
       "      <td>1992</td>\n",
       "      <td>1992</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2914</th>\n",
       "      <td>996</td>\n",
       "      <td>1004</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>758.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>238.0</td>\n",
       "      <td>1</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>PConc</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>650.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>2000</td>\n",
       "      <td>1</td>\n",
       "      <td>GasA</td>\n",
       "      <td>0</td>\n",
       "      <td>2Story</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>1</td>\n",
       "      <td>9627</td>\n",
       "      <td>Inside</td>\n",
       "      <td>74.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>94.0</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>Mitchel</td>\n",
       "      <td>48</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Gable</td>\n",
       "      <td>Normal</td>\n",
       "      <td>WD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>996.0</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>190</td>\n",
       "      <td>1993</td>\n",
       "      <td>1994</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2915 rows × 79 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      1stFlrSF  2ndFlrSF  3SsnPorch  Alley  BedroomAbvGr BldgType  BsmtCond  \\\n",
       "0          856       854          0      1             3     1Fam         4   \n",
       "1         1262         0          0      1             3     1Fam         4   \n",
       "2          920       866          0      1             3     1Fam         4   \n",
       "3          961       756          0      1             3     1Fam         1   \n",
       "4         1145      1053          0      1             4     1Fam         4   \n",
       "5          796       566        320      1             1     1Fam         4   \n",
       "6         1694         0          0      1             3     1Fam         4   \n",
       "7         1107       983          0      1             3     1Fam         4   \n",
       "8         1022       752          0      1             2     1Fam         4   \n",
       "9         1077         0          0      1             2   2fmCon         4   \n",
       "10        1040         0          0      1             3     1Fam         4   \n",
       "11        1182      1142          0      1             4     1Fam         4   \n",
       "12         912         0          0      1             2     1Fam         4   \n",
       "13        1494         0          0      1             3     1Fam         4   \n",
       "14        1253         0          0      1             2     1Fam         4   \n",
       "15         854         0          0      1             2     1Fam         4   \n",
       "16        1004         0          0      1             2     1Fam         4   \n",
       "17        1296         0          0      1             2   Duplex         2   \n",
       "18        1114         0          0      1             3     1Fam         4   \n",
       "19        1339         0          0      1             3     1Fam         4   \n",
       "...        ...       ...        ...    ...           ...      ...       ...   \n",
       "2895      1210         0          0      1             3     1Fam         4   \n",
       "2896      1650         0          0      1             2     1Fam         4   \n",
       "2897      1403         0          0      1             2     1Fam         4   \n",
       "2898      1960         0          0      1             3     1Fam         1   \n",
       "2899      1838         0          0      1             3     1Fam         4   \n",
       "2900      1600         0          0      1             3     1Fam         2   \n",
       "2901      1368         0          0      1             2   Duplex         4   \n",
       "2902       616       688          0      1             3   TwnhsE         4   \n",
       "2903       874         0          0      1             3     1Fam         4   \n",
       "2904      1652         0          0      1             4   Duplex         4   \n",
       "2905       630         0          0      1             1    Twnhs         4   \n",
       "2906       546       546          0      1             3   TwnhsE         4   \n",
       "2907      1360         0          0      1             3     1Fam         4   \n",
       "2908       546       546          0      1             3    Twnhs         4   \n",
       "2909       546       546          0      1             3    Twnhs         4   \n",
       "2910       546       546          0      1             3    Twnhs         4   \n",
       "2911       546       546          0      1             3   TwnhsE         4   \n",
       "2912      1224         0          0      1             4     1Fam         4   \n",
       "2913       970         0          0      1             3     1Fam         4   \n",
       "2914       996      1004          0      1             3     1Fam         4   \n",
       "\n",
       "      BsmtExposure  BsmtFinSF1  BsmtFinSF2  BsmtFinType1  BsmtFinType2  \\\n",
       "0                3       706.0         0.0             2             6   \n",
       "1                1       978.0         0.0             0             6   \n",
       "2                2       486.0         0.0             2             6   \n",
       "3                3       216.0         0.0             0             6   \n",
       "4                0       655.0         0.0             2             6   \n",
       "5                3       732.0         0.0             2             6   \n",
       "6                0      1369.0         0.0             2             6   \n",
       "7                2       859.0        32.0             0             1   \n",
       "8                3         0.0         0.0             6             6   \n",
       "9                3       851.0         0.0             2             6   \n",
       "10               3       906.0         0.0             5             6   \n",
       "11               3       998.0         0.0             2             6   \n",
       "12               3       737.0         0.0             0             6   \n",
       "13               0         0.0         0.0             6             6   \n",
       "14               3       733.0         0.0             1             6   \n",
       "15               3         0.0         0.0             6             6   \n",
       "16               3       578.0         0.0             0             6   \n",
       "17               4         0.0         0.0             4             4   \n",
       "18               3       646.0         0.0             2             6   \n",
       "19               3       504.0         0.0             3             6   \n",
       "...            ...         ...         ...           ...           ...   \n",
       "2895             0       576.0         0.0             2             6   \n",
       "2896             1       909.0         0.0             1             6   \n",
       "2897             0      1136.0       116.0             2             1   \n",
       "2898             0      1350.0         0.0             2             6   \n",
       "2899             1      1455.0         0.0             2             6   \n",
       "2900             4         0.0         0.0             4             4   \n",
       "2901             1      1243.0         0.0             2             6   \n",
       "2902             2         0.0         0.0             6             6   \n",
       "2903             3       441.0         0.0             0             6   \n",
       "2904             3       149.0         0.0             1             6   \n",
       "2905             0       522.0         0.0             2             6   \n",
       "2906             3       252.0         0.0             5             6   \n",
       "2907             0       119.0       344.0             5             1   \n",
       "2908             3       408.0         0.0             5             6   \n",
       "2909             3         0.0         0.0             6             6   \n",
       "2910             3         0.0         0.0             6             6   \n",
       "2911             3       252.0         0.0             5             6   \n",
       "2912             3      1224.0         0.0             0             6   \n",
       "2913             0       337.0         0.0             2             6   \n",
       "2914             0       758.0         0.0             3             6   \n",
       "\n",
       "      BsmtFullBath  BsmtHalfBath  BsmtQual  BsmtUnfSF  CentralAir Condition1  \\\n",
       "0              1.0           0.0         2      150.0           1       Norm   \n",
       "1              0.0           1.0         2      284.0           1      Feedr   \n",
       "2              1.0           0.0         2      434.0           1       Norm   \n",
       "3              1.0           0.0         4      540.0           1       Norm   \n",
       "4              1.0           0.0         2      490.0           1       Norm   \n",
       "5              1.0           0.0         2       64.0           1       Norm   \n",
       "6              1.0           0.0         0      317.0           1       Norm   \n",
       "7              1.0           0.0         2      216.0           1       PosN   \n",
       "8              0.0           0.0         4      952.0           1     Artery   \n",
       "9              1.0           0.0         4      140.0           1     Artery   \n",
       "10             1.0           0.0         4      134.0           1       Norm   \n",
       "11             1.0           0.0         0      177.0           1       Norm   \n",
       "12             1.0           0.0         4      175.0           1       Norm   \n",
       "13             0.0           0.0         2     1494.0           1       Norm   \n",
       "14             1.0           0.0         4      520.0           1       Norm   \n",
       "15             0.0           0.0         4      832.0           1       Norm   \n",
       "16             1.0           0.0         4      426.0           1       Norm   \n",
       "17             0.0           0.0         3        0.0           1       Norm   \n",
       "18             1.0           0.0         4      468.0           1       RRAe   \n",
       "19             0.0           0.0         4      525.0           1       Norm   \n",
       "...            ...           ...       ...        ...         ...        ...   \n",
       "2895           1.0           0.0         4      552.0           1       Norm   \n",
       "2896           1.0           0.0         2      723.0           1       Norm   \n",
       "2897           1.0           0.0         2      129.0           1       Norm   \n",
       "2898           1.0           0.0         0      378.0           1       Norm   \n",
       "2899           1.0           0.0         2      383.0           1       Norm   \n",
       "2900           0.0           0.0         3        0.0           1     Artery   \n",
       "2901           2.0           0.0         2       45.0           1       Norm   \n",
       "2902           0.0           0.0         2      264.0           1       Norm   \n",
       "2903           1.0           0.0         4      423.0           1       Norm   \n",
       "2904           0.0           0.0         4     1503.0           1       Norm   \n",
       "2905           1.0           0.0         2      108.0           1       Norm   \n",
       "2906           0.0           0.0         4      294.0           1       Norm   \n",
       "2907           1.0           0.0         4      641.0           1       Norm   \n",
       "2908           0.0           0.0         4      138.0           1       Norm   \n",
       "2909           0.0           0.0         4      546.0           1       Norm   \n",
       "2910           0.0           0.0         4      546.0           1       Norm   \n",
       "2911           0.0           0.0         4      294.0           1       Norm   \n",
       "2912           1.0           0.0         4        0.0           1       Norm   \n",
       "2913           0.0           1.0         2      575.0           1       Norm   \n",
       "2914           0.0           0.0         2      238.0           1       Norm   \n",
       "\n",
       "     Condition2 Electrical  EnclosedPorch  ExterCond  ExterQual Exterior1st  \\\n",
       "0          Norm      SBrkr              0          4          2     VinylSd   \n",
       "1          Norm      SBrkr              0          4          3     MetalSd   \n",
       "2          Norm      SBrkr              0          4          2     VinylSd   \n",
       "3          Norm      SBrkr            272          4          3     Wd Sdng   \n",
       "4          Norm      SBrkr              0          4          2     VinylSd   \n",
       "5          Norm      SBrkr              0          4          3     VinylSd   \n",
       "6          Norm      SBrkr              0          4          2     VinylSd   \n",
       "7          Norm      SBrkr            228          4          3     HdBoard   \n",
       "8          Norm      FuseF            205          4          3     BrkFace   \n",
       "9        Artery      SBrkr              0          4          3     MetalSd   \n",
       "10         Norm      SBrkr              0          4          3     HdBoard   \n",
       "11         Norm      SBrkr              0          4          0     WdShing   \n",
       "12         Norm      SBrkr              0          4          3     HdBoard   \n",
       "13         Norm      SBrkr              0          4          2     VinylSd   \n",
       "14         Norm      SBrkr            176          4          3     MetalSd   \n",
       "15         Norm      FuseA              0          4          3     Wd Sdng   \n",
       "16         Norm      SBrkr              0          4          3     Wd Sdng   \n",
       "17         Norm      SBrkr              0          4          3     MetalSd   \n",
       "18         Norm      SBrkr              0          4          3     VinylSd   \n",
       "19         Norm      SBrkr              0          4          3     BrkFace   \n",
       "...         ...        ...            ...        ...        ...         ...   \n",
       "2895       Norm      SBrkr              0          4          3     Plywood   \n",
       "2896       Norm      SBrkr              0          4          3     Plywood   \n",
       "2897       Norm      SBrkr              0          4          2     VinylSd   \n",
       "2898       Norm      SBrkr              0          4          2     VinylSd   \n",
       "2899       Norm      SBrkr              0          4          0     VinylSd   \n",
       "2900       Norm      FuseA            135          1          3      CBlock   \n",
       "2901       Norm      SBrkr              0          2          3     MetalSd   \n",
       "2902       Norm      SBrkr              0          4          3     CemntBd   \n",
       "2903       Norm      SBrkr              0          4          3     Plywood   \n",
       "2904       Norm      SBrkr              0          4          3     Plywood   \n",
       "2905       Norm      SBrkr              0          4          3     CemntBd   \n",
       "2906       Norm      SBrkr              0          4          3     CemntBd   \n",
       "2907       Norm      SBrkr              0          4          3     Plywood   \n",
       "2908       Norm      SBrkr              0          4          3     CemntBd   \n",
       "2909       Norm      SBrkr              0          4          3     CemntBd   \n",
       "2910       Norm      SBrkr              0          4          3     CemntBd   \n",
       "2911       Norm      SBrkr              0          4          3     CemntBd   \n",
       "2912       Norm      SBrkr              0          4          3     VinylSd   \n",
       "2913       Norm      SBrkr              0          4          3     HdBoard   \n",
       "2914       Norm      SBrkr              0          4          3     HdBoard   \n",
       "\n",
       "     Exterior2nd  Fence  FireplaceQu  Fireplaces Foundation  FullBath  \\\n",
       "0        VinylSd      4            3           0      PConc         2   \n",
       "1        MetalSd      4            5           1     CBlock         2   \n",
       "2        VinylSd      4            5           1      PConc         2   \n",
       "3        Wd Shng      4            2           1     BrkTil         1   \n",
       "4        VinylSd      4            5           1      PConc         2   \n",
       "5        VinylSd      2            3           0       Wood         1   \n",
       "6        VinylSd      4            2           1      PConc         2   \n",
       "7        HdBoard      4            5           2     CBlock         2   \n",
       "8        Wd Shng      4            5           2     BrkTil         2   \n",
       "9        MetalSd      4            5           2     BrkTil         1   \n",
       "10       HdBoard      4            3           0     CBlock         1   \n",
       "11       Wd Shng      4            2           2      PConc         3   \n",
       "12       Plywood      4            3           0     CBlock         1   \n",
       "13       VinylSd      4            2           1      PConc         2   \n",
       "14       MetalSd      1            1           1     CBlock         1   \n",
       "15       Wd Sdng      0            3           0     BrkTil         1   \n",
       "16       Wd Sdng      4            5           1     CBlock         1   \n",
       "17       MetalSd      4            3           0       Slab         2   \n",
       "18       VinylSd      4            3           0      PConc         1   \n",
       "19       Plywood      2            3           0     CBlock         1   \n",
       "...          ...    ...          ...         ...        ...       ...   \n",
       "2895     Plywood      4            3           0     CBlock         2   \n",
       "2896     Plywood      4            2           2     CBlock         1   \n",
       "2897     VinylSd      4            3           0       Wood         2   \n",
       "2898     VinylSd      4            2           2      PConc         2   \n",
       "2899     VinylSd      4            2           1      PConc         2   \n",
       "2900     VinylSd      4            3           0     CBlock         1   \n",
       "2901     MetalSd      4            3           0      PConc         2   \n",
       "2902     CmentBd      4            5           1      PConc         1   \n",
       "2903     Plywood      4            3           0     CBlock         1   \n",
       "2904     Plywood      4            3           0     CBlock         2   \n",
       "2905     CmentBd      4            3           0     CBlock         1   \n",
       "2906     CmentBd      4            3           0     CBlock         1   \n",
       "2907     Plywood      4            5           1      PConc         1   \n",
       "2908     CmentBd      4            3           0     CBlock         1   \n",
       "2909     CmentBd      0            3           0     CBlock         1   \n",
       "2910     CmentBd      4            3           0     CBlock         1   \n",
       "2911     CmentBd      4            3           0     CBlock         1   \n",
       "2912     VinylSd      4            5           1     CBlock         1   \n",
       "2913     Wd Shng      2            3           0      PConc         1   \n",
       "2914     HdBoard      4            5           1      PConc         2   \n",
       "\n",
       "      Functional  GarageArea  GarageCars  GarageCond  GarageFinish  \\\n",
       "0              6       548.0         2.0           5             2   \n",
       "1              6       460.0         2.0           5             2   \n",
       "2              6       608.0         2.0           5             2   \n",
       "3              6       642.0         3.0           5             3   \n",
       "4              6       836.0         3.0           5             2   \n",
       "5              6       480.0         2.0           5             3   \n",
       "6              6       636.0         2.0           5             2   \n",
       "7              6       484.0         2.0           5             2   \n",
       "8              2       468.0         2.0           5             3   \n",
       "9              6       205.0         1.0           5             2   \n",
       "10             6       384.0         1.0           5             3   \n",
