Untitled0.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Untitled0.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "xKtbQzk9rUWF"
      },
      "outputs": [],
      "source": [
        "#importing libries\n",
        "import numpy as np;\n",
        "import pandas as pd;\n",
        "import seaborn as sns;\n",
        "import matplotlib.pyplot as plt\n",
        "                   "
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#connecting the drive with google colab\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_baaxFdfvWOA",
        "outputId": "6a86ad4d-2f2f-475d-f138-8501895d5171"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#importing the Train file\n",
        "df = pd.read_csv(\"/content/drive/MyDrive/Kaggle Competition House prices /train.csv\")"
      ],
      "metadata": {
        "id": "kVTNIVzasdvC"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Train data preprocessing\n"
      ],
      "metadata": {
        "id": "lCSOLfEEyRXQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "ilCMq1UGszSg",
        "outputId": "adba3684-3cd5-4d44-a8b8-5cb327060aac"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-861ac4bd-6ae3-41a6-9829-73f7c4d55835\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Id</th>\n",
              "      <th>MSSubClass</th>\n",
              "      <th>MSZoning</th>\n",
              "      <th>LotFrontage</th>\n",
              "      <th>LotArea</th>\n",
              "      <th>Street</th>\n",
              "      <th>Alley</th>\n",
              "      <th>LotShape</th>\n",
              "      <th>LandContour</th>\n",
              "      <th>Utilities</th>\n",
              "      <th>LotConfig</th>\n",
              "      <th>LandSlope</th>\n",
              "      <th>Neighborhood</th>\n",
              "      <th>Condition1</th>\n",
              "      <th>Condition2</th>\n",
              "      <th>BldgType</th>\n",
              "      <th>HouseStyle</th>\n",
              "      <th>OverallQual</th>\n",
              "      <th>OverallCond</th>\n",
              "      <th>YearBuilt</th>\n",
              "      <th>YearRemodAdd</th>\n",
              "      <th>RoofStyle</th>\n",
              "      <th>RoofMatl</th>\n",
              "      <th>Exterior1st</th>\n",
              "      <th>Exterior2nd</th>\n",
              "      <th>MasVnrType</th>\n",
              "      <th>MasVnrArea</th>\n",
              "      <th>ExterQual</th>\n",
              "      <th>ExterCond</th>\n",
              "      <th>Foundation</th>\n",
              "      <th>BsmtQual</th>\n",
              "      <th>BsmtCond</th>\n",
              "      <th>BsmtExposure</th>\n",
              "      <th>BsmtFinType1</th>\n",
              "      <th>BsmtFinSF1</th>\n",
              "      <th>BsmtFinType2</th>\n",
              "      <th>BsmtFinSF2</th>\n",
              "      <th>BsmtUnfSF</th>\n",
              "      <th>TotalBsmtSF</th>\n",
              "      <th>Heating</th>\n",
              "      <th>...</th>\n",
              "      <th>CentralAir</th>\n",
              "      <th>Electrical</th>\n",
              "      <th>1stFlrSF</th>\n",
              "      <th>2ndFlrSF</th>\n",
              "      <th>LowQualFinSF</th>\n",
              "      <th>GrLivArea</th>\n",
              "      <th>BsmtFullBath</th>\n",
              "      <th>BsmtHalfBath</th>\n",
              "      <th>FullBath</th>\n",
              "      <th>HalfBath</th>\n",
              "      <th>BedroomAbvGr</th>\n",
              "      <th>KitchenAbvGr</th>\n",
              "      <th>KitchenQual</th>\n",
              "      <th>TotRmsAbvGrd</th>\n",
              "      <th>Functional</th>\n",
              "      <th>Fireplaces</th>\n",
              "      <th>FireplaceQu</th>\n",
              "      <th>GarageType</th>\n",
              "      <th>GarageYrBlt</th>\n",
              "      <th>GarageFinish</th>\n",
              "      <th>GarageCars</th>\n",
              "      <th>GarageArea</th>\n",
              "      <th>GarageQual</th>\n",
              "      <th>GarageCond</th>\n",
              "      <th>PavedDrive</th>\n",
              "      <th>WoodDeckSF</th>\n",
              "      <th>OpenPorchSF</th>\n",
              "      <th>EnclosedPorch</th>\n",
              "      <th>3SsnPorch</th>\n",
              "      <th>ScreenPorch</th>\n",
              "      <th>PoolArea</th>\n",
              "      <th>PoolQC</th>\n",
              "      <th>Fence</th>\n",
              "      <th>MiscFeature</th>\n",
              "      <th>MiscVal</th>\n",
              "      <th>MoSold</th>\n",
              "      <th>YrSold</th>\n",
              "      <th>SaleType</th>\n",
              "      <th>SaleCondition</th>\n",
              "      <th>SalePrice</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>65.0</td>\n",
              "      <td>8450</td>\n",
              "      <td>Pave</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>CollgCr</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>7</td>\n",
              "      <td>5</td>\n",
              "      <td>2003</td>\n",
              "      <td>2003</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>196.0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>PConc</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>No</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>706</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0</td>\n",
              "      <td>150</td>\n",
              "      <td>856</td>\n",
              "      <td>GasA</td>\n",
              "      <td>...</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>856</td>\n",
              "      <td>854</td>\n",
              "      <td>0</td>\n",
              "      <td>1710</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>8</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>2003.0</td>\n",
              "      <td>RFn</td>\n",
              "      <td>2</td>\n",
              "      <td>548</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>61</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2008</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>208500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>80.0</td>\n",
              "      <td>9600</td>\n",
              "      <td>Pave</td>\n",
              "      <td>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>...</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>2</th>\n",
              "      <td>3</td>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>68.0</td>\n",
              "      <td>11250</td>\n",
              "      <td>Pave</td>\n",
              "      <td>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>...</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>3</th>\n",
              "      <td>4</td>\n",
              "      <td>70</td>\n",
              "      <td>RL</td>\n",
              "      <td>60.0</td>\n",
              "      <td>9550</td>\n",
              "      <td>Pave</td>\n",
              "      <td>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>...</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>4</th>\n",
              "      <td>5</td>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>84.0</td>\n",
              "      <td>14260</td>\n",
              "      <td>Pave</td>\n",
              "      <td>NaN</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>FR2</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>NoRidge</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>2000</td>\n",
              "      <td>2000</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>350.0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>PConc</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>Av</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>655</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0</td>\n",
              "      <td>490</td>\n",
              "      <td>1145</td>\n",
              "      <td>GasA</td>\n",
              "      <td>...</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>1145</td>\n",
              "      <td>1053</td>\n",
              "      <td>0</td>\n",
              "      <td>2198</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>9</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>2000.0</td>\n",
              "      <td>RFn</td>\n",
              "      <td>3</td>\n",
              "      <td>836</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>192</td>\n",
              "      <td>84</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>12</td>\n",
              "      <td>2008</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>250000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 81 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-861ac4bd-6ae3-41a6-9829-73f7c4d55835')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-861ac4bd-6ae3-41a6-9829-73f7c4d55835 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-861ac4bd-6ae3-41a6-9829-73f7c4d55835');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "   Id  MSSubClass MSZoning  ...  SaleType  SaleCondition SalePrice\n",
              "0   1          60       RL  ...        WD         Normal    208500\n",
              "1   2          20       RL  ...        WD         Normal    181500\n",
              "2   3          60       RL  ...        WD         Normal    223500\n",
              "3   4          70       RL  ...        WD        Abnorml    140000\n",
              "4   5          60       RL  ...        WD         Normal    250000\n",
              "\n",
              "[5 rows x 81 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "L3HuvEEH38lG",
        "outputId": "ef98b5a9-057f-4bf8-89bd-001de3f494f4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1460, 81)"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Total number of null values in each feature\n",
        "df.isnull().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zZfUpslKzlez",
        "outputId": "0f61b8dd-c90a-4d72-b483-3d4a9a43f7e9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Id                 0\n",
              "MSSubClass         0\n",
              "MSZoning           0\n",
              "LotFrontage      259\n",
              "LotArea            0\n",
              "                ... \n",
              "MoSold             0\n",
              "YrSold             0\n",
              "SaleType           0\n",
              "SaleCondition      0\n",
              "SalePrice          0\n",
              "Length: 81, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#heatmap to see the null values of different features\n",
        "sns.heatmap(df.isnull(), yticklabels=False, cbar=False)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 348
        },
        "id": "o4fvMC-V20x7",
        "outputId": "b609d300-f30b-4238-c3da-5105baa1b772"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fa36297dbd0>"
            ]
          },
          "metadata": {},
          "execution_count": 7
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pHEE-GNLMkYu",
        "outputId": "5ba8e7ed-d5fc-4e2a-ca72-15d4992de4b7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 1460 entries, 0 to 1459\n",
            "Data columns (total 81 columns):\n",
            " #   Column         Non-Null Count  Dtype  \n",
            "---  ------         --------------  -----  \n",
            " 0   Id             1460 non-null   int64  \n",
            " 1   MSSubClass     1460 non-null   int64  \n",
            " 2   MSZoning       1460 non-null   object \n",
            " 3   LotFrontage    1201 non-null   float64\n",
            " 4   LotArea        1460 non-null   int64  \n",
            " 5   Street         1460 non-null   object \n",
            " 6   Alley          91 non-null     object \n",
            " 7   LotShape       1460 non-null   object \n",
            " 8   LandContour    1460 non-null   object \n",
            " 9   Utilities      1460 non-null   object \n",
            " 10  LotConfig      1460 non-null   object \n",
            " 11  LandSlope      1460 non-null   object \n",
            " 12  Neighborhood   1460 non-null   object \n",
            " 13  Condition1     1460 non-null   object \n",
            " 14  Condition2     1460 non-null   object \n",
            " 15  BldgType       1460 non-null   object \n",
            " 16  HouseStyle     1460 non-null   object \n",
            " 17  OverallQual    1460 non-null   int64  \n",
            " 18  OverallCond    1460 non-null   int64  \n",
            " 19  YearBuilt      1460 non-null   int64  \n",
            " 20  YearRemodAdd   1460 non-null   int64  \n",
            " 21  RoofStyle      1460 non-null   object \n",
            " 22  RoofMatl       1460 non-null   object \n",