       "11             6       736.0         3.0           5             0   \n",
       "12             6       352.0         1.0           5             3   \n",
       "13             6       840.0         3.0           5             2   \n",
       "14             6       352.0         1.0           5             2   \n",
       "15             6       576.0         2.0           5             3   \n",
       "16             6       480.0         2.0           5             0   \n",
       "17             6       516.0         2.0           5             3   \n",
       "18             6       576.0         2.0           5             3   \n",
       "19             2       294.0         1.0           5             3   \n",
       "...          ...         ...         ...         ...           ...   \n",
       "2895           6       528.0         2.0           5             3   \n",
       "2896           6       518.0         2.0           5             3   \n",
       "2897           6       470.0         2.0           5             3   \n",
       "2898           6       714.0         3.0           5             0   \n",
       "2899           6       682.0         3.0           5             0   \n",
       "2900           4       270.0         1.0           5             3   \n",
       "2901           6       784.0         4.0           5             0   \n",
       "2902           6       336.0         1.0           5             2   \n",
       "2903           6       288.0         1.0           5             2   \n",
       "2904           6       928.0         3.0           5             3   \n",
       "2905           6         0.0         0.0           3             1   \n",
       "2906           6       253.0         1.0           1             3   \n",
       "2907           6       336.0         1.0           5             2   \n",
       "2908           6       286.0         1.0           5             3   \n",
       "2909           6         0.0         0.0           3             1   \n",
       "2910           6         0.0         0.0           3             1   \n",
       "2911           6       286.0         1.0           5             3   \n",
       "2912           6       576.0         2.0           5             3   \n",
       "2913           6         0.0         0.0           3             1   \n",
       "2914           6       650.0         3.0           5             0   \n",
       "\n",
       "      GarageQual GarageType  GarageYrBlt  GrLivArea  HalfBath Heating  \\\n",
       "0              5     Attchd       2003.0       1710         1    GasA   \n",
       "1              5     Attchd       1976.0       1262         0    GasA   \n",
       "2              5     Attchd       2001.0       1786         1    GasA   \n",
       "3              5     Detchd       1998.0       1717         0    GasA   \n",
       "4              5     Attchd       2000.0       2198         1    GasA   \n",
       "5              5     Attchd       1993.0       1362         1    GasA   \n",
       "6              5     Attchd       2004.0       1694         0    GasA   \n",
       "7              5     Attchd       1973.0       2090         1    GasA   \n",
       "8              1     Detchd       1931.0       1774         0    GasA   \n",
       "9              2     Attchd       1939.0       1077         0    GasA   \n",
       "10             5     Detchd       1965.0       1040         0    GasA   \n",
       "11             5    BuiltIn       2005.0       2324         0    GasA   \n",
       "12             5     Detchd       1962.0        912         0    GasA   \n",
       "13             5     Attchd       2006.0       1494         0    GasA   \n",
       "14             5     Attchd       1960.0       1253         1    GasA   \n",
       "15             5     Detchd       1991.0        854         0    GasA   \n",
       "16             5     Attchd       1970.0       1004         0    GasA   \n",
       "17             5    CarPort       1967.0       1296         0    GasA   \n",
       "18             5     Detchd       2004.0       1114         1    GasA   \n",
       "19             5     Attchd       1958.0       1339         0    GasA   \n",
       "...          ...        ...          ...        ...       ...     ...   \n",
       "2895           5     Attchd       1975.0       1210         0    GasA   \n",
       "2896           5     Attchd       1958.0       1650         0    GasA   \n",
       "2897           5     Attchd       2000.0       1403         0    GasA   \n",
       "2898           5     Attchd       2005.0       1960         0    GasA   \n",
       "2899           5     Attchd       2005.0       1838         0    GasA   \n",
       "2900           1     Attchd       1951.0       1600         1    GasA   \n",
       "2901           5     Attchd       1997.0       1368         0    GasA   \n",
       "2902           5    BuiltIn       1977.0       1304         1    GasA   \n",
       "2903           5     Attchd       1968.0        874         0    GasA   \n",
       "2904           5     2Types       1970.0       1652         0    GasA   \n",
       "2905           3       None          0.0        630         0    GasA   \n",
       "2906           5     Attchd       1972.0       1092         1    GasA   \n",
       "2907           5     Attchd       1969.0       1360         0    GasA   \n",
       "2908           5    CarPort       1970.0       1092         1    GasA   \n",
       "2909           3       None          0.0       1092         1    GasA   \n",
       "2910           3       None          0.0       1092         1    GasA   \n",
       "2911           5    CarPort       1970.0       1092         1    GasA   \n",
       "2912           5     Detchd       1960.0       1224         0    GasA   \n",
       "2913           3       None          0.0        970         0    GasA   \n",
       "2914           5     Attchd       1993.0       2000         1    GasA   \n",
       "\n",
       "      HeatingQC HouseStyle  KitchenAbvGr  KitchenQual LandContour  LandSlope  \\\n",
       "0             0     2Story             1            2         Lvl          0   \n",
       "1             0     1Story             1            3         Lvl          0   \n",
       "2             0     2Story             1            2         Lvl          0   \n",
       "3             2     2Story             1            2         Lvl          0   \n",
       "4             0     2Story             1            2         Lvl          0   \n",
       "5             0     1.5Fin             1            3         Lvl          0   \n",
       "6             0     1Story             1            2         Lvl          0   \n",
       "7             0     2Story             1            3         Lvl          0   \n",
       "8             2     1.5Fin             2            3         Lvl          0   \n",
       "9             0     1.5Unf             2            3         Lvl          0   \n",
       "10            0     1Story             1            3         Lvl          0   \n",
       "11            0     2Story             1            0         Lvl          0   \n",
       "12            4     1Story             1            3         Lvl          0   \n",
       "13            0     1Story             1            2         Lvl          0   \n",
       "14            4     1Story             1            3         Lvl          0   \n",
       "15            0     1.5Unf             1            3         Lvl          0   \n",
       "16            0     1Story             1            3         Lvl          0   \n",
       "17            4     1Story             2            3         Lvl          0   \n",
       "18            0     1Story             1            2         Lvl          0   \n",
       "19            4     1Story             1            3         Lvl          0   \n",
       "...         ...        ...           ...          ...         ...        ...   \n",
       "2895          4       SLvl             1            3         Lvl          0   \n",
       "2896          4     1Story             1            3         Low          1   \n",
       "2897          0     1Story             1            2         Lvl          0   \n",
       "2898          0     1Story             1            2         Lvl          0   \n",
       "2899          0     1Story             1            0         Lvl          0   \n",
       "2900          4     1Story             1            3         Lvl          0   \n",
       "2901          2     SFoyer             2            3         Lvl          0   \n",
       "2902          4     2Story             1            3         Lvl          0   \n",
       "2903          0     1Story             1            3         Lvl          0   \n",
       "2904          4     1Story             2            3         Lvl          0   \n",
       "2905          4     SFoyer             1            3         Lvl          0   \n",
       "2906          4     2Story             1            3         Lvl          0   \n",
       "2907          1     1Story             1            3         Lvl          1   \n",
       "2908          4     2Story             1            3         Lvl          0   \n",
       "2909          4     2Story             1            3         Lvl          0   \n",
       "2910          2     2Story             1            3         Lvl          0   \n",
       "2911          4     2Story             1            3         Lvl          0   \n",
       "2912          0     1Story             1            3         Lvl          0   \n",
       "2913          4     SFoyer             1            3         Lvl          0   \n",
       "2914          0     2Story             1            3         Lvl          1   \n",
       "\n",
       "      LotArea LotConfig  LotFrontage  LotShape  LowQualFinSF  MSSubClass  \\\n",
       "0        8450    Inside         65.0         3             0          10   \n",
       "1        9600       FR2         80.0         3             0           5   \n",
       "2       11250    Inside         68.0         0             0          10   \n",
       "3        9550    Corner         60.0         0             0          11   \n",
       "4       14260       FR2         84.0         0             0          10   \n",
       "5       14115    Inside         85.0         0             0           9   \n",
       "6       10084    Inside         75.0         3             0           5   \n",
       "7       10382    Corner         80.0         0             0          10   \n",
       "8        6120    Inside         51.0         3             0           9   \n",
       "9        7420    Corner         50.0         3             0           4   \n",
       "10      11200    Inside         70.0         3             0           5   \n",
       "11      11924    Inside         85.0         0             0          10   \n",
       "12      12968    Inside         72.0         1             0           5   \n",
       "13      10652    Inside         91.0         0             0           5   \n",
       "14      10920    Corner         73.0         0             0           5   \n",
       "15       6120    Corner         51.0         3             0           8   \n",
       "16      11241   CulDSac         73.0         0             0           5   \n",
       "17      10791    Inside         72.0         3             0          15   \n",
       "18      13695    Inside         66.0         3             0           5   \n",
       "19       7560    Inside         70.0         3             0           5   \n",
       "...       ...       ...          ...       ...           ...         ...   \n",
       "2895    11080    Corner        140.0         3             0          13   \n",
       "2896    50102    Inside         82.0         0             0           5   \n",
       "2897     8098    Inside         82.0         0             0           5   \n",
       "2898    13618    Corner         95.0         3             0           5   \n",
       "2899    11577    Inside         88.0         3             0           5   \n",
       "2900    31250    Inside        125.0         3             0           5   \n",
       "2901     7020    Inside         78.0         3             0          15   \n",
       "2902     2665    Inside         41.0         3             0           2   \n",
       "2903    10172    Inside         58.0         0             0           5   \n",
       "2904    11836    Corner         74.0         0             0          15   \n",
       "2905     1470    Inside         21.0         3             0           3   \n",
       "2906     1484    Inside         21.0         3             0           2   \n",
       "2907    13384    Inside         80.0         3             0           5   \n",
       "2908     1533    Inside         21.0         3             0           2   \n",
       "2909     1526    Inside         21.0         3             0           2   \n",
       "2910     1936    Inside         21.0         3             0           2   \n",
       "2911     1894    Inside         21.0         3             0           2   \n",
       "2912    20000    Inside        160.0         3             0           5   \n",
       "2913    10441    Inside         62.0         3             0          14   \n",
       "2914     9627    Inside         74.0         3             0          10   \n",
       "\n",
       "      MSZoning  MasVnrArea MasVnrType MiscFeature  MiscVal  MoSold  \\\n",
       "0            3       196.0    BrkFace        None        0       4   \n",
       "1            3         0.0       None        None        0       7   \n",
       "2            3       162.0    BrkFace        None        0      11   \n",
       "3            3         0.0       None        None        0       4   \n",
       "4            3       350.0    BrkFace        None        0       3   \n",
       "5            3         0.0       None        Shed      700       1   \n",
       "6            3       186.0      Stone        None        0      10   \n",
       "7            3       240.0      Stone        Shed      350       2   \n",
       "8            4         0.0       None        None        0       6   \n",
       "9            3         0.0       None        None        0       0   \n",
       "10           3         0.0       None        None        0       4   \n",
       "11           3       286.0      Stone        None        0       9   \n",
       "12           3         0.0       None        None        0      11   \n",
       "13           3       306.0      Stone        None        0      10   \n",
       "14           3       212.0    BrkFace        None        0       7   \n",
       "15           4         0.0       None        None        0       9   \n",
       "16           3       180.0    BrkFace        Shed      700       5   \n",
       "17           3         0.0       None        Shed      500       1   \n",
       "18           3         0.0       None        None        0       8   \n",
       "19           3         0.0       None        None        0       7   \n",
       "...        ...         ...        ...         ...      ...     ...   \n",
       "2895         3       257.0    BrkFace        None        0       7   \n",
       "2896         3         0.0       None        None        0       5   \n",
       "2897         3         0.0       None        None        0       1   \n",
       "2898         3       198.0      Stone        None        0       2   \n",
       "2899         3       382.0    BrkFace        None        0      11   \n",
       "2900         5         0.0       None        None        0       7   \n",
       "2901         4       200.0    BrkFace        None        0       2   \n",
       "2902         4         0.0       None        None        0       7   \n",
       "2903         3         0.0       None        None        0       1   \n",
       "2904         3         0.0       None        None        0       5   \n",
       "2905         4         0.0       None        None        0       6   \n",
       "2906         4         0.0       None        None        0       7   \n",
       "2907         3       194.0    BrkFace        None        0       7   \n",
       "2908         4         0.0       None        None        0       3   \n",
       "2909         4         0.0       None        None        0       8   \n",
       "2910         4         0.0       None        None        0       8   \n",
       "2911         4         0.0       None        None        0       6   \n",
       "2912         3         0.0       None        None        0      11   \n",
       "2913         3         0.0       None        Shed      700       9   \n",
       "2914         3        94.0    BrkFace        None        0       2   \n",
       "\n",
       "     Neighborhood  OpenPorchSF  OverallCond  OverallQual  PavedDrive  \\\n",
       "0         CollgCr           61            4            7           2   \n",
       "1         Veenker            0            7            6           2   \n",
       "2         CollgCr           42            4            7           2   \n",
       "3         Crawfor           35            4            7           2   \n",
       "4         NoRidge           84            4            8           2   \n",
       "5         Mitchel           30            4            5           2   \n",
       "6         Somerst           57            4            8           2   \n",
       "7          NWAmes          204            5            7           2   \n",
       "8         OldTown            0            4            7           2   \n",
       "9         BrkSide            4            5            5           2   \n",
       "10         Sawyer            0            4            5           2   \n",
       "11        NridgHt           21            4            9           2   \n",
       "12         Sawyer            0            5            5           2   \n",
       "13        CollgCr           33            4            7           2   \n",
       "14          NAmes          213            4            6           2   \n",
       "15        BrkSide          112            7            7           2   \n",
       "16          NAmes            0            6            6           2   \n",
       "17         Sawyer            0            4            4           2   \n",
       "18        SawyerW          102            4            5           2   \n",
       "19          NAmes            0            5            5           2   \n",
       "...           ...          ...          ...          ...         ...   \n",
       "2895      Mitchel            0            5            6           2   \n",
       "2896       Timber            0            4            6           2   \n",
       "2897       Timber          173            4            6           2   \n",
       "2898       Timber           38            4            8           2   \n",
       "2899       Timber          225            4            9           2   \n",
       "2900      Mitchel            0            2            1           0   \n",
       "2901      Mitchel           48            4            7           2   \n",
       "2902      MeadowV            0            5            5           2   \n",
       "2903      Mitchel          120            6            5           2   \n",
       "2904      Mitchel            0            4            5           2   \n",
       "2905      MeadowV            0            5            4           2   \n",
       "2906      MeadowV            0            3            4           2   \n",
       "2907      Mitchel            0            4            5           2   \n",
       "2908      MeadowV            0            4            4           2   \n",
       "2909      MeadowV           34            4            4           2   \n",
       "2910      MeadowV            0            6            4           2   \n",
       "2911      MeadowV           24            4            4           2   \n",
       "2912      Mitchel            0            6            5           2   \n",
       "2913      Mitchel           32            4            5           2   \n",
       "2914      Mitchel           48            4            7           2   \n",
       "\n",
       "      PoolArea  PoolQC RoofMatl RoofStyle SaleCondition SaleType  ScreenPorch  \\\n",
       "0            0       3  CompShg     Gable        Normal       WD            0   \n",
       "1            0       3  CompShg     Gable        Normal       WD            0   \n",
       "2            0       3  CompShg     Gable        Normal       WD            0   \n",
       "3            0       3  CompShg     Gable       Abnorml       WD            0   \n",
       "4            0       3  CompShg     Gable        Normal       WD            0   \n",