            " 23  Exterior1st    1460 non-null   object \n",
            " 24  Exterior2nd    1460 non-null   object \n",
            " 25  MasVnrType     1452 non-null   object \n",
            " 26  MasVnrArea     1452 non-null   float64\n",
            " 27  ExterQual      1460 non-null   object \n",
            " 28  ExterCond      1460 non-null   object \n",
            " 29  Foundation     1460 non-null   object \n",
            " 30  BsmtQual       1423 non-null   object \n",
            " 31  BsmtCond       1423 non-null   object \n",
            " 32  BsmtExposure   1422 non-null   object \n",
            " 33  BsmtFinType1   1423 non-null   object \n",
            " 34  BsmtFinSF1     1460 non-null   int64  \n",
            " 35  BsmtFinType2   1422 non-null   object \n",
            " 36  BsmtFinSF2     1460 non-null   int64  \n",
            " 37  BsmtUnfSF      1460 non-null   int64  \n",
            " 38  TotalBsmtSF    1460 non-null   int64  \n",
            " 39  Heating        1460 non-null   object \n",
            " 40  HeatingQC      1460 non-null   object \n",
            " 41  CentralAir     1460 non-null   object \n",
            " 42  Electrical     1459 non-null   object \n",
            " 43  1stFlrSF       1460 non-null   int64  \n",
            " 44  2ndFlrSF       1460 non-null   int64  \n",
            " 45  LowQualFinSF   1460 non-null   int64  \n",
            " 46  GrLivArea      1460 non-null   int64  \n",
            " 47  BsmtFullBath   1460 non-null   int64  \n",
            " 48  BsmtHalfBath   1460 non-null   int64  \n",
            " 49  FullBath       1460 non-null   int64  \n",
            " 50  HalfBath       1460 non-null   int64  \n",
            " 51  BedroomAbvGr   1460 non-null   int64  \n",
            " 52  KitchenAbvGr   1460 non-null   int64  \n",
            " 53  KitchenQual    1460 non-null   object \n",
            " 54  TotRmsAbvGrd   1460 non-null   int64  \n",
            " 55  Functional     1460 non-null   object \n",
            " 56  Fireplaces     1460 non-null   int64  \n",
            " 57  FireplaceQu    770 non-null    object \n",
            " 58  GarageType     1379 non-null   object \n",
            " 59  GarageYrBlt    1379 non-null   float64\n",
            " 60  GarageFinish   1379 non-null   object \n",
            " 61  GarageCars     1460 non-null   int64  \n",
            " 62  GarageArea     1460 non-null   int64  \n",
            " 63  GarageQual     1379 non-null   object \n",
            " 64  GarageCond     1379 non-null   object \n",
            " 65  PavedDrive     1460 non-null   object \n",
            " 66  WoodDeckSF     1460 non-null   int64  \n",
            " 67  OpenPorchSF    1460 non-null   int64  \n",
            " 68  EnclosedPorch  1460 non-null   int64  \n",
            " 69  3SsnPorch      1460 non-null   int64  \n",
            " 70  ScreenPorch    1460 non-null   int64  \n",
            " 71  PoolArea       1460 non-null   int64  \n",
            " 72  PoolQC         7 non-null      object \n",
            " 73  Fence          281 non-null    object \n",
            " 74  MiscFeature    54 non-null     object \n",
            " 75  MiscVal        1460 non-null   int64  \n",
            " 76  MoSold         1460 non-null   int64  \n",
            " 77  YrSold         1460 non-null   int64  \n",
            " 78  SaleType       1460 non-null   object \n",
            " 79  SaleCondition  1460 non-null   object \n",
            " 80  SalePrice      1460 non-null   int64  \n",
            "dtypes: float64(3), int64(35), object(43)\n",
            "memory usage: 924.0+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Filling the missing values\n",
        "df['LotFrontage']=df['LotFrontage'].fillna(df['LotFrontage'].mean())"
      ],
      "metadata": {
        "id": "ZdgZbPg-NS6a"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.drop(['Alley'], axis=1, inplace=True)"
      ],
      "metadata": {
        "id": "iD9ituUDN2Ai"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df['BsmtCond']=df['BsmtCond'].fillna(df['BsmtCond'].mode()[0])\n",
        "df['BsmtQual']=df['BsmtQual'].fillna(df['BsmtQual'].mode()[0])\n"
      ],
      "metadata": {
        "id": "SNNYWONTOOJK"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df['FireplaceQu']=df['FireplaceQu'].fillna(df['FireplaceQu'].mode()[0])\n",
        "df['GarageType']=df['GarageType'].fillna(df['GarageType'].mode()[0])"
      ],
      "metadata": {
        "id": "qzPol5F3O087"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.drop(['GarageYrBlt'], axis=1, inplace=True)"
      ],
      "metadata": {
        "id": "KBZmRx-IPRep"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df['GarageFinish']=df['GarageFinish'].fillna(df['GarageFinish'].mode()[0])\n",
        "df['GarageQual']=df['GarageQual'].fillna(df['GarageQual'].mode()[0])\n",
        "df['GarageCond']=df['GarageCond'].fillna(df['GarageCond'].mode()[0])"
      ],
      "metadata": {
        "id": "fWW3UlFkP7XY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.drop(['PoolQC','Fence','MiscFeature'], axis=1, inplace=True)"
      ],
      "metadata": {
        "id": "r5PYE559QSNl"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QpqEJsawQsXB",
        "outputId": "9829cebf-4ec0-401d-bdbc-7093f7427a41"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1460, 76)"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.drop(['Id'], axis=1, inplace=True)"
      ],
      "metadata": {
        "id": "BOiEMJvrQ-fn"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.isnull().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uRWuBHjKRLEL",
        "outputId": "0850e664-3b19-41a3-d000-976630f30755"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "MSSubClass       0\n",
              "MSZoning         0\n",
              "LotFrontage      0\n",
              "LotArea          0\n",
              "Street           0\n",
              "                ..\n",
              "MoSold           0\n",
              "YrSold           0\n",
              "SaleType         0\n",
              "SaleCondition    0\n",
              "SalePrice        0\n",
              "Length: 75, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['MasVnrType']=df['MasVnrType'].fillna(df['MasVnrType'].mode()[0])\n",
        "df['MasVnrArea']=df['MasVnrArea'].fillna(df['MasVnrArea'].mode()[0])"
      ],
      "metadata": {
        "id": "I6BV37D0Rc6t"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sns.heatmap(df.isnull(), yticklabels=False, cbar=False, cmap='coolwarm')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 347
        },
        "id": "WoD1PvCTSAdL",
        "outputId": "c82b6654-16c4-4146-fa0a-4b3247097a7d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fa359ac2690>"
            ]
          },
          "metadata": {},
          "execution_count": 20
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['BsmtFinType2']=df['BsmtFinType2'].fillna(df['BsmtFinType2'].mode()[0])"
      ],
      "metadata": {
        "id": "hS5EyRleSfws"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.dropna(inplace=True)"
      ],
      "metadata": {
        "id": "yh2XsXsVSrrt"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WOIyPCNjSxmH",
        "outputId": "8ef092e9-bc25-4869-b71b-4cc22f51425c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1421, 75)"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 270
        },
        "id": "DCJE2PgPS-9m",
        "outputId": "1cd15aa1-4abd-4b87-bba9-a408fe11a04e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-164b1e10-e486-4d2f-8162-580c1ee6db05\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>MSSubClass</th>\n",
              "      <th>MSZoning</th>\n",
              "      <th>LotFrontage</th>\n",
              "      <th>LotArea</th>\n",
              "      <th>Street</th>\n",
              "      <th>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>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>MiscVal</th>\n",
              "      <th>MoSold</th>\n",
              "      <th>YrSold</th>\n",
              "      <th>SaleType</th>\n",
              "      <th>SaleCondition</th>\n",
              "      <th>SalePrice</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>65.0</td>\n",
              "      <td>8450</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>CollgCr</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>7</td>\n",
              "      <td>5</td>\n",
              "      <td>2003</td>\n",
              "      <td>2003</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>196.0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>PConc</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>No</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>706</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0</td>\n",
              "      <td>150</td>\n",
              "      <td>856</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>856</td>\n",
              "      <td>854</td>\n",
              "      <td>0</td>\n",
              "      <td>1710</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>8</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>RFn</td>\n",
              "      <td>2</td>\n",
              "      <td>548</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>61</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2008</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>208500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>80.0</td>\n",
              "      <td>9600</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>FR2</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>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>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>0</td>\n",
              "      <td>5</td>\n",
              "      <td>2007</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>181500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>68.0</td>\n",
              "      <td>11250</td>\n",
              "      <td>Pave</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>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>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>0</td>\n",
              "      <td>9</td>\n",
              "      <td>2008</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>223500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>70</td>\n",
              "      <td>RL</td>\n",
              "      <td>60.0</td>\n",
              "      <td>9550</td>\n",
              "      <td>Pave</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Corner</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>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>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>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2006</td>\n",
              "      <td>WD</td>\n",
              "      <td>Abnorml</td>\n",
              "      <td>140000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>84.0</td>\n",
              "      <td>14260</td>\n",
              "      <td>Pave</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>FR2</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>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>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>0</td>\n",
              "      <td>12</td>\n",
              "      <td>2008</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>250000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-164b1e10-e486-4d2f-8162-580c1ee6db05')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
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              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-164b1e10-e486-4d2f-8162-580c1ee6db05');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
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              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "   MSSubClass MSZoning  LotFrontage  ...  SaleType SaleCondition SalePrice\n",
              "0          60       RL         65.0  ...        WD        Normal    208500\n",
              "1          20       RL         80.0  ...        WD        Normal    181500\n",
              "2          60       RL         68.0  ...        WD        Normal    223500\n",
              "3          70       RL         60.0  ...        WD       Abnorml    140000\n",
              "4          60       RL         84.0  ...        WD        Normal    250000\n",
              "\n",
              "[5 rows x 75 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "len(columns)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 165
        },
        "id": "5BxTwwvCWP0y",