       "5            0       3  CompShg     Gable        Normal       WD            0   \n",
       "6            0       3  CompShg     Gable        Normal       WD            0   \n",
       "7            0       3  CompShg     Gable        Normal       WD            0   \n",
       "8            0       3  CompShg     Gable       Abnorml       WD            0   \n",
       "9            0       3  CompShg     Gable        Normal       WD            0   \n",
       "10           0       3  CompShg       Hip        Normal       WD            0   \n",
       "11           0       3  CompShg       Hip       Partial      New            0   \n",
       "12           0       3  CompShg       Hip        Normal       WD          176   \n",
       "13           0       3  CompShg     Gable       Partial      New            0   \n",
       "14           0       3  CompShg       Hip        Normal       WD            0   \n",
       "15           0       3  CompShg     Gable        Normal       WD            0   \n",
       "16           0       3  CompShg     Gable        Normal       WD            0   \n",
       "17           0       3  CompShg     Gable        Normal       WD            0   \n",
       "18           0       3  CompShg     Gable        Normal       WD            0   \n",
       "19           0       3  CompShg       Hip       Abnorml      COD            0   \n",
       "...        ...     ...      ...       ...           ...      ...          ...   \n",
       "2895         0       3  CompShg     Gable        Normal       WD            0   \n",
       "2896         0       3  Tar&Grv     Gable        Alloca       WD          138   \n",
       "2897         0       3  CompShg     Gable        Normal       WD            0   \n",
       "2898         0       3  CompShg     Gable       Partial      New            0   \n",
       "2899         0       3  CompShg       Hip       Partial      New            0   \n",
       "2900         0       3  CompShg     Gable        Normal       WD            0   \n",
       "2901         0       3  CompShg     Gable        Normal       WD            0   \n",
       "2902         0       3  CompShg     Gable        Normal       WD            0   \n",
       "2903         0       3  CompShg     Gable        Normal       WD            0   \n",
       "2904         0       3  CompShg     Gable        Normal       WD            0   \n",
       "2905         0       3  CompShg     Gable        Normal       WD            0   \n",
       "2906         0       3  CompShg     Gable        Normal       WD            0   \n",
       "2907         0       3  CompShg     Gable        Normal       WD            0   \n",
       "2908         0       3  CompShg     Gable       Abnorml       WD            0   \n",
       "2909         0       3  CompShg     Gable        Normal       WD            0   \n",
       "2910         0       3  CompShg     Gable        Normal       WD            0   \n",
       "2911         0       3  CompShg     Gable       Abnorml       WD            0   \n",
       "2912         0       3  CompShg     Gable       Abnorml       WD            0   \n",
       "2913         0       3  CompShg     Gable        Normal       WD            0   \n",
       "2914         0       3  CompShg     Gable        Normal       WD            0   \n",
       "\n",
       "      Street  TotRmsAbvGrd  TotalBsmtSF Utilities  WoodDeckSF  YearBuilt  \\\n",
       "0          1             8        856.0    AllPub           0       2003   \n",
       "1          1             6       1262.0    AllPub         298       1976   \n",
       "2          1             6        920.0    AllPub           0       2001   \n",
       "3          1             7        756.0    AllPub           0       1915   \n",
       "4          1             9       1145.0    AllPub         192       2000   \n",
       "5          1             5        796.0    AllPub          40       1993   \n",
       "6          1             7       1686.0    AllPub         255       2004   \n",
       "7          1             7       1107.0    AllPub         235       1973   \n",
       "8          1             8        952.0    AllPub          90       1931   \n",
       "9          1             5        991.0    AllPub           0       1939   \n",
       "10         1             5       1040.0    AllPub           0       1965   \n",
       "11         1            11       1175.0    AllPub         147       2005   \n",
       "12         1             4        912.0    AllPub         140       1962   \n",
       "13         1             7       1494.0    AllPub         160       2006   \n",
       "14         1             5       1253.0    AllPub           0       1960   \n",
       "15         1             5        832.0    AllPub          48       1929   \n",
       "16         1             5       1004.0    AllPub           0       1970   \n",
       "17         1             6          0.0    AllPub           0       1967   \n",
       "18         1             6       1114.0    AllPub           0       2004   \n",
       "19         1             6       1029.0    AllPub           0       1958   \n",
       "...      ...           ...          ...       ...         ...        ...   \n",
       "2895       1             6       1128.0    AllPub           0       1975   \n",
       "2896       1             6       1632.0    AllPub           0       1958   \n",
       "2897       1             5       1381.0    AllPub           0       2000   \n",
       "2898       1             8       1728.0    AllPub         172       2005   \n",
       "2899       1             9       1838.0    AllPub         161       2005   \n",
       "2900       1             6          0.0    AllPub           0       1951   \n",
       "2901       1             8       1288.0    AllPub           0       1997   \n",
       "2902       1             5        264.0    AllPub         141       1977   \n",
       "2903       1             5        864.0    AllPub           0       1968   \n",
       "2904       1             8       1652.0    AllPub           0       1970   \n",
       "2905       1             3        630.0    AllPub           0       1970   \n",
       "2906       1             5        546.0    AllPub           0       1972   \n",
       "2907       1             8       1104.0    AllPub         160       1969   \n",
       "2908       1             5        546.0    AllPub           0       1970   \n",
       "2909       1             5        546.0    AllPub           0       1970   \n",
       "2910       1             5        546.0    AllPub           0       1970   \n",
       "2911       1             6        546.0    AllPub           0       1970   \n",
       "2912       1             7       1224.0    AllPub         474       1960   \n",
       "2913       1             6        912.0    AllPub          80       1992   \n",
       "2914       1             9        996.0    AllPub         190       1993   \n",
       "\n",
       "      YearRemodAdd  YrSold  \n",
       "0             2003       2  \n",
       "1             1976       1  \n",
       "2             2002       2  \n",
       "3             1970       0  \n",
       "4             2000       2  \n",
       "5             1995       3  \n",
       "6             2005       1  \n",
       "7             1973       3  \n",
       "8             1950       2  \n",
       "9             1950       2  \n",
       "10            1965       2  \n",
       "11            2006       0  \n",
       "12            1962       2  \n",
       "13            2007       1  \n",
       "14            1960       2  \n",
       "15            2001       1  \n",
       "16            1970       4  \n",
       "17            1967       0  \n",
       "18            2004       2  \n",
       "19            1965       3  \n",
       "...            ...     ...  \n",
       "2895          1975       0  \n",
       "2896          1958       0  \n",
       "2897          2000       0  \n",
       "2898          2006       0  \n",
       "2899          2006       0  \n",
       "2900          1951       0  \n",
       "2901          1997       0  \n",
       "2902          1977       0  \n",
       "2903          2003       0  \n",
       "2904          1970       0  \n",
       "2905          1970       0  \n",
       "2906          1972       0  \n",
       "2907          1979       0  \n",
       "2908          1970       0  \n",
       "2909          1970       0  \n",
       "2910          1970       0  \n",
       "2911          1970       0  \n",
       "2912          1996       0  \n",
       "2913          1992       0  \n",
       "2914          1994       0  \n",
       "\n",
       "[2915 rows x 79 columns]"
      ]
     },
     "execution_count": 566,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "def label_encoder(df, cvars):\n",
    "    \"\"\"Applies generic label encoder to categorical variables\n",
    "    \n",
    "    :param df: Dataframe\n",
    "    :param cvars: List of catagorical variables to transform\n",
    "    :returns: dataframe with transformed catagorical variables\n",
    "    \"\"\"\n",
    "    for c in cvars:\n",
    "        enc = LabelEncoder() \n",
    "        enc.fit(list(df[c].values)) \n",
    "        df[c] = enc.transform(list(df[c].values))\n",
    "\n",
    "    return df\n",
    "    \n",
    "    \n",
    "cat_vars = [\"FireplaceQu\", \n",
    "            \"BsmtQual\",\n",
    "            \"BsmtCond\", \n",
    "            \"GarageQual\",\n",
    "            \"GarageCond\",\"ExterQual\",\n",
    "            \"ExterCond\",\n",
    "            \"HeatingQC\",\n",
    "            \"PoolQC\",\n",
    "            \"KitchenQual\",\n",
    "            \"BsmtFinType1\",\n",
    "            \"BsmtFinType2\",\n",
    "            \"Functional\",\n",
    "            \"Fence\",\n",
    "            \"BsmtExposure\",\n",
    "            \"GarageFinish\", \n",
    "            \"LandSlope\",\n",
    "            \"LotShape\",\n",
    "            \"PavedDrive\",\n",
    "            \"Street\",\n",
    "            \"Alley\",\n",
    "            \"CentralAir\",\n",
    "            \"YrSold\",\n",
    "            \"MoSold\",\n",
    "            \"MSSubClass\",\n",
    "            \"MSZoning\",\n",
    "            \"OverallCond\",\n",
    "           ]\n",
    "all_df = label_encoder(all_df, cat_vars)\n",
    "all_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Creating new variables\n",
    "The paper mentions positive correlation across the board with area realated features. Thus it would be sensible to create a total area variable that includes all area features (of the main property as Garage data doesn't appear to help according to the correlation matrix in part1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 567,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_df[\"TotalAreaSF\"] = all_df[\"1stFlrSF\"] + all_df[\"2ndFlrSF\"] + all_df[\"TotalBsmtSF\"]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Numerical transformations (Again)\n",
    "after making our conversions and making new variables, we now apply a standard numerical scaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 568,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ensamars/usr/dev/prediction-sales-prices-ames-iowa/venv/lib/python3.6/site-packages/sklearn/preprocessing/data.py:645: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by StandardScaler.\n",
      "  return self.partial_fit(X, y)\n",
      "/home/ensamars/usr/dev/prediction-sales-prices-ames-iowa/venv/lib/python3.6/site-packages/sklearn/base.py:464: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by StandardScaler.\n",
      "  return self.fit(X, **fit_params).transform(X)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "def numeric_scaler(df, nvars):\n",
    "    \"\"\"Applies generic scaler to numeric variables\n",
    "    \n",
    "    :param df: Dataframe\n",
    "    :param nvars: List of numerical variables to transform\n",
    "    :returns: dataframe with transformed numeric variables\n",
    "    \"\"\"\n",
    "    scale = StandardScaler()\n",
    "    df[nvars] = scale.fit_transform(df[nvars])\n",
    "    return df\n",
    "\n",
    "    \n",
    "num_vars = [var for var in all_df.columns if all_df[var].dtype != \"object\"]\n",
    "all_df = numeric_scaler(all_df, num_vars)\n",
    "\n",
    "\n",
    "final_df = pd.get_dummies(all_df).reset_index(drop=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### V Evaluate three different regression algorithms\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 569,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>Alley</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>Fence</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>Functional</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>...</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>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>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>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",
       "      <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_WD</th>\n",
       "      <th>Utilities_AllPub</th>\n",
       "      <th>Utilities_NoSeWa</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.783611</td>\n",
       "      <td>1.218793</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>0.605365</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-0.529794</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-0.544136</td>\n",
       "      <td>-0.933519</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>-0.764443</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>0.354109</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.102542</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.295217</td>\n",
       "      <td>0.435171</td>\n",
       "      <td>1.234732</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>-0.421866</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.215718</td>\n",
       "      <td>-0.207742</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>0.775791</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.273981</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>-1.156074</td>\n",
       "      <td>1.219645</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-1.424292</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>-0.818562</td>\n",
       "      <td>3.830667</td>\n",
       "      <td>-0.544136</td>\n",
       "      <td>-0.628749</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>1.685648</td>\n",
       "      <td>0.628738</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>-0.055951</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.102542</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.235202</td>\n",
       "      <td>-0.476964</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.068374</td>\n",
       "      <td>0.502047</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.575931</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.616897</td>\n",
       "      <td>1.246959</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>-0.286632</td>\n",
       "      <td>0.108520</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-0.529794</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-0.544136</td>\n",
       "      <td>-0.287589</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>-0.764443</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>1.685648</td>\n",
       "      <td>0.628738</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>0.633695</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.102542</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.290771</td>\n",
       "      <td>0.589908</td>\n",
       "      <td>1.234732</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>-0.421866</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>0.143033</td>\n",
       "      <td>-0.065784</td>\n",
       "      <td>-1.383597</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>0.775791</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.510096</td>\n",
       "      <td>0.988770</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>-2.735575</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>-0.501244</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-1.424292</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>1.002579</td>\n",
       "      <td>-0.046502</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>3.872161</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.938238</td>\n",
       "      <td>0.628738</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>0.792128</td>\n",
       "      <td>1.622141</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.935163</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.284103</td>\n",
       "      <td>0.449423</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>0.266368</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>-0.421866</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.074780</td>\n",
       "      <td>-0.444338</td>\n",
       "      <td>-1.383597</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>1.046136</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.030793</td>\n",
       "      <td>1.685882</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>1.386699</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>-2.025516</td>\n",
       "      <td>0.490187</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-0.529794</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-0.544136</td>\n",
       "      <td>-0.160222</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>-0.764443</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>1.685648</td>\n",
       "      <td>0.628738</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>1.696123</td>\n",
       "      <td>1.622141</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.102542</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.288548</td>\n",
       "      <td>1.428747</td>\n",
       "      <td>1.234732</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>-0.421866</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>0.528690</td>\n",
       "      <td>0.691324</td>\n",
       "      <td>-1.383597</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>0.775791</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.939906</td>\n",
       "      <td>0.542806</td>\n",
       "      <td>12.594536</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>-2.260424</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>0.664083</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-0.529794</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-0.544136</td>\n",
       "      <td>-1.129117</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>-1.368484</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>0.037245</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.935163</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.272989</td>\n",
       "      <td>-0.273363</td>\n",
       "      <td>1.234732</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>0.510112</td>\n",
       "      <td>0.738643</td>\n",
       "      <td>-1.383597</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>0.505447</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1.399300</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>-2.025516</td>\n",
       "      <td>2.102673</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-0.529794</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-2.090852</td>\n",
       "      <td>-0.553694</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>-0.764443</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.938238</td>\n",
       "      <td>0.628738</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>0.764169</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.102542</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.297439</td>\n",
       "      <td>0.402595</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>-0.421866</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.006361</td>\n",
       "      <td>0.265450</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.575931</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.129780</td>\n",
       "      <td>1.521579</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>-0.286632</td>\n",
       "      <td>0.950898</td>\n",
       "      <td>-0.104181</td>\n",
       "      <td>-1.424292</td>\n",
       "      <td>-3.570665</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-0.544136</td>\n",
       "      <td>-0.783408</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>3.187567</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>1.685648</td>\n",
       "      <td>2.181933</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>0.055884</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.102542</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.228534</td>\n",
       "      <td>1.208857</td>\n",
       "      <td>1.234732</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>0.031820</td>\n",
       "      <td>0.502047</td>\n",
       "      <td>-1.383597</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>0.775791</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-0.351197</td>\n",
       "      <td>0.979381</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>-1.044716</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>-0.989055</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>1.259201</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>-0.818562</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>1.002579</td>\n",
       "      <td>0.890551</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>2.829710</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>1.685648</td>\n",
       "      <td>2.181933</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>-4.017680</td>\n",
       "      <td>-0.018673</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.935163</td>\n",
       "      <td>-3.880691</td>\n",
       "      <td>0.135178</td>\n",
       "      <td>0.565476</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>0.266368</td>\n",
       "      <td>4.452724</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.514250</td>\n",
       "      <td>-0.870212</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>0.505447</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-0.207927</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>-1.044716</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>0.932830</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-0.529794</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>1.002579</td>\n",
       "      <td>-0.956263</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>1.685648</td>\n",
       "      <td>2.181933</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>-1.244192</td>\n",
       "      <td>-1.004096</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.102542</td>\n",
       "      <td>-2.828784</td>\n",
       "      <td>0.152960</td>\n",
       "      <td>-0.853627</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>4.452724</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.347687</td>\n",
       "      <td>-0.917531</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.846275</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-0.304308</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>1.057042</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>0.811952</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>1.002579</td>\n",
       "      <td>-0.969909</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>-0.410093</td>\n",
       "      <td>-1.004096</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.935163</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.210752</td>\n",
       "      <td>-0.928960</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>0.136627</td>\n",
       "      <td>0.028854</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.575931</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.065588</td>\n",
       "      <td>1.894781</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>1.386699</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>1.264813</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-0.529794</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-2.090852</td>\n",
       "      <td>-0.872110</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>-3.630490</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.938238</td>\n",
       "      <td>2.181933</td>\n",
       "      <td>2.600515</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>1.230146</td>\n",
       "      <td>1.622141</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>-1.562699</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.299662</td>\n",
       "      <td>1.685285</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>-2.830759</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>0.229389</td>\n",
       "      <td>0.738643</td>\n",
       "      <td>-1.383597</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>0.775791</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-0.637736</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>-1.044716</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>0.675375</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-1.424292</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>1.002579</td>\n",
       "      <td>-0.876659</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>-0.559206</td>\n",
       "      <td>-1.004096</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.935163</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.204084</td>\n",
       "      <td>-1.189570</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>1.414133</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>0.363152</td>\n",
       "      <td>0.123493</td>\n",
       "      <td>-0.673904</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.575931</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.878319</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>-2.025516</td>\n",
       "      <td>-0.989055</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>1.259201</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>-0.818562</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-0.544136</td>\n",
       "      <td>2.123277</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>-0.764443</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.938238</td>\n",
       "      <td>0.628738</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>1.714762</td>\n",
       "      <td>1.622141</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.102542</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.301885</td>\n",
       "      <td>-0.004608</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>-0.421866</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>0.066414</td>\n",
       "      <td>1.022559</td>\n",
       "      <td>-1.383597</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.575931</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.250537</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>-1.044716</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>0.666341</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-0.977043</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>1.002579</td>\n",
       "      <td>-0.091990</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>2.378500</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>-2.284683</td>\n",
       "      <td>-1.812866</td>\n",
       "      <td>0.628738</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>-0.559206</td>\n",
       "      <td>-1.004096</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.102542</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.199638</td>\n",
       "      <td>-0.495288</td>\n",
       "      <td>1.234732</td>\n",
       "      <td>1.414133</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>0.100751</td>\n",
       "      <td>0.170812</td>\n",
       "      <td>-1.383597</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.575931</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-0.788821</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>-1.044716</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>-0.989055</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>1.259201</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>-0.818562</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>1.002579</td>\n",
       "      <td>0.617623</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>-3.200882</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>0.484583</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.935163</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.268544</td>\n",
       "      <td>-1.307659</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.514250</td>\n",
       "      <td>-0.870212</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>0.235102</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-0.398085</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>-1.044716</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>0.316292</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-1.424292</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>1.002579</td>\n",
       "      <td>-0.305784</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>1.685648</td>\n",
       "      <td>0.628738</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>0.037245</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>-1.562699</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.221866</td>\n",
       "      <td>-1.002257</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>0.141880</td>\n",
       "      <td>0.170812</td>\n",
       "      <td>-1.383597</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.575931</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.362548</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>-1.044716</td>\n",
       "      <td>-1.712454</td>\n",
       "      <td>1.452251</td>\n",
       "      <td>-0.989055</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>0.364703</td>\n",
       "      <td>-1.215981</td>\n",
       "      <td>-0.818562</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>0.229222</td>\n",
       "      <td>-1.274679</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>0.204996</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.935163</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.215197</td>\n",
       "      <td>-0.407740</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>1.414133</td>\n",
       "      <td>4.452724</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>0.084223</td>\n",
       "      <td>0.123493</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>2.127513</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>-0.111545</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>0.469862</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-0.529794</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>1.002579</td>\n",
       "      <td>-0.210259</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>0.484583</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.935163</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.297439</td>\n",
       "      <td>-0.778295</td>\n",
       "      <td>1.234732</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>-0.421866</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>0.456299</td>\n",
       "      <td>-0.160423</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.575931</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.474559</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>0.149171</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-0.082545</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>-0.818562</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>1.002579</td>\n",
       "      <td>-0.080618</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>-1.368484</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>-4.017680</td>\n",
       "      <td>-0.829473</td>\n",
       "      <td>-1.004096</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.935163</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.195193</td>\n",
       "      <td>-0.320191</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>1.414133</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.329750</td>\n",
       "      <td>0.028854</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.575931</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1436</th>\n",
       "      <td>0.693371</td>\n",
       "      <td>0.969992</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>-0.989055</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>1.259201</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>-0.818562</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-2.090852</td>\n",
       "      <td>0.062669</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.938238</td>\n",
       "      <td>0.628738</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>-4.017680</td>\n",
       "      <td>0.931921</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>-1.562699</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.272989</td>\n",
       "      <td>2.155605</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>-0.307514</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>3.801748</td>\n",
       "      <td>0.178395</td>\n",
       "      <td>0.454728</td>\n",
       "      <td>-1.383597</td>\n",
       "      <td>8.170964</td>\n",
       "      <td>1.046136</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1437</th>\n",
       "      <td>-0.804450</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>-2.260424</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>-2.025516</td>\n",
       "      <td>0.585039</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-0.529794</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-0.544136</td>\n",
       "      <td>-0.931244</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>-0.764443</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>1.685648</td>\n",
       "      <td>0.628738</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>-0.242342</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.102542</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.297439</td>\n",
       "      <td>-1.319875</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>-0.421866</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.731294</td>\n",
       "      <td>0.028854</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-1.927653</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1438</th>\n",
       "      <td>-0.340777</td>\n",
       "      <td>1.516885</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>-2.025516</td>\n",
       "      <td>0.738609</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-0.529794</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-2.090852</td>\n",
       "      <td>-0.701530</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>-3.630490</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-2.687495</td>\n",
       "      <td>0.628738</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>1.584289</td>\n",
       "      <td>1.622141</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>-1.562699</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.306330</td>\n",
       "      <td>1.039868</td>\n",
       "      <td>1.234732</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>-2.830759</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>0.111386</td>\n",
       "      <td>0.738643</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>0.775791</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1439</th>\n",
       "      <td>-0.533540</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>-1.044716</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>-0.989055</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>1.259201</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>-0.818562</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>1.002579</td>\n",
       "      <td>0.890551</td>\n",
       "      <td>-3.724574</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.938238</td>\n",
       "      <td>0.628738</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>-1.304770</td>\n",
       "      <td>-1.004096</td>\n",
       "      <td>-0.950901</td>\n",
       "      <td>0.935163</td>\n",
       "      <td>-3.880691</td>\n",
       "      <td>0.101837</td>\n",
       "      <td>-1.108129</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>-0.307514</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>-1.626312</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.163955</td>\n",
       "      <td>-0.870212</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.305587</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1440</th>\n",
       "      <td>0.690766</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>-2.025516</td>\n",
       "      <td>-0.989055</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>1.259201</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>-0.818562</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-0.544136</td>\n",
       "      <td>1.959520</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>-0.764443</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>0.717571</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.102542</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.297439</td>\n",
       "      <td>-0.151202</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>-0.421866</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.209312</td>\n",
       "      <td>-0.302381</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.575931</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1441</th>\n",
       "      <td>-0.635132</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>-1.156074</td>\n",
       "      <td>-0.566737</td>\n",
       "      <td>3.411201</td>\n",
       "      <td>-0.082545</td>\n",
       "      <td>-0.431086</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>1.002579</td>\n",
       "      <td>-1.274679</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>3.560982</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>-1.081101</td>\n",
       "      <td>-1.004096</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.935163</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.266321</td>\n",
       "      <td>-1.187534</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>0.266368</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.222124</td>\n",
       "      <td>0.028854</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>1.857169</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1442</th>\n",
       "      <td>0.081218</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>0.350167</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>0.811952</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>-0.818562</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>1.002579</td>\n",
       "      <td>0.078590</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>-0.745597</td>\n",
       "      <td>-1.004096</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.935163</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.204084</td>\n",
       "      <td>-0.627630</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>1.414133</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>2.051075</td>\n",
       "      <td>0.218131</td>\n",
       "      <td>-1.383597</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.575931</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1443</th>\n",
       "      <td>0.164575</td>\n",
       "      <td>1.256348</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>1.447742</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-0.529794</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-0.544136</td>\n",
       "      <td>-0.953988</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>-0.764443</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>1.685648</td>\n",
       "      <td>0.628738</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>0.391387</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.102542</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.277435</td>\n",
       "      <td>1.208857</td>\n",
       "      <td>1.234732</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>-0.421866</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.017124</td>\n",
       "      <td>0.502047</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>0.775791</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1444</th>\n",
       "      <td>-0.939906</td>\n",
       "      <td>0.505251</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>-1.044716</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>-0.989055</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>1.259201</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>-0.818562</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-1.317494</td>\n",
       "      <td>-0.001014</td>\n",
       "      <td>-3.724574</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>-2.284683</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>-2.949011</td>\n",
       "      <td>-0.410093</td>\n",
       "      <td>-1.004096</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.935163</td>\n",
       "      <td>-3.880691</td>\n",
       "      <td>0.177410</td>\n",
       "      <td>-0.305939</td>\n",
       "      <td>1.234732</td>\n",
       "      <td>0.266368</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>0.209274</td>\n",