        "outputId": "6cf57a0f-2c8b-4fa5-cdc7-744358529901"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-25-1e48598c52c5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m: name 'columns' is not defined"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def category_onehot_multcols(multcolumns):\n",
        "    df_final=final_df\n",
        "    i=0\n",
        "    for fields in multcolumns:\n",
        "        \n",
        "        print(fields)\n",
        "        df1=pd.get_dummies(final_df[fields],drop_first=True)\n",
        "        \n",
        "        final_df.drop([fields],axis=1,inplace=True)\n",
        "        if i==0:\n",
        "            df_final=df1.copy()\n",
        "        else:\n",
        "            \n",
        "            df_final=pd.concat([df_final,df1],axis=1)\n",
        "        i=i+1\n",
        "       \n",
        "        \n",
        "    df_final=pd.concat([final_df,df_final],axis=1)\n",
        "        \n",
        "    return df_final"
      ],
      "metadata": {
        "id": "gRcQHgoBWXx_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "main_df=df.copy()"
      ],
      "metadata": {
        "id": "pRBLvNUVWo-O"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Handling Categorical Features\n",
        "columns=['MSZoning','Street','LotShape','LandContour','Utilities','LotConfig','LandSlope','Neighborhood','Condition2','BldgType','Condition1','HouseStyle','SaleType',\n",
        "         'SaleCondition','ExterCond','ExterQual','Foundation','BsmtQual','BsmtCond','BsmtExposure','BsmtFinType1','BsmtFinType2','RoofStyle','RoofMatl','Exterior1st','Exterior2nd','MasVnrType','Heating','HeatingQC','CentralAir','Electrical','KitchenQual','Functional','FireplaceQu','GarageType','GarageFinish','GarageQual','GarageCond','PavedDrive']"
      ],
      "metadata": {
        "id": "Jw2Ip9NuVTuW"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Combining Test Data\n",
        "test_df = pd.read_csv(\"/content/drive/MyDrive/Kaggle Competition House prices /formulatedtest.csv\")"
      ],
      "metadata": {
        "id": "1pspiAlwW4oH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "test_df.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "r3jspt1YXkFp",
        "outputId": "29757089-184a-4e3f-e085-6b261baf4256"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1459, 74)"
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "test_df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 270
        },
        "id": "GFDn0XkQXyRd",
        "outputId": "3f39e521-16af-4380-e862-78f22e66c89f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>MSSubClass</th>\n",
              "      <th>MSZoning</th>\n",
              "      <th>LotFrontage</th>\n",
              "      <th>LotArea</th>\n",
              "      <th>Street</th>\n",
              "      <th>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>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>MiscVal</th>\n",
              "      <th>MoSold</th>\n",
              "      <th>YrSold</th>\n",
              "      <th>SaleType</th>\n",
              "      <th>SaleCondition</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>20</td>\n",
              "      <td>RH</td>\n",
              "      <td>80.0</td>\n",
              "      <td>11622</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>NAmes</td>\n",
              "      <td>Feedr</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>1961</td>\n",
              "      <td>1961</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>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>468.0</td>\n",
              "      <td>LwQ</td>\n",
              "      <td>144.0</td>\n",
              "      <td>270.0</td>\n",
              "      <td>882.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>896</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>896</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>5</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Unf</td>\n",
              "      <td>1.0</td>\n",
              "      <td>730.0</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>120</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>81.0</td>\n",
              "      <td>14267</td>\n",
              "      <td>Pave</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Corner</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>NAmes</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>1958</td>\n",
              "      <td>1958</td>\n",
              "      <td>Hip</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>Wd Sdng</td>\n",
              "      <td>Wd Sdng</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>108.0</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>923.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>406.0</td>\n",
              "      <td>1329.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>1329</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1329</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>6</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Unf</td>\n",
              "      <td>1.0</td>\n",
              "      <td>312.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>393</td>\n",
              "      <td>36</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>12500</td>\n",
              "      <td>6</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>74.0</td>\n",
              "      <td>13830</td>\n",
              "      <td>Pave</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>Gilbert</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1997</td>\n",
              "      <td>1998</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>None</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>PConc</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>No</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>791.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>137.0</td>\n",
              "      <td>928.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>928</td>\n",
              "      <td>701</td>\n",
              "      <td>0</td>\n",
              "      <td>1629</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>6</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Fin</td>\n",
              "      <td>2.0</td>\n",
              "      <td>482.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>212</td>\n",
              "      <td>34</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>78.0</td>\n",
              "      <td>9978</td>\n",
              "      <td>Pave</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>Gilbert</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>1998</td>\n",
              "      <td>1998</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>20.0</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>602.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>324.0</td>\n",
              "      <td>926.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>926</td>\n",
              "      <td>678</td>\n",
              "      <td>0</td>\n",
              "      <td>1604</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>7</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Fin</td>\n",
              "      <td>2.0</td>\n",
              "      <td>470.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>360</td>\n",
              "      <td>36</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>120</td>\n",
              "      <td>RL</td>\n",
              "      <td>43.0</td>\n",
              "      <td>5005</td>\n",
              "      <td>Pave</td>\n",
              "      <td>IR1</td>\n",
              "      <td>HLS</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>StoneBr</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>TwnhsE</td>\n",
              "      <td>1Story</td>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>1992</td>\n",
              "      <td>1992</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>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>ALQ</td>\n",
              "      <td>263.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1017.0</td>\n",
              "      <td>1280.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>1280</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1280</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>5</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>RFn</td>\n",
              "      <td>2.0</td>\n",
              "      <td>506.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>82</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>144</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
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              "    .colab-df-convert {\n",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-6bb49a19-1023-4d00-be07-0897a47077c8 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-6bb49a19-1023-4d00-be07-0897a47077c8');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "   MSSubClass MSZoning  LotFrontage  ...  YrSold SaleType SaleCondition\n",
              "0          20       RH         80.0  ...    2010       WD        Normal\n",
              "1          20       RL         81.0  ...    2010       WD        Normal\n",
              "2          60       RL         74.0  ...    2010       WD        Normal\n",
              "3          60       RL         78.0  ...    2010       WD        Normal\n",
              "4         120       RL         43.0  ...    2010       WD        Normal\n",
              "\n",
              "[5 rows x 74 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "final_df=pd.concat([df,test_df],axis=0)"
      ],
      "metadata": {
        "id": "Q4zmczC2X8jX"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "final_df['SalePrice']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FXoOaMQbYFDf",
        "outputId": "e6e84e65-be58-48d4-ba4f-94bc04249999"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0       208500.0\n",
              "1       181500.0\n",
              "2       223500.0\n",
              "3       140000.0\n",
              "4       250000.0\n",
              "          ...   \n",
              "1454         NaN\n",
              "1455         NaN\n",
              "1456         NaN\n",
              "1457         NaN\n",
              "1458         NaN\n",
              "Name: SalePrice, Length: 2880, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 166
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "final_df.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SnxudzyOYLOw",
        "outputId": "ad838cff-a706-4676-ee5b-a462cd303ba1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(2880, 75)"
            ]
          },
          "metadata": {},
          "execution_count": 167
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "final_df=category_onehot_multcols(columns)"
      ],
      "metadata": {
        "id": "8kqiM_amYPTE",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3a985b3c-1cf2-485c-87b5-5a49aa62c7b3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "MSZoning\n",
            "Street\n",
            "LotShape\n",
            "LandContour\n",
            "Utilities\n",
            "LotConfig\n",
            "LandSlope\n",
            "Neighborhood\n",
            "Condition2\n",
            "BldgType\n",
            "Condition1\n",
            "HouseStyle\n",
            "SaleType\n",
            "SaleCondition\n",
            "ExterCond\n",
            "ExterQual\n",
            "Foundation\n",
            "BsmtQual\n",
            "BsmtCond\n",
            "BsmtExposure\n",
            "BsmtFinType1\n",
            "BsmtFinType2\n",
            "RoofStyle\n",
            "RoofMatl\n",
            "Exterior1st\n",
            "Exterior2nd\n",
            "MasVnrType\n",
            "Heating\n",
            "HeatingQC\n",
            "CentralAir\n",
            "Electrical\n",
            "KitchenQual\n",
            "Functional\n",
            "FireplaceQu\n",
            "GarageType\n",
            "GarageFinish\n",
            "GarageQual\n",
            "GarageCond\n",
            "PavedDrive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "final_df.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "w6CCh0AwYlf6",
        "outputId": "8d7d24f2-8b18-4f62-f49b-c86cb403f913"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(2880, 235)"
            ]
          },
          "metadata": {},
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "final_df =final_df.loc[:,~final_df.columns.duplicated()]"
      ],
      "metadata": {
        "id": "5UZSZtfHYmgU"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "final_df.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0MU4Ddc4YrIi",
        "outputId": "e63b5e51-9690-44fd-d767-1eeeda232ef4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(2880, 75)"
            ]
          },
          "metadata": {},
          "execution_count": 169
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "P-6lP2rcDBAY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "final_df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 488
        },
        "id": "ipm0gDacYutU",
        "outputId": "344f9e29-f59b-4809-f6d3-26a70b427f76"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-cf7bd2fb-6cee-4249-9afd-12bb7f36460c\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>MSSubClass</th>\n",
              "      <th>MSZoning</th>\n",
              "      <th>LotFrontage</th>\n",
              "      <th>LotArea</th>\n",
              "      <th>Street</th>\n",
              "      <th>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>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>MiscVal</th>\n",
              "      <th>MoSold</th>\n",
              "      <th>YrSold</th>\n",
              "      <th>SaleType</th>\n",
              "      <th>SaleCondition</th>\n",
              "      <th>SalePrice</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>65.0</td>\n",
              "      <td>8450</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>CollgCr</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>7</td>\n",
              "      <td>5</td>\n",
              "      <td>2003</td>\n",
              "      <td>2003</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>196.0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>PConc</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>No</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>706.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>856.0</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>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>8</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>RFn</td>\n",
              "      <td>2.0</td>\n",
              "      <td>548.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>61</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2008</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>208500.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>80.0</td>\n",
              "      <td>9600</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>FR2</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>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>978.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>284.0</td>\n",
              "      <td>1262.0</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>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>6</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>RFn</td>\n",
              "      <td>2.0</td>\n",
              "      <td>460.0</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>0</td>\n",
              "      <td>5</td>\n",
              "      <td>2007</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>181500.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>68.0</td>\n",
              "      <td>11250</td>\n",
              "      <td>Pave</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>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>486.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>434.0</td>\n",
              "      <td>920.0</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>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>6</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>RFn</td>\n",
              "      <td>2.0</td>\n",
              "      <td>608.0</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>0</td>\n",
              "      <td>9</td>\n",
              "      <td>2008</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>223500.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>70</td>\n",
              "      <td>RL</td>\n",
              "      <td>60.0</td>\n",
              "      <td>9550</td>\n",
              "      <td>Pave</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Corner</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>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>216.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>540.0</td>\n",
              "      <td>756.0</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>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>7</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Detchd</td>\n",
              "      <td>Unf</td>\n",
              "      <td>3.0</td>\n",
              "      <td>642.0</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>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2006</td>\n",
              "      <td>WD</td>\n",
              "      <td>Abnorml</td>\n",
              "      <td>140000.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>84.0</td>\n",
              "      <td>14260</td>\n",
              "      <td>Pave</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>FR2</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>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>655.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>490.0</td>\n",
              "      <td>1145.0</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>1.0</td>\n",
              "      <td>0.0</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>RFn</td>\n",
              "      <td>3.0</td>\n",
              "      <td>836.0</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>0</td>\n",
              "      <td>12</td>\n",
              "      <td>2008</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>250000.0</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1454</th>\n",
              "      <td>160</td>\n",
              "      <td>RM</td>\n",
              "      <td>21.0</td>\n",
              "      <td>1936</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>MeadowV</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Twnhs</td>\n",
              "      <td>2Story</td>\n",
              "      <td>4</td>\n",
              "      <td>7</td>\n",
              "      <td>1970</td>\n",
              "      <td>1970</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>CemntBd</td>\n",
              "      <td>CmentBd</td>\n",
              "      <td>None</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>CBlock</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>No</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>546.0</td>\n",
              "      <td>546.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>546</td>\n",
              "      <td>546</td>\n",
              "      <td>0</td>\n",
              "      <td>1092</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>5</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>2006</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1455</th>\n",
              "      <td>160</td>\n",
              "      <td>RM</td>\n",
              "      <td>21.0</td>\n",
              "      <td>1894</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>MeadowV</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>TwnhsE</td>\n",
              "      <td>2Story</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>1970</td>\n",
              "      <td>1970</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>CemntBd</td>\n",
              "      <td>CmentBd</td>\n",
              "      <td>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>252.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>294.0</td>\n",
              "      <td>546.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>546</td>\n",
              "      <td>546</td>\n",
              "      <td>0</td>\n",
              "      <td>1092</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>6</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>CarPort</td>\n",
              "      <td>Unf</td>\n",
              "      <td>1.0</td>\n",
              "      <td>286.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>24</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>2006</td>\n",
              "      <td>WD</td>\n",
              "      <td>Abnorml</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1456</th>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>160.0</td>\n",
              "      <td>20000</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>Mitchel</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>5</td>\n",
              "      <td>7</td>\n",
              "      <td>1960</td>\n",
              "      <td>1996</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>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>1224.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1224.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>1224</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1224</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>7</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>Detchd</td>\n",
              "      <td>Unf</td>\n",
              "      <td>2.0</td>\n",
              "      <td>576.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>474</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>2006</td>\n",
              "      <td>WD</td>\n",
              "      <td>Abnorml</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1457</th>\n",
              "      <td>85</td>\n",
              "      <td>RL</td>\n",
              "      <td>62.0</td>\n",
              "      <td>10441</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>Mitchel</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>SFoyer</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1992</td>\n",
              "      <td>1992</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>Wd Shng</td>\n",
              "      <td>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>Av</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>337.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>575.0</td>\n",
              "      <td>912.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>970</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>970</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>6</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>80</td>\n",
              "      <td>32</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>700</td>\n",
              "      <td>7</td>\n",
              "      <td>2006</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1458</th>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>74.0</td>\n",
              "      <td>9627</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Mod</td>\n",
              "      <td>Mitchel</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>7</td>\n",
              "      <td>5</td>\n",
              "      <td>1993</td>\n",
              "      <td>1994</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>94.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>PConc</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>Av</td>\n",
              "      <td>LwQ</td>\n",
              "      <td>758.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>238.0</td>\n",
              "      <td>996.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>996</td>\n",
              "      <td>1004</td>\n",
              "      <td>0</td>\n",
              "      <td>2000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>9</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Fin</td>\n",
              "      <td>3.0</td>\n",
              "      <td>650.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>190</td>\n",
              "      <td>48</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>11</td>\n",
              "      <td>2006</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2880 rows × 75 columns</p>\n",
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            "text/plain": [
              "      MSSubClass MSZoning  LotFrontage  LotArea Street LotShape LandContour  \\\n",
              "0             60       RL         65.0     8450   Pave      Reg         Lvl   \n",
              "1             20       RL         80.0     9600   Pave      Reg         Lvl   \n",
              "2             60       RL         68.0    11250   Pave      IR1         Lvl   \n",
              "3             70       RL         60.0     9550   Pave      IR1         Lvl   \n",
              "4             60       RL         84.0    14260   Pave      IR1         Lvl   \n",
              "...          ...      ...          ...      ...    ...      ...         ...   \n",
              "1454         160       RM         21.0     1936   Pave      Reg         Lvl   \n",
              "1455         160       RM         21.0     1894   Pave      Reg         Lvl   \n",
              "1456          20       RL        160.0    20000   Pave      Reg         Lvl   \n",
              "1457          85       RL         62.0    10441   Pave      Reg         Lvl   \n",