       "      <td>0.028854</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>0.505447</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>-1.372320</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>-2.260424</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>-2.025516</td>\n",
       "      <td>0.259832</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-0.529794</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-0.544136</td>\n",
       "      <td>-1.099550</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>-2.199446</td>\n",
       "      <td>-2.317215</td>\n",
       "      <td>-2.195569</td>\n",
       "      <td>-0.730079</td>\n",
       "      <td>-1.776876</td>\n",
       "      <td>-4.156969</td>\n",
       "      <td>-1.763727</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>-2.830759</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-1.101961</td>\n",
       "      <td>-2.289789</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-1.116620</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>-0.679415</td>\n",
       "      <td>1.317375</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>1.386699</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>-0.989055</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>1.259201</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>-0.818562</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-0.544136</td>\n",
       "      <td>0.763185</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>-2.199446</td>\n",
       "      <td>-2.317215</td>\n",
       "      <td>-2.195569</td>\n",
       "      <td>-0.730079</td>\n",
       "      <td>-1.776876</td>\n",
       "      <td>-4.156969</td>\n",
       "      <td>0.602125</td>\n",
       "      <td>3.224364</td>\n",
       "      <td>1.414133</td>\n",
       "      <td>4.452724</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.145249</td>\n",
       "      <td>-0.444338</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>2.127513</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1447</th>\n",
       "      <td>1.097131</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>-0.989055</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>1.259201</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>-0.818562</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-0.544136</td>\n",
       "      <td>2.302954</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>-0.764443</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.938238</td>\n",
       "      <td>0.628738</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>1.714762</td>\n",
       "      <td>1.622141</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>-1.562699</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.306330</td>\n",
       "      <td>0.166417</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>-2.830759</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.111680</td>\n",
       "      <td>0.407408</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.575931</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>-0.220951</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>-1.044716</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>-1.156074</td>\n",
       "      <td>0.246282</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-0.529794</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-0.544136</td>\n",
       "      <td>-1.274679</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>0.246934</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>-1.562699</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.299662</td>\n",
       "      <td>-0.863807</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>0.266368</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.827516</td>\n",
       "      <td>-1.627320</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-1.116620</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449</th>\n",
       "      <td>-0.043818</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>-0.989055</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>1.259201</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>-0.818562</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-0.544136</td>\n",
       "      <td>1.318138</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>-2.199446</td>\n",
       "      <td>-2.317215</td>\n",
       "      <td>-2.195569</td>\n",
       "      <td>-0.730079</td>\n",
       "      <td>-1.776876</td>\n",
       "      <td>-4.156969</td>\n",
       "      <td>-0.725358</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>0.907557</td>\n",
       "      <td>0.975239</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.575931</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>0.167180</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>3.898200</td>\n",
       "      <td>-1.044716</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>-0.063117</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-0.529794</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-0.544136</td>\n",
       "      <td>0.569860</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>-0.764443</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>-0.335537</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.102542</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.297439</td>\n",
       "      <td>-0.560441</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>-0.421866</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.337437</td>\n",
       "      <td>-0.349700</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.575931</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>-0.530935</td>\n",
       "      <td>0.843245</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>-0.989055</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>1.259201</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>-0.818562</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-0.544136</td>\n",
       "      <td>0.892825</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>1.685648</td>\n",
       "      <td>0.628738</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>-0.055951</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.102542</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.286326</td>\n",
       "      <td>0.306902</td>\n",
       "      <td>1.234732</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.284009</td>\n",
       "      <td>-0.349700</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>0.775791</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1452</th>\n",
       "      <td>2.386560</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>0.795069</td>\n",
       "      <td>0.669794</td>\n",
       "      <td>-1.424292</td>\n",
       "      <td>-0.431086</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>-0.544136</td>\n",
       "      <td>0.064943</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>-1.368484</td>\n",
       "      <td>1.685648</td>\n",
       "      <td>2.181933</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>-4.017680</td>\n",
       "      <td>0.130440</td>\n",
       "      <td>0.309022</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.935163</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.239648</td>\n",
       "      <td>1.174245</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>1.414133</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>0.389674</td>\n",
       "      <td>0.738643</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.575931</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1453</th>\n",
       "      <td>0.081218</td>\n",
       "      <td>1.918253</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>1.386699</td>\n",
       "      <td>-2.735575</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>-0.367999</td>\n",
       "      <td>-0.293244</td>\n",
       "      <td>-0.529794</td>\n",
       "      <td>0.353808</td>\n",
       "      <td>-0.818562</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>1.002579</td>\n",
       "      <td>0.719971</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>-2.207344</td>\n",
       "      <td>-3.630490</td>\n",
       "      <td>-3.200882</td>\n",
       "      <td>-0.938238</td>\n",
       "      <td>2.181933</td>\n",
       "      <td>0.786564</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>-1.025183</td>\n",
       "      <td>-1.004096</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.102542</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.157406</td>\n",
       "      <td>1.717862</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>-0.881397</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>-0.421866</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.139868</td>\n",
       "      <td>-0.160423</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>1.046136</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>-0.205322</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>-1.044716</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>-0.286632</td>\n",
       "      <td>-0.878394</td>\n",
       "      <td>5.786299</td>\n",
       "      <td>-0.529794</td>\n",
       "      <td>-0.431086</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>1.002579</td>\n",
       "      <td>-1.274679</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>1.382726</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>0.668580</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>-1.081101</td>\n",
       "      <td>-1.004096</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>0.935163</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.177410</td>\n",
       "      <td>-0.851591</td>\n",
       "      <td>-0.754900</td>\n",
       "      <td>0.266368</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>-0.421866</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.053383</td>\n",
       "      <td>-0.065784</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.575931</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>0.258351</td>\n",
       "      <td>-0.785698</td>\n",
       "      <td>-0.103402</td>\n",
       "      <td>0.055368</td>\n",
       "      <td>0.170991</td>\n",
       "      <td>0.333786</td>\n",
       "      <td>0.582809</td>\n",
       "      <td>0.885404</td>\n",
       "      <td>1.420136</td>\n",
       "      <td>-0.977043</td>\n",
       "      <td>-2.000875</td>\n",
       "      <td>1.090324</td>\n",
       "      <td>-0.249126</td>\n",
       "      <td>1.002579</td>\n",
       "      <td>-0.965360</td>\n",
       "      <td>0.268487</td>\n",
       "      <td>-0.359879</td>\n",
       "      <td>0.376756</td>\n",
       "      <td>-0.764443</td>\n",
       "      <td>0.463914</td>\n",
       "      <td>-0.063609</td>\n",
       "      <td>-0.924457</td>\n",
       "      <td>-1.027387</td>\n",
       "      <td>0.256994</td>\n",
       "      <td>-0.913349</td>\n",
       "      <td>-1.004096</td>\n",
       "      <td>0.293767</td>\n",
       "      <td>-1.562699</td>\n",
       "      <td>0.326939</td>\n",
       "      <td>0.210752</td>\n",
       "      <td>-0.489180</td>\n",
       "      <td>1.234732</td>\n",
       "      <td>0.266368</td>\n",
       "      <td>-0.207847</td>\n",
       "      <td>0.782580</td>\n",
       "      <td>-0.216416</td>\n",
       "      <td>-0.025196</td>\n",
       "      <td>0.265450</td>\n",
       "      <td>0.745482</td>\n",
       "      <td>-0.101267</td>\n",
       "      <td>-0.575931</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1456 rows × 218 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      1stFlrSF  2ndFlrSF  3SsnPorch     Alley  BedroomAbvGr  BsmtCond  \\\n",
       "0    -0.783611  1.218793  -0.103402  0.055368      0.170991  0.333786   \n",
       "1     0.273981 -0.785698  -0.103402  0.055368      0.170991  0.333786   \n",
       "2    -0.616897  1.246959  -0.103402  0.055368      0.170991  0.333786   \n",
       "3    -0.510096  0.988770  -0.103402  0.055368      0.170991 -2.735575   \n",
       "4    -0.030793  1.685882  -0.103402  0.055368      1.386699  0.333786   \n",
       "5    -0.939906  0.542806  12.594536  0.055368     -2.260424  0.333786   \n",
       "6     1.399300 -0.785698  -0.103402  0.055368      0.170991  0.333786   \n",
       "7    -0.129780  1.521579  -0.103402  0.055368      0.170991  0.333786   \n",
       "8    -0.351197  0.979381  -0.103402  0.055368     -1.044716  0.333786   \n",
       "9    -0.207927 -0.785698  -0.103402  0.055368     -1.044716  0.333786   \n",
       "10   -0.304308 -0.785698  -0.103402  0.055368      0.170991  0.333786   \n",
       "11    0.065588  1.894781  -0.103402  0.055368      1.386699  0.333786   \n",
       "12   -0.637736 -0.785698  -0.103402  0.055368     -1.044716  0.333786   \n",
       "13    0.878319 -0.785698  -0.103402  0.055368      0.170991  0.333786   \n",
       "14    0.250537 -0.785698  -0.103402  0.055368     -1.044716  0.333786   \n",
       "15   -0.788821 -0.785698  -0.103402  0.055368     -1.044716  0.333786   \n",
       "16   -0.398085 -0.785698  -0.103402  0.055368     -1.044716  0.333786   \n",
       "17    0.362548 -0.785698  -0.103402  0.055368     -1.044716 -1.712454   \n",
       "18   -0.111545 -0.785698  -0.103402  0.055368      0.170991  0.333786   \n",
       "19    0.474559 -0.785698  -0.103402  0.055368      0.170991  0.333786   \n",
       "...        ...       ...        ...       ...           ...       ...   \n",
       "1436  0.693371  0.969992  -0.103402  0.055368      0.170991  0.333786   \n",
       "1437 -0.804450 -0.785698  -0.103402  0.055368     -2.260424  0.333786   \n",
       "1438 -0.340777  1.516885  -0.103402  0.055368      0.170991  0.333786   \n",
       "1439 -0.533540 -0.785698  -0.103402  0.055368     -1.044716  0.333786   \n",
       "1440  0.690766 -0.785698  -0.103402  0.055368      0.170991  0.333786   \n",
       "1441 -0.635132 -0.785698  -0.103402  0.055368      0.170991  0.333786   \n",
       "1442  0.081218 -0.785698  -0.103402  0.055368      0.170991  0.333786   \n",
       "1443  0.164575  1.256348  -0.103402  0.055368      0.170991  0.333786   \n",
       "1444 -0.939906  0.505251  -0.103402  0.055368     -1.044716  0.333786   \n",
       "1445 -1.372320 -0.785698  -0.103402  0.055368     -2.260424  0.333786   \n",
       "1446 -0.679415  1.317375  -0.103402  0.055368      1.386699  0.333786   \n",
       "1447  1.097131 -0.785698  -0.103402  0.055368      0.170991  0.333786   \n",
       "1448 -0.220951 -0.785698  -0.103402  0.055368     -1.044716  0.333786   \n",
       "1449 -0.043818 -0.785698  -0.103402  0.055368      0.170991  0.333786   \n",
       "1450  0.167180 -0.785698  -0.103402  3.898200     -1.044716  0.333786   \n",
       "1451 -0.530935  0.843245  -0.103402  0.055368      0.170991  0.333786   \n",
       "1452  2.386560 -0.785698  -0.103402  0.055368      0.170991  0.333786   \n",
       "1453  0.081218  1.918253  -0.103402  0.055368      1.386699 -2.735575   \n",
       "1454 -0.205322 -0.785698  -0.103402  0.055368     -1.044716  0.333786   \n",
       "1455  0.258351 -0.785698  -0.103402  0.055368      0.170991  0.333786   \n",
       "\n",
       "      BsmtExposure  BsmtFinSF1  BsmtFinSF2  BsmtFinType1  BsmtFinType2  \\\n",
       "0         0.582809    0.605365   -0.293244     -0.529794      0.353808   \n",
       "1        -1.156074    1.219645   -0.293244     -1.424292      0.353808   \n",
       "2        -0.286632    0.108520   -0.293244     -0.529794      0.353808   \n",
       "3         0.582809   -0.501244   -0.293244     -1.424292      0.353808   \n",
       "4        -2.025516    0.490187   -0.293244     -0.529794      0.353808   \n",
       "5         0.582809    0.664083   -0.293244     -0.529794      0.353808   \n",
       "6        -2.025516    2.102673   -0.293244     -0.529794      0.353808   \n",
       "7        -0.286632    0.950898   -0.104181     -1.424292     -3.570665   \n",
       "8         0.582809   -0.989055   -0.293244      1.259201      0.353808   \n",
       "9         0.582809    0.932830   -0.293244     -0.529794      0.353808   \n",
       "10        0.582809    1.057042   -0.293244      0.811952      0.353808   \n",
       "11        0.582809    1.264813   -0.293244     -0.529794      0.353808   \n",
       "12        0.582809    0.675375   -0.293244     -1.424292      0.353808   \n",
       "13       -2.025516   -0.989055   -0.293244      1.259201      0.353808   \n",
       "14        0.582809    0.666341   -0.293244     -0.977043      0.353808   \n",
       "15        0.582809   -0.989055   -0.293244      1.259201      0.353808   \n",
       "16        0.582809    0.316292   -0.293244     -1.424292      0.353808   \n",
       "17        1.452251   -0.989055   -0.293244      0.364703     -1.215981   \n",
       "18        0.582809    0.469862   -0.293244     -0.529794      0.353808   \n",
       "19        0.582809    0.149171   -0.293244     -0.082545      0.353808   \n",
       "...            ...         ...         ...           ...           ...   \n",
       "1436      0.582809   -0.989055   -0.293244      1.259201      0.353808   \n",
       "1437     -2.025516    0.585039   -0.293244     -0.529794      0.353808   \n",
       "1438     -2.025516    0.738609   -0.293244     -0.529794      0.353808   \n",
       "1439      0.582809   -0.989055   -0.293244      1.259201      0.353808   \n",
       "1440     -2.025516   -0.989055   -0.293244      1.259201      0.353808   \n",
       "1441     -1.156074   -0.566737    3.411201     -0.082545     -0.431086   \n",
       "1442      0.582809    0.350167   -0.293244      0.811952      0.353808   \n",
       "1443      0.582809    1.447742   -0.293244     -0.529794      0.353808   \n",
       "1444      0.582809   -0.989055   -0.293244      1.259201      0.353808   \n",
       "1445     -2.025516    0.259832   -0.293244     -0.529794      0.353808   \n",
       "1446      0.582809   -0.989055   -0.293244      1.259201      0.353808   \n",
       "1447      0.582809   -0.989055   -0.293244      1.259201      0.353808   \n",
       "1448     -1.156074    0.246282   -0.293244     -0.529794      0.353808   \n",
       "1449      0.582809   -0.989055   -0.293244      1.259201      0.353808   \n",
       "1450      0.582809   -0.063117   -0.293244     -0.529794      0.353808   \n",
       "1451      0.582809   -0.989055   -0.293244      1.259201      0.353808   \n",
       "1452      0.582809    0.795069    0.669794     -1.424292     -0.431086   \n",
       "1453      0.582809   -0.367999   -0.293244     -0.529794      0.353808   \n",
       "1454     -0.286632   -0.878394    5.786299     -0.529794     -0.431086   \n",
       "1455      0.582809    0.885404    1.420136     -0.977043     -2.000875   \n",
       "\n",
       "      BsmtFullBath  BsmtHalfBath  BsmtQual  BsmtUnfSF  CentralAir  \\\n",
       "0         1.090324     -0.249126 -0.544136  -0.933519    0.268487   \n",
       "1        -0.818562      3.830667 -0.544136  -0.628749    0.268487   \n",
       "2         1.090324     -0.249126 -0.544136  -0.287589    0.268487   \n",
       "3         1.090324     -0.249126  1.002579  -0.046502    0.268487   \n",
       "4         1.090324     -0.249126 -0.544136  -0.160222    0.268487   \n",
       "5         1.090324     -0.249126 -0.544136  -1.129117    0.268487   \n",
       "6         1.090324     -0.249126 -2.090852  -0.553694    0.268487   \n",
       "7         1.090324     -0.249126 -0.544136  -0.783408    0.268487   \n",
       "8        -0.818562     -0.249126  1.002579   0.890551    0.268487   \n",
       "9         1.090324     -0.249126  1.002579  -0.956263    0.268487   \n",
       "10        1.090324     -0.249126  1.002579  -0.969909    0.268487   \n",
       "11        1.090324     -0.249126 -2.090852  -0.872110    0.268487   \n",
       "12        1.090324     -0.249126  1.002579  -0.876659    0.268487   \n",
       "13       -0.818562     -0.249126 -0.544136   2.123277    0.268487   \n",
       "14        1.090324     -0.249126  1.002579  -0.091990    0.268487   \n",
       "15       -0.818562     -0.249126  1.002579   0.617623    0.268487   \n",
       "16        1.090324     -0.249126  1.002579  -0.305784    0.268487   \n",
       "17       -0.818562     -0.249126  0.229222  -1.274679    0.268487   \n",
       "18        1.090324     -0.249126  1.002579  -0.210259    0.268487   \n",
       "19       -0.818562     -0.249126  1.002579  -0.080618    0.268487   \n",
       "...            ...           ...       ...        ...         ...   \n",
       "1436     -0.818562     -0.249126 -2.090852   0.062669    0.268487   \n",
       "1437      1.090324     -0.249126 -0.544136  -0.931244    0.268487   \n",
       "1438      1.090324     -0.249126 -2.090852  -0.701530    0.268487   \n",
       "1439     -0.818562     -0.249126  1.002579   0.890551   -3.724574   \n",
       "1440     -0.818562     -0.249126 -0.544136   1.959520    0.268487   \n",
       "1441      1.090324     -0.249126  1.002579  -1.274679    0.268487   \n",
       "1442     -0.818562     -0.249126  1.002579   0.078590    0.268487   \n",
       "1443      1.090324     -0.249126 -0.544136  -0.953988    0.268487   \n",
       "1444     -0.818562     -0.249126 -1.317494  -0.001014   -3.724574   \n",
       "1445      1.090324     -0.249126 -0.544136  -1.099550    0.268487   \n",
       "1446     -0.818562     -0.249126 -0.544136   0.763185    0.268487   \n",
       "1447     -0.818562     -0.249126 -0.544136   2.302954    0.268487   \n",
       "1448      1.090324     -0.249126 -0.544136  -1.274679    0.268487   \n",
       "1449     -0.818562     -0.249126 -0.544136   1.318138    0.268487   \n",
       "1450      1.090324     -0.249126 -0.544136   0.569860    0.268487   \n",
       "1451     -0.818562     -0.249126 -0.544136   0.892825    0.268487   \n",
       "1452      1.090324     -0.249126 -0.544136   0.064943    0.268487   \n",
       "1453     -0.818562     -0.249126  1.002579   0.719971    0.268487   \n",
       "1454      1.090324     -0.249126  1.002579  -1.274679    0.268487   \n",
       "1455      1.090324     -0.249126  1.002579  -0.965360    0.268487   \n",
       "\n",
       "      EnclosedPorch  ExterCond  ExterQual     Fence  FireplaceQu  Fireplaces  \\\n",
       "0         -0.359879   0.376756  -0.764443  0.463914    -0.063609   -0.924457   \n",
       "1         -0.359879   0.376756   0.668580  0.463914     1.685648    0.628738   \n",
       "2         -0.359879   0.376756  -0.764443  0.463914     1.685648    0.628738   \n",
       "3          3.872161   0.376756   0.668580  0.463914    -0.938238    0.628738   \n",
       "4         -0.359879   0.376756  -0.764443  0.463914     1.685648    0.628738   \n",
       "5         -0.359879   0.376756   0.668580 -1.368484    -0.063609   -0.924457   \n",
       "6         -0.359879   0.376756  -0.764443  0.463914    -0.938238    0.628738   \n",
       "7          3.187567   0.376756   0.668580  0.463914     1.685648    2.181933   \n",
       "8          2.829710   0.376756   0.668580  0.463914     1.685648    2.181933   \n",
       "9         -0.359879   0.376756   0.668580  0.463914     1.685648    2.181933   \n",
       "10        -0.359879   0.376756   0.668580  0.463914    -0.063609   -0.924457   \n",
       "11        -0.359879   0.376756  -3.630490  0.463914    -0.938238    2.181933   \n",
       "12        -0.359879   0.376756   0.668580  0.463914    -0.063609   -0.924457   \n",
       "13        -0.359879   0.376756  -0.764443  0.463914    -0.938238    0.628738   \n",
       "14         2.378500   0.376756   0.668580 -2.284683    -1.812866    0.628738   \n",
       "15        -0.359879   0.376756   0.668580 -3.200882    -0.063609   -0.924457   \n",
       "16        -0.359879   0.376756   0.668580  0.463914     1.685648    0.628738   \n",
       "17        -0.359879   0.376756   0.668580  0.463914    -0.063609   -0.924457   \n",
       "18        -0.359879   0.376756   0.668580  0.463914    -0.063609   -0.924457   \n",
       "19        -0.359879   0.376756   0.668580 -1.368484    -0.063609   -0.924457   \n",
       "...             ...        ...        ...       ...          ...         ...   \n",
       "1436      -0.359879   0.376756   0.668580  0.463914    -0.938238    0.628738   \n",
       "1437      -0.359879   0.376756  -0.764443  0.463914     1.685648    0.628738   \n",
       "1438      -0.359879   0.376756  -3.630490  0.463914    -2.687495    0.628738   \n",
       "1439      -0.359879   0.376756   0.668580  0.463914    -0.938238    0.628738   \n",
       "1440      -0.359879   0.376756  -0.764443  0.463914    -0.063609   -0.924457   \n",
       "1441       3.560982   0.376756   0.668580  0.463914    -0.063609   -0.924457   \n",
       "1442      -0.359879   0.376756   0.668580  0.463914    -0.063609   -0.924457   \n",
       "1443      -0.359879   0.376756  -0.764443  0.463914     1.685648    0.628738   \n",
       "1444      -0.359879   0.376756   0.668580 -2.284683    -0.063609   -0.924457   \n",
       "1445      -0.359879   0.376756   0.668580  0.463914    -0.063609   -0.924457   \n",
       "1446      -0.359879   0.376756   0.668580  0.463914    -0.063609   -0.924457   \n",
       "1447      -0.359879   0.376756  -0.764443  0.463914    -0.938238    0.628738   \n",
       "1448      -0.359879   0.376756   0.668580  0.463914    -0.063609   -0.924457   \n",
       "1449      -0.359879   0.376756   0.668580  0.463914    -0.063609   -0.924457   \n",
       "1450      -0.359879   0.376756  -0.764443  0.463914    -0.063609   -0.924457   \n",
       "1451      -0.359879   0.376756   0.668580  0.463914     1.685648    0.628738   \n",
       "1452      -0.359879   0.376756   0.668580 -1.368484     1.685648    2.181933   \n",
       "1453      -0.359879  -2.207344  -3.630490 -3.200882    -0.938238    2.181933   \n",
       "1454       1.382726   0.376756   0.668580  0.463914    -0.063609   -0.924457   \n",
       "1455      -0.359879   0.376756  -0.764443  0.463914    -0.063609   -0.924457   \n",
       "\n",
       "      FullBath  Functional  GarageArea  GarageCars  GarageCond  GarageFinish  \\\n",
       "0     0.786564    0.256994    0.354109    0.309022    0.293767      0.102542   \n",
       "1     0.786564    0.256994   -0.055951    0.309022    0.293767      0.102542   \n",
       "2     0.786564    0.256994    0.633695    0.309022    0.293767      0.102542   \n",
       "3    -1.027387    0.256994    0.792128    1.622141    0.293767      0.935163   \n",
       "4     0.786564    0.256994    1.696123    1.622141    0.293767      0.102542   \n",
       "5    -1.027387    0.256994    0.037245    0.309022    0.293767      0.935163   \n",
       "6     0.786564    0.256994    0.764169    0.309022    0.293767      0.102542   \n",
       "7     0.786564    0.256994    0.055884    0.309022    0.293767      0.102542   \n",
       "8     0.786564   -4.017680   -0.018673    0.309022    0.293767      0.935163   \n",
       "9    -1.027387    0.256994   -1.244192   -1.004096    0.293767      0.102542   \n",
       "10   -1.027387    0.256994   -0.410093   -1.004096    0.293767      0.935163   \n",
       "11    2.600515    0.256994    1.230146    1.622141    0.293767     -1.562699   \n",
       "12   -1.027387    0.256994   -0.559206   -1.004096    0.293767      0.935163   \n",
       "13    0.786564    0.256994    1.714762    1.622141    0.293767      0.102542   \n",
       "14   -1.027387    0.256994   -0.559206   -1.004096    0.293767      0.102542   \n",
       "15   -1.027387    0.256994    0.484583    0.309022    0.293767      0.935163   \n",
       "16   -1.027387    0.256994    0.037245    0.309022    0.293767     -1.562699   \n",
       "17    0.786564    0.256994    0.204996    0.309022    0.293767      0.935163   \n",
       "18   -1.027387    0.256994    0.484583    0.309022    0.293767      0.935163   \n",
       "19   -1.027387   -4.017680   -0.829473   -1.004096    0.293767      0.935163   \n",
       "...        ...         ...         ...         ...         ...           ...   \n",
       "1436  0.786564   -4.017680    0.931921    0.309022    0.293767     -1.562699   \n",
       "1437 -1.027387    0.256994   -0.242342    0.309022    0.293767      0.102542   \n",
       "1438  0.786564    0.256994    1.584289    1.622141    0.293767     -1.562699   \n",
       "1439 -1.027387    0.256994   -1.304770   -1.004096   -0.950901      0.935163   \n",
       "1440  0.786564    0.256994    0.717571    0.309022    0.293767      0.102542   \n",
       "1441 -1.027387    0.256994   -1.081101   -1.004096    0.293767      0.935163   \n",
       "1442 -1.027387    0.256994   -0.745597   -1.004096    0.293767      0.935163   \n",
       "1443  0.786564    0.256994    0.391387    0.309022    0.293767      0.102542   \n",
       "1444 -1.027387   -2.949011   -0.410093   -1.004096    0.293767      0.935163   \n",
       "1445 -1.027387    0.256994   -2.199446   -2.317215   -2.195569     -0.730079   \n",
       "1446  0.786564    0.256994   -2.199446   -2.317215   -2.195569     -0.730079   \n",
       "1447  0.786564    0.256994    1.714762    1.622141    0.293767     -1.562699   \n",
       "1448 -1.027387    0.256994    0.246934    0.309022    0.293767     -1.562699   \n",
       "1449 -1.027387    0.256994   -2.199446   -2.317215   -2.195569     -0.730079   \n",
       "1450  0.786564    0.256994   -0.335537    0.309022    0.293767      0.102542   \n",
       "1451  0.786564    0.256994   -0.055951    0.309022    0.293767      0.102542   \n",
       "1452  0.786564   -4.017680    0.130440    0.309022    0.293767      0.935163   \n",
       "1453  0.786564    0.256994   -1.025183   -1.004096    0.293767      0.102542   \n",
       "1454 -1.027387    0.256994   -1.081101   -1.004096    0.293767      0.935163   \n",
       "1455 -1.027387    0.256994   -0.913349   -1.004096    0.293767     -1.562699   \n",
       "\n",
       "      GarageQual  GarageYrBlt  GrLivArea  HalfBath  HeatingQC  KitchenAbvGr  \\\n",
       "0       0.326939     0.295217   0.435171  1.234732  -0.881397     -0.207847   \n",
       "1       0.326939     0.235202  -0.476964 -0.754900  -0.881397     -0.207847   \n",
       "2       0.326939     0.290771   0.589908  1.234732  -0.881397     -0.207847   \n",
       "3       0.326939     0.284103   0.449423 -0.754900   0.266368     -0.207847   \n",
       "4       0.326939     0.288548   1.428747  1.234732  -0.881397     -0.207847   \n",
       "5       0.326939     0.272989  -0.273363  1.234732  -0.881397     -0.207847   \n",
       "6       0.326939     0.297439   0.402595 -0.754900  -0.881397     -0.207847   \n",
       "7       0.326939     0.228534   1.208857  1.234732  -0.881397     -0.207847   \n",
       "8      -3.880691     0.135178   0.565476 -0.754900   0.266368      4.452724   \n",
       "9      -2.828784     0.152960  -0.853627 -0.754900  -0.881397      4.452724   \n",
       "10      0.326939     0.210752  -0.928960 -0.754900  -0.881397     -0.207847   \n",
       "11      0.326939     0.299662   1.685285 -0.754900  -0.881397     -0.207847   \n",
       "12      0.326939     0.204084  -1.189570 -0.754900   1.414133     -0.207847   \n",
       "13      0.326939     0.301885  -0.004608 -0.754900  -0.881397     -0.207847   \n",
       "14      0.326939     0.199638  -0.495288  1.234732   1.414133     -0.207847   \n",
       "15      0.326939     0.268544  -1.307659 -0.754900  -0.881397     -0.207847   \n",
       "16      0.326939     0.221866  -1.002257 -0.754900  -0.881397     -0.207847   \n",
       "17      0.326939     0.215197  -0.407740 -0.754900   1.414133      4.452724   \n",
       "18      0.326939     0.297439  -0.778295  1.234732  -0.881397     -0.207847   \n",
       "19      0.326939     0.195193  -0.320191 -0.754900   1.414133     -0.207847   \n",
       "...          ...          ...        ...       ...        ...           ...   \n",
       "1436    0.326939     0.272989   2.155605 -0.754900  -0.307514     -0.207847   \n",
       "1437    0.326939     0.297439  -1.319875 -0.754900  -0.881397     -0.207847   \n",
       "1438    0.326939     0.306330   1.039868  1.234732  -0.881397     -0.207847   \n",
       "1439   -3.880691     0.101837  -1.108129 -0.754900  -0.307514     -0.207847   \n",
       "1440    0.326939     0.297439  -0.151202 -0.754900  -0.881397     -0.207847   \n",
       "1441    0.326939     0.266321  -1.187534 -0.754900   0.266368     -0.207847   \n",
       "1442    0.326939     0.204084  -0.627630 -0.754900   1.414133     -0.207847   \n",
       "1443    0.326939     0.277435   1.208857  1.234732  -0.881397     -0.207847   \n",
       "1444   -3.880691     0.177410  -0.305939  1.234732   0.266368     -0.207847   \n",
       "1445   -1.776876    -4.156969  -1.763727 -0.754900  -0.881397     -0.207847   \n",
       "1446   -1.776876    -4.156969   0.602125  3.224364   1.414133      4.452724   \n",
       "1447    0.326939     0.306330   0.166417 -0.754900  -0.881397     -0.207847   \n",
       "1448    0.326939     0.299662  -0.863807 -0.754900   0.266368     -0.207847   \n",
       "1449   -1.776876    -4.156969  -0.725358 -0.754900  -0.881397     -0.207847   \n",
       "1450    0.326939     0.297439  -0.560441 -0.754900  -0.881397     -0.207847   \n",
       "1451    0.326939     0.286326   0.306902  1.234732  -0.881397     -0.207847   \n",
       "1452    0.326939     0.239648   1.174245 -0.754900   1.414133     -0.207847   \n",
       "1453    0.326939     0.157406   1.717862 -0.754900  -0.881397     -0.207847   \n",
       "1454    0.326939     0.177410  -0.851591 -0.754900   0.266368     -0.207847   \n",
       "1455    0.326939     0.210752  -0.489180  1.234732   0.266368     -0.207847   \n",
       "\n",
       "      KitchenQual  LandSlope   LotArea  LotFrontage  LotShape  LowQualFinSF  \\\n",
       "0       -0.421866  -0.216416 -0.215718    -0.207742  0.745482     -0.101267   \n",
       "1        0.782580  -0.216416 -0.068374     0.502047  0.745482     -0.101267   \n",
       "2       -0.421866  -0.216416  0.143033    -0.065784 -1.383597     -0.101267   \n",
       "3       -0.421866  -0.216416 -0.074780    -0.444338 -1.383597     -0.101267   \n",
       "4       -0.421866  -0.216416  0.528690     0.691324 -1.383597     -0.101267   \n",
       "5        0.782580  -0.216416  0.510112     0.738643 -1.383597     -0.101267   \n",
       "6       -0.421866  -0.216416 -0.006361     0.265450  0.745482     -0.101267   \n",
       "7        0.782580  -0.216416  0.031820     0.502047 -1.383597     -0.101267   \n",
       "8        0.782580  -0.216416 -0.514250    -0.870212  0.745482     -0.101267   \n",
       "9        0.782580  -0.216416 -0.347687    -0.917531  0.745482     -0.101267   \n",
       "10       0.782580  -0.216416  0.136627     0.028854  0.745482     -0.101267   \n",
       "11      -2.830759  -0.216416  0.229389     0.738643 -1.383597     -0.101267   \n",
       "12       0.782580  -0.216416  0.363152     0.123493 -0.673904     -0.101267   \n",
       "13      -0.421866  -0.216416  0.066414     1.022559 -1.383597     -0.101267   \n",
       "14       0.782580  -0.216416  0.100751     0.170812 -1.383597     -0.101267   \n",
       "15       0.782580  -0.216416 -0.514250    -0.870212  0.745482     -0.101267   \n",
       "16       0.782580  -0.216416  0.141880     0.170812 -1.383597     -0.101267   \n",
       "17       0.782580  -0.216416  0.084223     0.123493  0.745482     -0.101267   \n",
       "18      -0.421866  -0.216416  0.456299    -0.160423  0.745482     -0.101267   \n",
       "19       0.782580  -0.216416 -0.329750     0.028854  0.745482     -0.101267   \n",
       "...           ...        ...       ...          ...       ...           ...   \n",
       "1436     0.782580   3.801748  0.178395     0.454728 -1.383597      8.170964   \n",
       "1437    -0.421866  -0.216416 -0.731294     0.028854  0.745482     -0.101267   \n",
       "1438    -2.830759  -0.216416  0.111386     0.738643  0.745482     -0.101267   \n",
       "1439    -1.626312  -0.216416 -0.163955    -0.870212  0.745482     -0.101267   \n",
       "1440    -0.421866  -0.216416 -0.209312    -0.302381  0.745482     -0.101267   \n",
       "1441     0.782580  -0.216416 -0.222124     0.028854  0.745482     -0.101267   \n",
       "1442     0.782580  -0.216416  2.051075     0.218131 -1.383597     -0.101267   \n",
       "1443    -0.421866  -0.216416 -0.017124     0.502047  0.745482     -0.101267   \n",
       "1444     0.782580  -0.216416  0.209274     0.028854  0.745482     -0.101267   \n",
       "1445    -2.830759  -0.216416 -1.101961    -2.289789  0.745482     -0.101267   \n",
       "1446     0.782580  -0.216416 -0.145249    -0.444338  0.745482     -0.101267   \n",
       "1447    -2.830759  -0.216416 -0.111680     0.407408  0.745482     -0.101267   \n",
       "1448     0.782580  -0.216416 -0.827516    -1.627320  0.745482     -0.101267   \n",
       "1449     0.782580  -0.216416  0.907557     0.975239  0.745482     -0.101267   \n",
       "1450    -0.421866  -0.216416 -0.337437    -0.349700  0.745482     -0.101267   \n",
       "1451     0.782580  -0.216416 -0.284009    -0.349700  0.745482     -0.101267   \n",
       "1452     0.782580  -0.216416  0.389674     0.738643  0.745482     -0.101267   \n",
       "1453    -0.421866  -0.216416 -0.139868    -0.160423  0.745482     -0.101267   \n",
       "1454    -0.421866  -0.216416 -0.053383    -0.065784  0.745482     -0.101267   \n",
       "1455     0.782580  -0.216416 -0.025196     0.265450  0.745482     -0.101267   \n",
       "\n",
       "      MSSubClass  ...  Neighborhood_NWAmes  Neighborhood_NoRidge  \\\n",
       "0       0.775791  ...                    0                     0   \n",
       "1      -0.575931  ...                    0                     0   \n",
       "2       0.775791  ...                    0                     0   \n",
       "3       1.046136  ...                    0                     0   \n",
       "4       0.775791  ...                    0                     1   \n",
       "5       0.505447  ...                    0                     0   \n",
       "6      -0.575931  ...                    0                     0   \n",
       "7       0.775791  ...                    1                     0   \n",
       "8       0.505447  ...                    0                     0   \n",
       "9      -0.846275  ...                    0                     0   \n",
       "10     -0.575931  ...                    0                     0   \n",
       "11      0.775791  ...                    0                     0   \n",
       "12     -0.575931  ...                    0                     0   \n",
       "13     -0.575931  ...                    0                     0   \n",
       "14     -0.575931  ...                    0                     0   \n",
       "15      0.235102  ...                    0                     0   \n",
       "16     -0.575931  ...                    0                     0   \n",
       "17      2.127513  ...                    0                     0   \n",
       "18     -0.575931  ...                    0                     0   \n",
       "19     -0.575931  ...                    0                     0   \n",
       "...          ...  ...                  ...                   ...   \n",
       "1436    1.046136  ...                    0                     0   \n",
       "1437   -1.927653  ...                    0                     0   \n",
       "1438    0.775791  ...                    0                     0   \n",
       "1439   -0.305587  ...                    0                     0   \n",
       "1440   -0.575931  ...                    0                     0   \n",
       "1441    1.857169  ...                    0                     0   \n",
       "1442   -0.575931  ...                    0                     0   \n",
       "1443    0.775791  ...                    0                     0   \n",
       "1444    0.505447  ...                    0                     0   \n",
       "1445   -1.116620  ...                    0                     0   \n",
       "1446    2.127513  ...                    0                     0   \n",
       "1447   -0.575931  ...                    0                     0   \n",
       "1448   -1.116620  ...                    0                     0   \n",
       "1449   -0.575931  ...                    0                     0   \n",
       "1450   -0.575931  ...                    0                     0   \n",
       "1451    0.775791  ...                    0                     0   \n",
       "1452   -0.575931  ...                    1                     0   \n",
       "1453    1.046136  ...                    0                     0   \n",
       "1454   -0.575931  ...                    0                     0   \n",
       "1455   -0.575931  ...                    0                     0   \n",
       "\n",
       "      Neighborhood_NridgHt  Neighborhood_OldTown  Neighborhood_SWISU  \\\n",
       "0                        0                     0                   0   \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",
       "6                        0                     0                   0   \n",
       "7                        0                     0                   0   \n",
       "8                        0                     1                   0   \n",
       "9                        0                     0                   0   \n",
       "10                       0                     0                   0   \n",
       "11                       1                     0                   0   \n",
       "12                       0                     0                   0   \n",
       "13                       0                     0                   0   \n",
       "14                       0                     0                   0   \n",
       "15                       0                     0                   0   \n",
       "16                       0                     0                   0   \n",