              "1458          60       RL         74.0     9627   Pave      Reg         Lvl   \n",
              "\n",
              "     Utilities LotConfig LandSlope Neighborhood Condition1 Condition2  \\\n",
              "0       AllPub    Inside       Gtl      CollgCr       Norm       Norm   \n",
              "1       AllPub       FR2       Gtl      Veenker      Feedr       Norm   \n",
              "2       AllPub    Inside       Gtl      CollgCr       Norm       Norm   \n",
              "3       AllPub    Corner       Gtl      Crawfor       Norm       Norm   \n",
              "4       AllPub       FR2       Gtl      NoRidge       Norm       Norm   \n",
              "...        ...       ...       ...          ...        ...        ...   \n",
              "1454    AllPub    Inside       Gtl      MeadowV       Norm       Norm   \n",
              "1455    AllPub    Inside       Gtl      MeadowV       Norm       Norm   \n",
              "1456    AllPub    Inside       Gtl      Mitchel       Norm       Norm   \n",
              "1457    AllPub    Inside       Gtl      Mitchel       Norm       Norm   \n",
              "1458    AllPub    Inside       Mod      Mitchel       Norm       Norm   \n",
              "\n",
              "     BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  YearRemodAdd  \\\n",
              "0        1Fam     2Story            7            5       2003          2003   \n",
              "1        1Fam     1Story            6            8       1976          1976   \n",
              "2        1Fam     2Story            7            5       2001          2002   \n",
              "3        1Fam     2Story            7            5       1915          1970   \n",
              "4        1Fam     2Story            8            5       2000          2000   \n",
              "...       ...        ...          ...          ...        ...           ...   \n",
              "1454    Twnhs     2Story            4            7       1970          1970   \n",
              "1455   TwnhsE     2Story            4            5       1970          1970   \n",
              "1456     1Fam     1Story            5            7       1960          1996   \n",
              "1457     1Fam     SFoyer            5            5       1992          1992   \n",
              "1458     1Fam     2Story            7            5       1993          1994   \n",
              "\n",
              "     RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  MasVnrArea  \\\n",
              "0        Gable  CompShg     VinylSd     VinylSd    BrkFace       196.0   \n",
              "1        Gable  CompShg     MetalSd     MetalSd       None         0.0   \n",
              "2        Gable  CompShg     VinylSd     VinylSd    BrkFace       162.0   \n",
              "3        Gable  CompShg     Wd Sdng     Wd Shng       None         0.0   \n",
              "4        Gable  CompShg     VinylSd     VinylSd    BrkFace       350.0   \n",
              "...        ...      ...         ...         ...        ...         ...   \n",
              "1454     Gable  CompShg     CemntBd     CmentBd       None         0.0   \n",
              "1455     Gable  CompShg     CemntBd     CmentBd       None         0.0   \n",
              "1456     Gable  CompShg     VinylSd     VinylSd       None         0.0   \n",
              "1457     Gable  CompShg     HdBoard     Wd Shng       None         0.0   \n",
              "1458     Gable  CompShg     HdBoard     HdBoard    BrkFace        94.0   \n",
              "\n",
              "     ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
              "0           Gd        TA      PConc       Gd       TA           No   \n",
              "1           TA        TA     CBlock       Gd       TA           Gd   \n",
              "2           Gd        TA      PConc       Gd       TA           Mn   \n",
              "3           TA        TA     BrkTil       TA       Gd           No   \n",
              "4           Gd        TA      PConc       Gd       TA           Av   \n",
              "...        ...       ...        ...      ...      ...          ...   \n",
              "1454        TA        TA     CBlock       TA       TA           No   \n",
              "1455        TA        TA     CBlock       TA       TA           No   \n",
              "1456        TA        TA     CBlock       TA       TA           No   \n",
              "1457        TA        TA      PConc       Gd       TA           Av   \n",
              "1458        TA        TA      PConc       Gd       TA           Av   \n",
              "\n",
              "     BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  \\\n",
              "0             GLQ       706.0          Unf         0.0      150.0   \n",
              "1             ALQ       978.0          Unf         0.0      284.0   \n",
              "2             GLQ       486.0          Unf         0.0      434.0   \n",
              "3             ALQ       216.0          Unf         0.0      540.0   \n",
              "4             GLQ       655.0          Unf         0.0      490.0   \n",
              "...           ...         ...          ...         ...        ...   \n",
              "1454          Unf         0.0          Unf         0.0      546.0   \n",
              "1455          Rec       252.0          Unf         0.0      294.0   \n",
              "1456          ALQ      1224.0          Unf         0.0        0.0   \n",
              "1457          GLQ       337.0          Unf         0.0      575.0   \n",
              "1458          LwQ       758.0          Unf         0.0      238.0   \n",
              "\n",
              "      TotalBsmtSF Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  \\\n",
              "0           856.0    GasA        Ex          Y      SBrkr       856       854   \n",
              "1          1262.0    GasA        Ex          Y      SBrkr      1262         0   \n",
              "2           920.0    GasA        Ex          Y      SBrkr       920       866   \n",
              "3           756.0    GasA        Gd          Y      SBrkr       961       756   \n",
              "4          1145.0    GasA        Ex          Y      SBrkr      1145      1053   \n",
              "...           ...     ...       ...        ...        ...       ...       ...   \n",
              "1454        546.0    GasA        Gd          Y      SBrkr       546       546   \n",
              "1455        546.0    GasA        TA          Y      SBrkr       546       546   \n",
              "1456       1224.0    GasA        Ex          Y      SBrkr      1224         0   \n",
              "1457        912.0    GasA        TA          Y      SBrkr       970         0   \n",
              "1458        996.0    GasA        Ex          Y      SBrkr       996      1004   \n",
              "\n",
              "      LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  \\\n",
              "0                0       1710           1.0           0.0         2         1   \n",
              "1                0       1262           0.0           1.0         2         0   \n",
              "2                0       1786           1.0           0.0         2         1   \n",
              "3                0       1717           1.0           0.0         1         0   \n",
              "4                0       2198           1.0           0.0         2         1   \n",
              "...            ...        ...           ...           ...       ...       ...   \n",
              "1454             0       1092           0.0           0.0         1         1   \n",
              "1455             0       1092           0.0           0.0         1         1   \n",
              "1456             0       1224           1.0           0.0         1         0   \n",
              "1457             0        970           0.0           1.0         1         0   \n",
              "1458             0       2000           0.0           0.0         2         1   \n",
              "\n",
              "      BedroomAbvGr  KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  \\\n",
              "0                3             1          Gd             8        Typ   \n",
              "1                3             1          TA             6        Typ   \n",
              "2                3             1          Gd             6        Typ   \n",
              "3                3             1          Gd             7        Typ   \n",
              "4                4             1          Gd             9        Typ   \n",
              "...            ...           ...         ...           ...        ...   \n",
              "1454             3             1          TA             5        Typ   \n",
              "1455             3             1          TA             6        Typ   \n",
              "1456             4             1          TA             7        Typ   \n",
              "1457             3             1          TA             6        Typ   \n",
              "1458             3             1          TA             9        Typ   \n",
              "\n",
              "      Fireplaces FireplaceQu GarageType GarageFinish  GarageCars  GarageArea  \\\n",
              "0              0          Gd     Attchd          RFn         2.0       548.0   \n",
              "1              1          TA     Attchd          RFn         2.0       460.0   \n",
              "2              1          TA     Attchd          RFn         2.0       608.0   \n",
              "3              1          Gd     Detchd          Unf         3.0       642.0   \n",
              "4              1          TA     Attchd          RFn         3.0       836.0   \n",
              "...          ...         ...        ...          ...         ...         ...   \n",
              "1454           0          Gd     Attchd          Unf         0.0         0.0   \n",
              "1455           0          Gd    CarPort          Unf         1.0       286.0   \n",
              "1456           1          TA     Detchd          Unf         2.0       576.0   \n",
              "1457           0          Gd     Attchd          Unf         0.0         0.0   \n",
              "1458           1          TA     Attchd          Fin         3.0       650.0   \n",
              "\n",
              "     GarageQual GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  \\\n",
              "0            TA         TA          Y           0           61              0   \n",
              "1            TA         TA          Y         298            0              0   \n",
              "2            TA         TA          Y           0           42              0   \n",
              "3            TA         TA          Y           0           35            272   \n",
              "4            TA         TA          Y         192           84              0   \n",
              "...         ...        ...        ...         ...          ...            ...   \n",
              "1454         TA         TA          Y           0            0              0   \n",
              "1455         TA         TA          Y           0           24              0   \n",
              "1456         TA         TA          Y         474            0              0   \n",
              "1457         TA         TA          Y          80           32              0   \n",
              "1458         TA         TA          Y         190           48              0   \n",
              "\n",
              "      3SsnPorch  ScreenPorch  PoolArea  MiscVal  MoSold  YrSold SaleType  \\\n",
              "0             0            0         0        0       2    2008       WD   \n",
              "1             0            0         0        0       5    2007       WD   \n",
              "2             0            0         0        0       9    2008       WD   \n",
              "3             0            0         0        0       2    2006       WD   \n",
              "4             0            0         0        0      12    2008       WD   \n",
              "...         ...          ...       ...      ...     ...     ...      ...   \n",
              "1454          0            0         0        0       6    2006       WD   \n",
              "1455          0            0         0        0       4    2006       WD   \n",
              "1456          0            0         0        0       9    2006       WD   \n",
              "1457          0            0         0      700       7    2006       WD   \n",
              "1458          0            0         0        0      11    2006       WD   \n",
              "\n",