       "17                       0                     0                   0   \n",
       "18                       0                     0                   0   \n",
       "19                       0                     0                   0   \n",
       "...                    ...                   ...                 ...   \n",
       "1436                     0                     0                   0   \n",
       "1437                     0                     0                   0   \n",
       "1438                     0                     0                   0   \n",
       "1439                     0                     0                   0   \n",
       "1440                     0                     0                   0   \n",
       "1441                     0                     0                   0   \n",
       "1442                     0                     0                   0   \n",
       "1443                     0                     0                   0   \n",
       "1444                     0                     0                   0   \n",
       "1445                     0                     0                   0   \n",
       "1446                     0                     0                   0   \n",
       "1447                     0                     0                   0   \n",
       "1448                     0                     0                   0   \n",
       "1449                     0                     0                   0   \n",
       "1450                     0                     0                   0   \n",
       "1451                     0                     0                   0   \n",
       "1452                     0                     0                   0   \n",
       "1453                     0                     0                   0   \n",
       "1454                     0                     0                   0   \n",
       "1455                     0                     0                   0   \n",
       "\n",
       "      Neighborhood_Sawyer  Neighborhood_SawyerW  Neighborhood_Somerst  \\\n",
       "0                       0                     0                     0   \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",
       "6                       0                     0                     1   \n",
       "7                       0                     0                     0   \n",
       "8                       0                     0                     0   \n",
       "9                       0                     0                     0   \n",
       "10                      1                     0                     0   \n",
       "11                      0                     0                     0   \n",
       "12                      1                     0                     0   \n",
       "13                      0                     0                     0   \n",
       "14                      0                     0                     0   \n",
       "15                      0                     0                     0   \n",
       "16                      0                     0                     0   \n",
       "17                      1                     0                     0   \n",
       "18                      0                     1                     0   \n",
       "19                      0                     0                     0   \n",
       "...                   ...                   ...                   ...   \n",
       "1436                    0                     0                     0   \n",
       "1437                    0                     0                     0   \n",
       "1438                    0                     0                     1   \n",
       "1439                    0                     0                     0   \n",
       "1440                    0                     0                     0   \n",
       "1441                    1                     0                     0   \n",
       "1442                    0                     0                     0   \n",
       "1443                    0                     0                     0   \n",
       "1444                    0                     0                     0   \n",
       "1445                    0                     0                     0   \n",
       "1446                    0                     0                     0   \n",
       "1447                    0                     0                     1   \n",
       "1448                    0                     0                     0   \n",
       "1449                    0                     0                     0   \n",
       "1450                    0                     0                     1   \n",
       "1451                    0                     0                     0   \n",
       "1452                    0                     0                     0   \n",
       "1453                    0                     0                     0   \n",
       "1454                    0                     0                     0   \n",
       "1455                    0                     0                     0   \n",
       "\n",
       "      Neighborhood_StoneBr  Neighborhood_Timber  Neighborhood_Veenker  \\\n",
       "0                        0                    0                     0   \n",
       "1                        0                    0                     1   \n",
       "2                        0                    0                     0   \n",
       "3                        0                    0                     0   \n",
       "4                        0                    0                     0   \n",
       "5                        0                    0                     0   \n",
       "6                        0                    0                     0   \n",
       "7                        0                    0                     0   \n",
       "8                        0                    0                     0   \n",
       "9                        0                    0                     0   \n",
       "10                       0                    0                     0   \n",
       "11                       0                    0                     0   \n",
       "12                       0                    0                     0   \n",
       "13                       0                    0                     0   \n",
       "14                       0                    0                     0   \n",
       "15                       0                    0                     0   \n",
       "16                       0                    0                     0   \n",
       "17                       0                    0                     0   \n",
       "18                       0                    0                     0   \n",
       "19                       0                    0                     0   \n",
       "...                    ...                  ...                   ...   \n",
       "1436                     0                    0                     0   \n",
       "1437                     0                    0                     0   \n",
       "1438                     0                    0                     0   \n",
       "1439                     0                    0                     0   \n",
       "1440                     0                    0                     0   \n",
       "1441                     0                    0                     0   \n",
       "1442                     0                    0                     0   \n",
       "1443                     0                    0                     0   \n",
       "1444                     0                    0                     0   \n",
       "1445                     0                    0                     0   \n",
       "1446                     0                    0                     0   \n",
       "1447                     0                    0                     0   \n",
       "1448                     0                    0                     0   \n",
       "1449                     0                    0                     0   \n",
       "1450                     0                    0                     0   \n",
       "1451                     0                    0                     0   \n",
       "1452                     0                    0                     0   \n",
       "1453                     0                    0                     0   \n",
       "1454                     0                    0                     0   \n",
       "1455                     0                    0                     0   \n",
       "\n",
       "      RoofMatl_CompShg  RoofMatl_Membran  RoofMatl_Metal  RoofMatl_Roll  \\\n",
       "0                    1                 0               0              0   \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",
       "6                    1                 0               0              0   \n",
       "7                    1                 0               0              0   \n",
       "8                    1                 0               0              0   \n",
       "9                    1                 0               0              0   \n",
       "10                   1                 0               0              0   \n",
       "11                   1                 0               0              0   \n",
       "12                   1                 0               0              0   \n",
       "13                   1                 0               0              0   \n",
       "14                   1                 0               0              0   \n",
       "15                   1                 0               0              0   \n",
       "16                   1                 0               0              0   \n",
       "17                   1                 0               0              0   \n",
       "18                   1                 0               0              0   \n",
       "19                   1                 0               0              0   \n",
       "...                ...               ...             ...            ...   \n",
       "1436                 1                 0               0              0   \n",
       "1437                 1                 0               0              0   \n",
       "1438                 1                 0               0              0   \n",
       "1439                 1                 0               0              0   \n",
       "1440                 1                 0               0              0   \n",
       "1441                 1                 0               0              0   \n",
       "1442                 1                 0               0              0   \n",
       "1443                 1                 0               0              0   \n",
       "1444                 1                 0               0              0   \n",
       "1445                 1                 0               0              0   \n",
       "1446                 1                 0               0              0   \n",
       "1447                 1                 0               0              0   \n",
       "1448                 1                 0               0              0   \n",
       "1449                 1                 0               0              0   \n",
       "1450                 1                 0               0              0   \n",
       "1451                 1                 0               0              0   \n",
       "1452                 1                 0               0              0   \n",
       "1453                 1                 0               0              0   \n",
       "1454                 1                 0               0              0   \n",
       "1455                 1                 0               0              0   \n",
       "\n",
       "      RoofMatl_Tar&Grv  RoofMatl_WdShake  RoofMatl_WdShngl  RoofStyle_Flat  \\\n",
       "0                    0                 0                 0               0   \n",
       "1                    0                 0                 0               0   \n",
       "2                    0                 0                 0               0   \n",
       "3                    0                 0                 0               0   \n",
       "4                    0                 0                 0               0   \n",
       "5                    0                 0                 0               0   \n",
       "6                    0                 0                 0               0   \n",
       "7                    0                 0                 0               0   \n",
       "8                    0                 0                 0               0   \n",
       "9                    0                 0                 0               0   \n",
       "10                   0                 0                 0               0   \n",
       "11                   0                 0                 0               0   \n",
       "12                   0                 0                 0               0   \n",
       "13                   0                 0                 0               0   \n",
       "14                   0                 0                 0               0   \n",
       "15                   0                 0                 0               0   \n",
       "16                   0                 0                 0               0   \n",
       "17                   0                 0                 0               0   \n",
       "18                   0                 0                 0               0   \n",
       "19                   0                 0                 0               0   \n",
       "...                ...               ...               ...             ...   \n",
       "1436                 0                 0                 0               0   \n",
       "1437                 0                 0                 0               0   \n",
       "1438                 0                 0                 0               0   \n",
       "1439                 0                 0                 0               0   \n",
       "1440                 0                 0                 0               0   \n",
       "1441                 0                 0                 0               0   \n",
       "1442                 0                 0                 0               0   \n",
       "1443                 0                 0                 0               0   \n",
       "1444                 0                 0                 0               0   \n",
       "1445                 0                 0                 0               0   \n",
       "1446                 0                 0                 0               0   \n",
       "1447                 0                 0                 0               0   \n",
       "1448                 0                 0                 0               0   \n",
       "1449                 0                 0                 0               0   \n",
       "1450                 0                 0                 0               0   \n",
       "1451                 0                 0                 0               0   \n",
       "1452                 0                 0                 0               0   \n",
       "1453                 0                 0                 0               0   \n",
       "1454                 0                 0                 0               0   \n",
       "1455                 0                 0                 0               0   \n",
       "\n",
       "      RoofStyle_Gable  RoofStyle_Gambrel  RoofStyle_Hip  RoofStyle_Mansard  \\\n",
       "0                   1                  0              0                  0   \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",
       "6                   1                  0              0                  0   \n",
       "7                   1                  0              0                  0   \n",
       "8                   1                  0              0                  0   \n",
       "9                   1                  0              0                  0   \n",
       "10                  0                  0              1                  0   \n",
       "11                  0                  0              1                  0   \n",
       "12                  0                  0              1                  0   \n",
       "13                  1                  0              0                  0   \n",
       "14                  0                  0              1                  0   \n",
       "15                  1                  0              0                  0   \n",
       "16                  1                  0              0                  0   \n",
       "17                  1                  0              0                  0   \n",
       "18                  1                  0              0                  0   \n",
       "19                  0                  0              1                  0   \n",
       "...               ...                ...            ...                ...   \n",
       "1436                1                  0              0                  0   \n",
       "1437                1                  0              0                  0   \n",
       "1438                1                  0              0                  0   \n",
       "1439                1                  0              0                  0   \n",
       "1440                1                  0              0                  0   \n",
       "1441                1                  0              0                  0   \n",
       "1442                1                  0              0                  0   \n",
       "1443                1                  0              0                  0   \n",
       "1444                1                  0              0                  0   \n",
       "1445                1                  0              0                  0   \n",
       "1446                1                  0              0                  0   \n",
       "1447                1                  0              0                  0   \n",
       "1448                1                  0              0                  0   \n",
       "1449                1                  0              0                  0   \n",
       "1450                1                  0              0                  0   \n",
       "1451                1                  0              0                  0   \n",
       "1452                1                  0              0                  0   \n",
       "1453                1                  0              0                  0   \n",
       "1454                0                  0              1                  0   \n",
       "1455                1                  0              0                  0   \n",
       "\n",
       "      RoofStyle_Shed  SaleCondition_Abnorml  SaleCondition_AdjLand  \\\n",
       "0                  0                      0                      0   \n",
       "1                  0                      0                      0   \n",
       "2                  0                      0                      0   \n",
       "3                  0                      1                      0   \n",
       "4                  0                      0                      0   \n",
       "5                  0                      0                      0   \n",
       "6                  0                      0                      0   \n",
       "7                  0                      0                      0   \n",
       "8                  0                      1                      0   \n",
       "9                  0                      0                      0   \n",
       "10                 0                      0                      0   \n",
       "11                 0                      0                      0   \n",
       "12                 0                      0                      0   \n",
       "13                 0                      0                      0   \n",
       "14                 0                      0                      0   \n",
       "15                 0                      0                      0   \n",
       "16                 0                      0                      0   \n",
       "17                 0                      0                      0   \n",
       "18                 0                      0                      0   \n",
       "19                 0                      1                      0   \n",
       "...              ...                    ...                    ...   \n",
       "1436               0                      0                      0   \n",
       "1437               0                      0                      0   \n",
       "1438               0                      0                      0   \n",
       "1439               0                      0                      0   \n",
       "1440               0                      0                      0   \n",
       "1441               0                      0                      0   \n",
       "1442               0                      0                      0   \n",
       "1443               0                      0                      0   \n",
       "1444               0                      0                      0   \n",
       "1445               0                      1                      0   \n",
       "1446               0                      0                      0   \n",
       "1447               0                      0                      0   \n",
       "1448               0                      0                      0   \n",
       "1449               0                      1                      0   \n",
       "1450               0                      0                      0   \n",
       "1451               0                      0                      0   \n",
       "1452               0                      0                      0   \n",
       "1453               0                      0                      0   \n",
       "1454               0                      0                      0   \n",
       "1455               0                      0                      0   \n",
       "\n",
       "      SaleCondition_Alloca  SaleCondition_Family  SaleCondition_Normal  \\\n",
       "0                        0                     0                     1   \n",
       "1                        0                     0                     1   \n",
       "2                        0                     0                     1   \n",
       "3                        0                     0                     0   \n",
       "4                        0                     0                     1   \n",
       "5                        0                     0                     1   \n",
       "6                        0                     0                     1   \n",
       "7                        0                     0                     1   \n",
       "8                        0                     0                     0   \n",
       "9                        0                     0                     1   \n",
       "10                       0                     0                     1   \n",
       "11                       0                     0                     0   \n",
       "12                       0                     0                     1   \n",
       "13                       0                     0                     0   \n",
       "14                       0                     0                     1   \n",
       "15                       0                     0                     1   \n",
       "16                       0                     0                     1   \n",
       "17                       0                     0                     1   \n",
       "18                       0                     0                     1   \n",
       "19                       0                     0                     0   \n",
       "...                    ...                   ...                   ...   \n",
       "1436                     0                     0                     1   \n",
       "1437                     0                     0                     1   \n",
       "1438                     0                     0                     1   \n",
       "1439                     0                     0                     1   \n",
       "1440                     0                     0                     1   \n",
       "1441                     0                     0                     1   \n",
       "1442                     0                     0                     1   \n",
       "1443                     0                     0                     1   \n",
       "1444                     0                     0                     1   \n",
       "1445                     0                     0                     0   \n",
       "1446                     0                     0                     1   \n",
       "1447                     0                     0                     0   \n",
       "1448                     0                     0                     1   \n",
       "1449                     0                     0                     0   \n",
       "1450                     0                     0                     1   \n",
       "1451                     0                     0                     1   \n",
       "1452                     0                     0                     1   \n",
       "1453                     0                     0                     1   \n",
       "1454                     0                     0                     1   \n",
       "1455                     0                     0                     1   \n",
       "\n",
       "      SaleCondition_Partial  SaleType_COD  SaleType_CWD  SaleType_Con  \\\n",
       "0                         0             0             0             0   \n",
       "1                         0             0             0             0   \n",
       "2                         0             0             0             0   \n",
       "3                         0             0             0             0   \n",
       "4                         0             0             0             0   \n",
       "5                         0             0             0             0   \n",
       "6                         0             0             0             0   \n",
       "7                         0             0             0             0   \n",
       "8                         0             0             0             0   \n",
       "9                         0             0             0             0   \n",
       "10                        0             0             0             0   \n",
       "11                        1             0             0             0   \n",
       "12                        0             0             0             0   \n",
       "13                        1             0             0             0   \n",
       "14                        0             0             0             0   \n",
       "15                        0             0             0             0   \n",
       "16                        0             0             0             0   \n",
       "17                        0             0             0             0   \n",
       "18                        0             0             0             0   \n",
       "19                        0             1             0             0   \n",
       "...                     ...           ...           ...           ...   \n",
       "1436                      0             0             0             0   \n",
       "1437                      0             0             0             0   \n",
       "1438                      0             0             0             0   \n",
       "1439                      0             0             0             0   \n",
       "1440                      0             0             0             0   \n",
       "1441                      0             0             0             0   \n",
       "1442                      0             0             0             0   \n",
       "1443                      0             0             0             0   \n",
       "1444                      0             0             0             0   \n",
       "1445                      0             0             0             0   \n",
       "1446                      0             0             0             0   \n",
       "1447                      1             0             0             0   \n",
       "1448                      0             0             0             0   \n",
       "1449                      0             0             0             0   \n",
       "1450                      0             0             0             0   \n",
       "1451                      0             0             0             0   \n",
       "1452                      0             0             0             0   \n",
       "1453                      0             0             0             0   \n",
       "1454                      0             0             0             0   \n",
       "1455                      0             0             0             0   \n",
       "\n",
       "      SaleType_ConLD  SaleType_ConLI  SaleType_ConLw  SaleType_New  \\\n",
       "0                  0               0               0             0   \n",
       "1                  0               0               0             0   \n",
       "2                  0               0               0             0   \n",
       "3                  0               0               0             0   \n",
       "4                  0               0               0             0   \n",
       "5                  0               0               0             0   \n",
       "6                  0               0               0             0   \n",
       "7                  0               0               0             0   \n",
       "8                  0               0               0             0   \n",
       "9                  0               0               0             0   \n",
       "10                 0               0               0             0   \n",
       "11                 0               0               0             1   \n",
       "12                 0               0               0             0   \n",
       "13                 0               0               0             1   \n",
       "14                 0               0               0             0   \n",
       "15                 0               0               0             0   \n",
       "16                 0               0               0             0   \n",
       "17                 0               0               0             0   \n",
       "18                 0               0               0             0   \n",
       "19                 0               0               0             0   \n",
       "...              ...             ...             ...           ...   \n",
       "1436               0               0               0             0   \n",
       "1437               0               0               0             0   \n",
       "1438               0               0               0             0   \n",
       "1439               0               0               0             0   \n",
       "1440               0               0               0             0   \n",
       "1441               0               0               0             0   \n",
       "1442               0               0               0             0   \n",
       "1443               0               0               0             0   \n",
       "1444               0               0               0             0   \n",
       "1445               0               0               0             0   \n",
       "1446               0               0               0             0   \n",
       "1447               0               0               0             1   \n",
       "1448               0               0               0             0   \n",
       "1449               0               0               0             0   \n",
       "1450               0               0               0             0   \n",
       "1451               0               0               0             0   \n",
       "1452               0               0               0             0   \n",
       "1453               0               0               0             0   \n",
       "1454               0               0               0             0   \n",
       "1455               0               0               0             0   \n",
       "\n",
       "      SaleType_Oth  SaleType_WD  Utilities_AllPub  Utilities_NoSeWa  \n",
       "0                0            1                 1                 0  \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",
       "6                0            1                 1                 0  \n",
       "7                0            1                 1                 0  \n",
       "8                0            1                 1                 0  \n",
       "9                0            1                 1                 0  \n",
       "10               0            1                 1                 0  \n",
       "11               0            0                 1                 0  \n",
       "12               0            1                 1                 0  \n",
       "13               0            0                 1                 0  \n",
       "14               0            1                 1                 0  \n",
       "15               0            1                 1                 0  \n",
       "16               0            1                 1                 0  \n",
       "17               0            1                 1                 0  \n",
       "18               0            1                 1                 0  \n",
       "19               0            0                 1                 0  \n",
       "...            ...          ...               ...               ...  \n",
       "1436             0            1                 1                 0  \n",
       "1437             0            1                 1                 0  \n",
       "1438             0            1                 1                 0  \n",
       "1439             0            1                 1                 0  \n",
       "1440             0            1                 1                 0  \n",
       "1441             0            1                 1                 0  \n",
       "1442             0            1                 1                 0  \n",
       "1443             0            1                 1                 0  \n",
       "1444             0            1                 1                 0  \n",
       "1445             0            1                 1                 0  \n",
       "1446             0            1                 1                 0  \n",
       "1447             0            0                 1                 0  \n",
       "1448             0            1                 1                 0  \n",
       "1449             0            1                 1                 0  \n",
       "1450             0            1                 1                 0  \n",
       "1451             0            1                 1                 0  \n",
       "1452             0            1                 1                 0  \n",
       "1453             0            1                 1                 0  \n",
       "1454             0            1                 1                 0  \n",
       "1455             0            1                 1                 0  \n",
       "\n",
       "[1456 rows x 218 columns]"
      ]
     },
     "execution_count": 569,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "param_grid = {'fit_intercept': [True, False],\n",
    "             'normalize': [True, False]}\n",
    "\n",
    "y = np.log(y)\n",
    "train_df_scaled = final_df.iloc[:len(y), :]\n",
    "test_df_scaled = final_df.iloc[len(y):, :]\n",
    "train_df_scaled \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 570,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ensamars/usr/dev/prediction-sales-prices-ames-iowa/venv/lib/python3.6/site-packages/sklearn/model_selection/_search.py:841: DeprecationWarning: The default of the `iid` parameter will change from True to False in version 0.22 and will be removed in 0.24. This will change numeric results when test-set sizes are unequal.\n",
      "  DeprecationWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "in sample        9.820934e-02\n",
       "out of sample    3.119866e+09\n",
       "dtype: float64"
      ]
     },
     "execution_count": 570,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lin_reg = LinearRegression()\n",
    "lin_search = GridSearchCV(lin_reg, param_grid, cv=10, \n",
    "                          scoring = 'neg_mean_squared_error')\n",
    "\n",
    "\n",
    "lin_search.fit(train_df_scaled, y)\n",
    "np.sqrt(-lin_search.best_score_)\n",
    "lin_search.best_params_\n",
    "\n",
    "\n",
    "\n",
    "in_sample_mse = mean_squared_error(y, \n",
    "                           lin_search.predict(train_df_scaled))\n",
    "\n",
    "\n",
    "\n",
    "lin_reg_rmse = pd.Series({'in sample': np.sqrt(in_sample_mse),\n",
    "                         'out of sample': np.sqrt(-lin_search.best_score_)})\n",
    "lin_reg_rmse \n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Linear Regression Results\n",
    "The Linear regression performed extremely poorly in the out of sample tests. This indicates severe overfitting as in-sample RSME is relatively low. This could be due to my relatively wide data and maintaining variables that do not change that often like `Electrical`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 571,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "in sample        0.057364\n",
       "out of sample    0.146152\n",
       "dtype: float64"
      ]
     },
     "execution_count": 571,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "\n",
    "param_grid = [{'n_estimators': [3, 10, 30], 'max_features': [2, 4, 6, 8]},\n",
    "              {'bootstrap': [False], 'n_estimators': [3, 10], 'max_features': [2, 3, 4]}\n",
    "             ]\n",
    "forest_reg = RandomForestRegressor()\n",
    "rfr_search = GridSearchCV(forest_reg, param_grid, cv=10, scoring='neg_mean_squared_error')\n",
    "\n",
    "rfr_search.fit(train_df_scaled, y)\n",
    "\n",
    "\n",
    "rfr_in_sample_mse = mean_squared_error(y, \n",
    "                           rfr_search.predict(train_df_scaled))\n",
    "\n",
    "\n",
    "np.sqrt(-rfr_search.best_score_)\n",
    "\n",
    "rfr_reg_rmse = pd.Series({'in sample': np.sqrt(rfr_in_sample_mse),\n",
    "                         'out of sample': np.sqrt(-rfr_search.best_score_)})\n",
    "rfr_reg_rmse \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Random Forest Results\n",
    "Random forest performs remarkably better thatn Linear Regression. Here we observe that out of sample error is still ~3 times higher than in sample. However, the ability for Random Forest make effective decisions on catagorical variables (and being able to prune some on its own) helps in reducing the rsme."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 572,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "in sample        0.105308\n",
       "out of sample         NaN\n",
       "dtype: float64"
      ]
     },
     "execution_count": 572,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.svm import LinearSVR\n",
    "\n",
    "svr = LinearSVR(max_iter=100000)\n",
    "svr.fit(train_df_scaled, y)\n",
    "\n",
    "svr_in_sample_mse = mean_squared_error(y,\n",
    "                                      svr.predict(train_df_scaled))\n",
    "\n",
    "svr_reg_rmse = pd.Series({'in sample': np.sqrt(svr_in_sample_mse),\n",
    "                         'out of sample': np.nan})\n",
    "svr_reg_rmse \n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### SVM/SVR results\n",
    "\n",
    "Here we observe that SVR displays similar results to Linear Regression. Again like Random Forest, the performance of SVM is likely attributed to its ability to be more distinctive with catagorical variables. Unlike linear regression, SVM is better able to classify more nuanced/non-linear relationships between variables. \n",
    "\n",
    "### Conclusion\n",
    "\n",
    "I will generate my predictions using the Random Forest Regression as it is best able to distinguish pricing through catagorical variables. Out of sample error rate suggests good performance for the test dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 573,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_test = pd.Series(rfr_search.predict(test_df_scaled),\n",
    "                  name='SalePrice')\n",
    "y_test_backtransform = np.exp(y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 574,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_test_backtransform.index = test_df.index \n",
    "y_test_backtransform.to_csv(\"res/prediction.csv\", header=True)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Results \n",
    "![submission](images/submission.png)\n",
    "![leaderboard](images/leaderboard.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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