              "     SaleCondition  SalePrice  \n",
              "0           Normal   208500.0  \n",
              "1           Normal   181500.0  \n",
              "2           Normal   223500.0  \n",
              "3          Abnorml   140000.0  \n",
              "4           Normal   250000.0  \n",
              "...            ...        ...  \n",
              "1454        Normal        NaN  \n",
              "1455       Abnorml        NaN  \n",
              "1456       Abnorml        NaN  \n",
              "1457        Normal        NaN  \n",
              "1458        Normal        NaN  \n",
              "\n",
              "[2880 rows x 75 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 170
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_Train=final_df.iloc[:1422,:]\n",
        "df_Test=final_df.iloc[1422:,:]"
      ],
      "metadata": {
        "id": "oOEApI6PY3P4"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_Train.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "pX0jCVsaY8li",
        "outputId": "05b4d962-5b6d-4892-ead4-01c48a92ae34"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>MSSubClass</th>\n",
              "      <th>LotFrontage</th>\n",
              "      <th>LotArea</th>\n",
              "      <th>OverallQual</th>\n",
              "      <th>OverallCond</th>\n",
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              "      <th>MasVnrArea</th>\n",
              "      <th>BsmtFinSF1</th>\n",
              "      <th>BsmtFinSF2</th>\n",
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              "      <th>TotalBsmtSF</th>\n",
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              "      <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>TotRmsAbvGrd</th>\n",
              "      <th>Fireplaces</th>\n",
              "      <th>GarageCars</th>\n",
              "      <th>GarageArea</th>\n",
              "      <th>WoodDeckSF</th>\n",
              "      <th>OpenPorchSF</th>\n",
              "      <th>EnclosedPorch</th>\n",
              "      <th>3SsnPorch</th>\n",
              "      <th>ScreenPorch</th>\n",
              "      <th>PoolArea</th>\n",
              "      <th>MiscVal</th>\n",
              "      <th>MoSold</th>\n",
              "      <th>YrSold</th>\n",
              "      <th>SalePrice</th>\n",
              "      <th>FV</th>\n",
              "      <th>RH</th>\n",
              "      <th>RL</th>\n",
              "      <th>RM</th>\n",
              "      <th>...</th>\n",
              "      <th>Tar&amp;Grv</th>\n",
              "      <th>WdShake</th>\n",
              "      <th>WdShngl</th>\n",
              "      <th>AsphShn</th>\n",
              "      <th>BrkComm</th>\n",
              "      <th>BrkFace</th>\n",
              "      <th>CemntBd</th>\n",
              "      <th>HdBoard</th>\n",
              "      <th>ImStucc</th>\n",
              "      <th>MetalSd</th>\n",
              "      <th>Plywood</th>\n",
              "      <th>Stucco</th>\n",
              "      <th>VinylSd</th>\n",
              "      <th>Wd Sdng</th>\n",
              "      <th>WdShing</th>\n",
              "      <th>Brk Cmn</th>\n",
              "      <th>CmentBd</th>\n",
              "      <th>Other</th>\n",
              "      <th>Wd Shng</th>\n",
              "      <th>None</th>\n",
              "      <th>GasW</th>\n",
              "      <th>Grav</th>\n",
              "      <th>OthW</th>\n",
              "      <th>Wall</th>\n",
              "      <th>Y</th>\n",
              "      <th>FuseF</th>\n",
              "      <th>FuseP</th>\n",
              "      <th>Mix</th>\n",
              "      <th>SBrkr</th>\n",
              "      <th>Maj2</th>\n",
              "      <th>Min1</th>\n",
              "      <th>Min2</th>\n",
              "      <th>Typ</th>\n",
              "      <th>Attchd</th>\n",
              "      <th>Basment</th>\n",
              "      <th>BuiltIn</th>\n",
              "      <th>CarPort</th>\n",
              "      <th>Detchd</th>\n",
              "      <th>RFn</th>\n",
              "      <th>P</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>60</td>\n",
              "      <td>65.0</td>\n",
              "      <td>8450</td>\n",
              "      <td>7</td>\n",
              "      <td>5</td>\n",
              "      <td>2003</td>\n",
              "      <td>2003</td>\n",
              "      <td>196.0</td>\n",
              "      <td>706.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>150.0</td>\n",
              "      <td>856.0</td>\n",
              "      <td>856</td>\n",
              "      <td>854</td>\n",
              "      <td>0</td>\n",
              "      <td>1710</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>548.0</td>\n",
              "      <td>0</td>\n",
              "      <td>61</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2008</td>\n",
              "      <td>208500.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</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>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>20</td>\n",
              "      <td>80.0</td>\n",
              "      <td>9600</td>\n",
              "      <td>6</td>\n",
              "      <td>8</td>\n",
              "      <td>1976</td>\n",
              "      <td>1976</td>\n",
              "      <td>0.0</td>\n",
              "      <td>978.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>284.0</td>\n",
              "      <td>1262.0</td>\n",
              "      <td>1262</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1262</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>460.0</td>\n",
              "      <td>298</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>2007</td>\n",
              "      <td>181500.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>60</td>\n",
              "      <td>68.0</td>\n",
              "      <td>11250</td>\n",
              "      <td>7</td>\n",
              "      <td>5</td>\n",
              "      <td>2001</td>\n",
              "      <td>2002</td>\n",
              "      <td>162.0</td>\n",
              "      <td>486.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>434.0</td>\n",
              "      <td>920.0</td>\n",
              "      <td>920</td>\n",
              "      <td>866</td>\n",
              "      <td>0</td>\n",
              "      <td>1786</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>608.0</td>\n",
              "      <td>0</td>\n",
              "      <td>42</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>2008</td>\n",
              "      <td>223500.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</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>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>70</td>\n",
              "      <td>60.0</td>\n",
              "      <td>9550</td>\n",
              "      <td>7</td>\n",
              "      <td>5</td>\n",
              "      <td>1915</td>\n",
              "      <td>1970</td>\n",
              "      <td>0.0</td>\n",
              "      <td>216.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>540.0</td>\n",
              "      <td>756.0</td>\n",
              "      <td>961</td>\n",
              "      <td>756</td>\n",
              "      <td>0</td>\n",
              "      <td>1717</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>3.0</td>\n",
              "      <td>642.0</td>\n",
              "      <td>0</td>\n",
              "      <td>35</td>\n",
              "      <td>272</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2006</td>\n",
              "      <td>140000.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</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>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>60</td>\n",
              "      <td>84.0</td>\n",
              "      <td>14260</td>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>2000</td>\n",
              "      <td>2000</td>\n",
              "      <td>350.0</td>\n",
              "      <td>655.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>490.0</td>\n",
              "      <td>1145.0</td>\n",
              "      <td>1145</td>\n",
              "      <td>1053</td>\n",
              "      <td>0</td>\n",
              "      <td>2198</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>1</td>\n",
              "      <td>3.0</td>\n",
              "      <td>836.0</td>\n",
              "      <td>192</td>\n",
              "      <td>84</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>12</td>\n",
              "      <td>2008</td>\n",
              "      <td>250000.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</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>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 175 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1cfe143c-32e2-4822-ad61-9f00ddb72433')\"\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "      fill: #1967D2;\n",
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              "\n",
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              "\n",
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
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              "          const element = document.querySelector('#df-1cfe143c-32e2-4822-ad61-9f00ddb72433');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "   MSSubClass  LotFrontage  LotArea  OverallQual  ...  CarPort  Detchd  RFn  P\n",
              "0          60         65.0     8450            7  ...        0       0    1  0\n",
              "1          20         80.0     9600            6  ...        0       0    1  0\n",
              "2          60         68.0    11250            7  ...        0       0    1  0\n",
              "3          70         60.0     9550            7  ...        0       1    0  0\n",
              "4          60         84.0    14260            8  ...        0       0    1  0\n",
              "\n",
              "[5 rows x 175 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 89
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_Test.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 317
        },
        "id": "4tyNnMiGY9so",
        "outputId": "5ce2e3bd-8721-4129-d4c6-a6552f5927e4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "\n",
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              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>MSSubClass</th>\n",
              "      <th>LotFrontage</th>\n",
              "      <th>LotArea</th>\n",
              "      <th>OverallQual</th>\n",
              "      <th>OverallCond</th>\n",
              "      <th>YearBuilt</th>\n",
              "      <th>YearRemodAdd</th>\n",
              "      <th>MasVnrArea</th>\n",
              "      <th>BsmtFinSF1</th>\n",
              "      <th>BsmtFinSF2</th>\n",
              "      <th>BsmtUnfSF</th>\n",
              "      <th>TotalBsmtSF</th>\n",
              "      <th>1stFlrSF</th>\n",
              "      <th>2ndFlrSF</th>\n",
              "      <th>LowQualFinSF</th>\n",
              "      <th>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>TotRmsAbvGrd</th>\n",
              "      <th>Fireplaces</th>\n",
              "      <th>GarageCars</th>\n",
              "      <th>GarageArea</th>\n",
              "      <th>WoodDeckSF</th>\n",
              "      <th>OpenPorchSF</th>\n",
              "      <th>EnclosedPorch</th>\n",
              "      <th>3SsnPorch</th>\n",
              "      <th>ScreenPorch</th>\n",
              "      <th>PoolArea</th>\n",
              "      <th>MiscVal</th>\n",
              "      <th>MoSold</th>\n",
              "      <th>YrSold</th>\n",
              "      <th>SalePrice</th>\n",
              "      <th>FV</th>\n",
              "      <th>RH</th>\n",
              "      <th>RL</th>\n",
              "      <th>RM</th>\n",
              "      <th>...</th>\n",
              "      <th>Tar&amp;Grv</th>\n",
              "      <th>WdShake</th>\n",
              "      <th>WdShngl</th>\n",
              "      <th>AsphShn</th>\n",
              "      <th>BrkComm</th>\n",
              "      <th>BrkFace</th>\n",
              "      <th>CemntBd</th>\n",
              "      <th>HdBoard</th>\n",
              "      <th>ImStucc</th>\n",
              "      <th>MetalSd</th>\n",
              "      <th>Plywood</th>\n",
              "      <th>Stucco</th>\n",
              "      <th>VinylSd</th>\n",
              "      <th>Wd Sdng</th>\n",
              "      <th>WdShing</th>\n",
              "      <th>Brk Cmn</th>\n",
              "      <th>CmentBd</th>\n",
              "      <th>Other</th>\n",
              "      <th>Wd Shng</th>\n",
              "      <th>None</th>\n",
              "      <th>GasW</th>\n",
              "      <th>Grav</th>\n",
              "      <th>OthW</th>\n",
              "      <th>Wall</th>\n",
              "      <th>Y</th>\n",
              "      <th>FuseF</th>\n",
              "      <th>FuseP</th>\n",
              "      <th>Mix</th>\n",
              "      <th>SBrkr</th>\n",
              "      <th>Maj2</th>\n",
              "      <th>Min1</th>\n",
              "      <th>Min2</th>\n",
              "      <th>Typ</th>\n",
              "      <th>Attchd</th>\n",
              "      <th>Basment</th>\n",
              "      <th>BuiltIn</th>\n",
              "      <th>CarPort</th>\n",
              "      <th>Detchd</th>\n",
              "      <th>RFn</th>\n",
              "      <th>P</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>20</td>\n",
              "      <td>81.0</td>\n",
              "      <td>14267</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>1958</td>\n",
              "      <td>1958</td>\n",
              "      <td>108.0</td>\n",
              "      <td>923.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>406.0</td>\n",
              "      <td>1329.0</td>\n",
              "      <td>1329</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1329</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>312.0</td>\n",
              "      <td>393</td>\n",
              "      <td>36</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>12500</td>\n",
              "      <td>6</td>\n",
              "      <td>2010</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>60</td>\n",
              "      <td>74.0</td>\n",
              "      <td>13830</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1997</td>\n",
              "      <td>1998</td>\n",
              "      <td>0.0</td>\n",
              "      <td>791.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>137.0</td>\n",
              "      <td>928.0</td>\n",
              "      <td>928</td>\n",
              "      <td>701</td>\n",
              "      <td>0</td>\n",
              "      <td>1629</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>482.0</td>\n",
              "      <td>212</td>\n",
              "      <td>34</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2010</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</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>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>60</td>\n",
              "      <td>78.0</td>\n",
              "      <td>9978</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>1998</td>\n",
              "      <td>1998</td>\n",
              "      <td>20.0</td>\n",
              "      <td>602.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>324.0</td>\n",
              "      <td>926.0</td>\n",
              "      <td>926</td>\n",
              "      <td>678</td>\n",
              "      <td>0</td>\n",
              "      <td>1604</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>470.0</td>\n",
              "      <td>360</td>\n",
              "      <td>36</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>2010</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</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>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>120</td>\n",
              "      <td>43.0</td>\n",
              "      <td>5005</td>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>1992</td>\n",
              "      <td>1992</td>\n",
              "      <td>0.0</td>\n",
              "      <td>263.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1017.0</td>\n",
              "      <td>1280.0</td>\n",
              "      <td>1280</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1280</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>506.0</td>\n",
              "      <td>0</td>\n",
              "      <td>82</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>144</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2010</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>60</td>\n",
              "      <td>75.0</td>\n",
              "      <td>10000</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>1993</td>\n",
              "      <td>1994</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>763.0</td>\n",
              "      <td>763.0</td>\n",
              "      <td>763</td>\n",
              "      <td>892</td>\n",
              "      <td>0</td>\n",
              "      <td>1655</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>440.0</td>\n",
              "      <td>157</td>\n",
              "      <td>84</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>2010</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 175 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f092199e-18ad-4f57-b3eb-d34ba64a2a59')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-f092199e-18ad-4f57-b3eb-d34ba64a2a59 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-f092199e-18ad-4f57-b3eb-d34ba64a2a59');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "   MSSubClass  LotFrontage  LotArea  OverallQual  ...  CarPort  Detchd  RFn  P\n",
              "1          20         81.0    14267            6  ...        0       0    0  0\n",
              "2          60         74.0    13830            5  ...        0       0    0  0\n",
              "3          60         78.0     9978            6  ...        0       0    0  0\n",
              "4         120         43.0     5005            8  ...        0       0    1  0\n",
              "5          60         75.0    10000            6  ...        0       0    0  0\n",
              "\n",
              "[5 rows x 175 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 90
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_Train.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dApYW9qrZExC",
        "outputId": "f475c322-e930-4104-f5c9-2b18f17043de"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1422, 175)"
            ]
          },
          "metadata": {},
          "execution_count": 91
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_Train.isna().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oPeo5jCj4e5Z",
        "outputId": "063c186f-455f-42e6-93e7-6caff86d9214"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "MSSubClass     0\n",
              "LotFrontage    0\n",
              "LotArea        0\n",
              "OverallQual    0\n",
              "OverallCond    0\n",
              "              ..\n",
              "BuiltIn        0\n",
              "CarPort        0\n",
              "Detchd         0\n",
              "RFn            0\n",
              "P              0\n",
              "Length: 175, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 153
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "final_df['LotFrontage'] = final_df['LotFrontage'].fillna(0)"
      ],
      "metadata": {
        "id": "PzB4jQQX4v1S"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#df_Test.drop(['SalePrice'],axis=1,inplace=True)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-YdWSDQnZIYG",
        "outputId": "4db903bb-885b-41d1-9609-c576b89342a5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/pandas/core/frame.py:4174: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "  errors=errors,\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#X_train=df_Train.drop(['SalePrice'],axis=1)\n",
        "#y_train=df_Train['SalePrice']"
      ],
      "metadata": {
        "id": "O-FvOqcsZLW8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_Test"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 670
        },
        "id": "7j8kmodKBXVP",
        "outputId": "6a186994-5592-4af4-fc15-ae62d417e1b7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-d5dd57f3-ee0f-4fa2-92d8-221ed6f63918\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>MSSubClass</th>\n",
              "      <th>LotFrontage</th>\n",
              "      <th>LotArea</th>\n",
              "      <th>OverallQual</th>\n",
              "      <th>OverallCond</th>\n",
              "      <th>YearBuilt</th>\n",
              "      <th>YearRemodAdd</th>\n",
              "      <th>MasVnrArea</th>\n",
              "      <th>BsmtFinSF1</th>\n",
              "      <th>BsmtFinSF2</th>\n",
              "      <th>BsmtUnfSF</th>\n",
              "      <th>TotalBsmtSF</th>\n",
              "      <th>1stFlrSF</th>\n",
              "      <th>2ndFlrSF</th>\n",
              "      <th>LowQualFinSF</th>\n",
              "      <th>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>TotRmsAbvGrd</th>\n",
              "      <th>Fireplaces</th>\n",
              "      <th>GarageCars</th>\n",
              "      <th>GarageArea</th>\n",
              "      <th>WoodDeckSF</th>\n",
              "      <th>OpenPorchSF</th>\n",
              "      <th>EnclosedPorch</th>\n",
              "      <th>3SsnPorch</th>\n",
              "      <th>ScreenPorch</th>\n",
              "      <th>PoolArea</th>\n",
              "      <th>MiscVal</th>\n",
              "      <th>MoSold</th>\n",
              "      <th>YrSold</th>\n",
              "      <th>SalePrice</th>\n",
              "      <th>FV</th>\n",
              "      <th>RH</th>\n",
              "      <th>RL</th>\n",
              "      <th>RM</th>\n",
              "      <th>Pave</th>\n",
              "      <th>IR2</th>\n",
              "      <th>IR3</th>\n",
              "      <th>Reg</th>\n",
              "      <th>HLS</th>\n",
              "      <th>Low</th>\n",
              "      <th>Lvl</th>\n",
              "      <th>NoSeWa</th>\n",
              "      <th>CulDSac</th>\n",
              "      <th>FR2</th>\n",
              "      <th>FR3</th>\n",
              "      <th>Inside</th>\n",
              "      <th>Mod</th>\n",
              "      <th>Sev</th>\n",
              "      <th>Blueste</th>\n",
              "      <th>BrDale</th>\n",
              "      <th>BrkSide</th>\n",
              "      <th>ClearCr</th>\n",
              "      <th>CollgCr</th>\n",
              "      <th>Crawfor</th>\n",
              "      <th>Edwards</th>\n",
              "      <th>Gilbert</th>\n",
              "      <th>IDOTRR</th>\n",
              "      <th>MeadowV</th>\n",
              "      <th>Mitchel</th>\n",
              "      <th>NAmes</th>\n",
              "      <th>NPkVill</th>\n",
              "      <th>NWAmes</th>\n",
              "      <th>NoRidge</th>\n",
              "      <th>NridgHt</th>\n",
              "      <th>OldTown</th>\n",
              "      <th>SWISU</th>\n",
              "      <th>Sawyer</th>\n",
              "      <th>SawyerW</th>\n",
              "      <th>Somerst</th>\n",
              "      <th>StoneBr</th>\n",
              "      <th>Timber</th>\n",
              "      <th>Veenker</th>\n",
              "      <th>Feedr</th>\n",
              "      <th>Norm</th>\n",
              "      <th>PosA</th>\n",
              "      <th>PosN</th>\n",
              "      <th>RRAe</th>\n",
              "      <th>RRAn</th>\n",
              "      <th>RRNn</th>\n",
              "      <th>2fmCon</th>\n",
              "      <th>Duplex</th>\n",
              "      <th>Twnhs</th>\n",
              "      <th>TwnhsE</th>\n",
              "      <th>RRNe</th>\n",
              "      <th>1.5Unf</th>\n",
              "      <th>1Story</th>\n",
              "      <th>2.5Fin</th>\n",
              "      <th>2.5Unf</th>\n",
              "      <th>2Story</th>\n",
              "      <th>SFoyer</th>\n",
              "      <th>SLvl</th>\n",
              "      <th>CWD</th>\n",
              "      <th>Con</th>\n",
              "      <th>ConLD</th>\n",
              "      <th>ConLI</th>\n",
              "      <th>ConLw</th>\n",
              "      <th>New</th>\n",
              "      <th>Oth</th>\n",
              "      <th>WD</th>\n",
              "      <th>AdjLand</th>\n",
              "      <th>Alloca</th>\n",
              "      <th>Family</th>\n",
              "      <th>Normal</th>\n",
              "      <th>Partial</th>\n",
              "      <th>Fa</th>\n",
              "      <th>Gd</th>\n",
              "      <th>Po</th>\n",
              "      <th>TA</th>\n",
              "      <th>CBlock</th>\n",
              "      <th>PConc</th>\n",
              "      <th>Slab</th>\n",
              "      <th>Stone</th>\n",
              "      <th>Wood</th>\n",
              "      <th>Mn</th>\n",
              "      <th>No</th>\n",
              "      <th>BLQ</th>\n",
              "      <th>GLQ</th>\n",
              "      <th>LwQ</th>\n",
              "      <th>Rec</th>\n",
              "      <th>Unf</th>\n",
              "      <th>Gable</th>\n",
              "      <th>Gambrel</th>\n",
              "      <th>Hip</th>\n",
              "      <th>Mansard</th>\n",
              "      <th>Shed</th>\n",
              "      <th>CompShg</th>\n",
              "      <th>Membran</th>\n",
              "      <th>Metal</th>\n",
              "      <th>Roll</th>\n",
              "      <th>Tar&amp;Grv</th>\n",
              "      <th>WdShake</th>\n",
              "      <th>WdShngl</th>\n",
              "      <th>AsphShn</th>\n",
              "      <th>BrkComm</th>\n",
              "      <th>BrkFace</th>\n",
              "      <th>CemntBd</th>\n",
              "      <th>HdBoard</th>\n",
              "      <th>ImStucc</th>\n",
              "      <th>MetalSd</th>\n",
              "      <th>Plywood</th>\n",
              "      <th>Stucco</th>\n",
              "      <th>VinylSd</th>\n",
              "      <th>Wd Sdng</th>\n",
              "      <th>WdShing</th>\n",
              "      <th>Brk Cmn</th>\n",
              "      <th>CmentBd</th>\n",
              "      <th>Other</th>\n",
              "      <th>Wd Shng</th>\n",
              "      <th>None</th>\n",
              "      <th>GasW</th>\n",
              "      <th>Grav</th>\n",
              "      <th>OthW</th>\n",
              "      <th>Wall</th>\n",
              "      <th>Y</th>\n",
              "      <th>FuseF</th>\n",
              "      <th>FuseP</th>\n",
              "      <th>Mix</th>\n",
              "      <th>SBrkr</th>\n",
              "      <th>Maj2</th>\n",
              "      <th>Min1</th>\n",
              "      <th>Min2</th>\n",
              "      <th>Typ</th>\n",
              "      <th>Attchd</th>\n",
              "      <th>Basment</th>\n",
              "      <th>BuiltIn</th>\n",
              "      <th>CarPort</th>\n",
              "      <th>Detchd</th>\n",
              "      <th>RFn</th>\n",
              "      <th>P</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>20</td>\n",
              "      <td>81.0</td>\n",
              "      <td>14267</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>1958</td>\n",
              "      <td>1958</td>\n",
              "      <td>108.0</td>\n",
              "      <td>923.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>406.0</td>\n",
              "      <td>1329.0</td>\n",
              "      <td>1329</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1329</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>312.0</td>\n",
              "      <td>393</td>\n",
              "      <td>36</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>12500</td>\n",
              "      <td>6</td>\n",
              "      <td>2010</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>60</td>\n",
              "      <td>74.0</td>\n",
              "      <td>13830</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1997</td>\n",
              "      <td>1998</td>\n",
              "      <td>0.0</td>\n",
              "      <td>791.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>137.0</td>\n",
              "      <td>928.0</td>\n",
              "      <td>928</td>\n",
              "      <td>701</td>\n",
              "      <td>0</td>\n",
              "      <td>1629</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>482.0</td>\n",
              "      <td>212</td>\n",
              "      <td>34</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2010</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>60</td>\n",
              "      <td>78.0</td>\n",
              "      <td>9978</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>1998</td>\n",
              "      <td>1998</td>\n",
              "      <td>20.0</td>\n",
              "      <td>602.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>324.0</td>\n",
              "      <td>926.0</td>\n",
              "      <td>926</td>\n",
              "      <td>678</td>\n",
              "      <td>0</td>\n",
              "      <td>1604</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>470.0</td>\n",
              "      <td>360</td>\n",
              "      <td>36</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>2010</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>120</td>\n",
              "      <td>43.0</td>\n",
              "      <td>5005</td>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>1992</td>\n",
              "      <td>1992</td>\n",
              "      <td>0.0</td>\n",
              "      <td>263.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1017.0</td>\n",
              "      <td>1280.0</td>\n",
              "      <td>1280</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1280</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>506.0</td>\n",
              "      <td>0</td>\n",
              "      <td>82</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>144</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2010</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>60</td>\n",
              "      <td>75.0</td>\n",
              "      <td>10000</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>1993</td>\n",
              "      <td>1994</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>763.0</td>\n",
              "      <td>763.0</td>\n",
              "      <td>763</td>\n",
              "      <td>892</td>\n",
              "      <td>0</td>\n",
              "      <td>1655</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>440.0</td>\n",
              "      <td>157</td>\n",
              "      <td>84</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>2010</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1454</th>\n",
              "      <td>160</td>\n",
              "      <td>21.0</td>\n",
              "      <td>1936</td>\n",
              "      <td>4</td>\n",
              "      <td>7</td>\n",
              "      <td>1970</td>\n",
              "      <td>1970</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>546.0</td>\n",
              "      <td>546.0</td>\n",
              "      <td>546</td>\n",
              "      <td>546</td>\n",
              "      <td>0</td>\n",
              "      <td>1092</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>2006</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>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>1</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1455</th>\n",
              "      <td>160</td>\n",
              "      <td>21.0</td>\n",
              "      <td>1894</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>1970</td>\n",
              "      <td>1970</td>\n",
              "      <td>0.0</td>\n",
              "      <td>252.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>294.0</td>\n",
              "      <td>546.0</td>\n",
              "      <td>546</td>\n",
              "      <td>546</td>\n",
              "      <td>0</td>\n",
              "      <td>1092</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>286.0</td>\n",
              "      <td>0</td>\n",
              "      <td>24</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>2006</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1456</th>\n",
              "      <td>20</td>\n",
              "      <td>160.0</td>\n",
              "      <td>20000</td>\n",
              "      <td>5</td>\n",
              "      <td>7</td>\n",
              "      <td>1960</td>\n",
              "      <td>1996</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1224.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1224.0</td>\n",
              "      <td>1224</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1224</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>576.0</td>\n",
              "      <td>474</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>2006</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1457</th>\n",
              "      <td>85</td>\n",
              "      <td>62.0</td>\n",
              "      <td>10441</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1992</td>\n",
              "      <td>1992</td>\n",
              "      <td>0.0</td>\n",
              "      <td>337.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>575.0</td>\n",
              "      <td>912.0</td>\n",
              "      <td>970</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>970</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>80</td>\n",
              "      <td>32</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>700</td>\n",
              "      <td>7</td>\n",
              "      <td>2006</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1458</th>\n",
              "      <td>60</td>\n",
              "      <td>74.0</td>\n",
              "      <td>9627</td>\n",
              "      <td>7</td>\n",
              "      <td>5</td>\n",
              "      <td>1993</td>\n",
              "      <td>1994</td>\n",
              "      <td>94.0</td>\n",
              "      <td>758.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>238.0</td>\n",
              "      <td>996.0</td>\n",
              "      <td>996</td>\n",
              "      <td>1004</td>\n",
              "      <td>0</td>\n",
              "      <td>2000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>1</td>\n",
              "      <td>3.0</td>\n",
              "      <td>650.0</td>\n",
              "      <td>190</td>\n",
              "      <td>48</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>11</td>\n",
              "      <td>2006</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "  </tbody>\n",
              "</table>\n",
              "<p>1458 rows × 175 columns</p>\n",
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            "text/plain": [
              "      MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
              "1             20         81.0    14267            6            6       1958   \n",
              "2             60         74.0    13830            5            5       1997   \n",
              "3             60         78.0     9978            6            6       1998   \n",
              "4            120         43.0     5005            8            5       1992   \n",
              "5             60         75.0    10000            6            5       1993   \n",
              "...          ...          ...      ...          ...          ...        ...   \n",
              "1454         160         21.0     1936            4            7       1970   \n",
              "1455         160         21.0     1894            4            5       1970   \n",
              "1456          20        160.0    20000            5            7       1960   \n",
              "1457          85         62.0    10441            5            5       1992   \n",
              "1458          60         74.0     9627            7            5       1993   \n",
              "\n",
              "      YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  \\\n",
              "1             1958       108.0       923.0         0.0      406.0   \n",
              "2             1998         0.0       791.0         0.0      137.0   \n",
              "3             1998        20.0       602.0         0.0      324.0   \n",
              "4             1992         0.0       263.0         0.0     1017.0   \n",
              "5             1994         0.0         0.0         0.0      763.0   \n",
              "...            ...         ...         ...         ...        ...   \n",
              "1454          1970         0.0         0.0         0.0      546.0   \n",
              "1455          1970         0.0       252.0         0.0      294.0   \n",
              "1456          1996         0.0      1224.0         0.0        0.0   \n",
              "1457          1992         0.0       337.0         0.0      575.0   \n",
              "1458          1994        94.0       758.0         0.0      238.0   \n",
              "\n",
              "      TotalBsmtSF  1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  \\\n",
              "1          1329.0      1329         0             0       1329           0.0   \n",
              "2           928.0       928       701             0       1629           0.0   \n",
              "3           926.0       926       678             0       1604           0.0   \n",
              "4          1280.0      1280         0             0       1280           0.0   \n",
              "5           763.0       763       892             0       1655           0.0   \n",
              "...           ...       ...       ...           ...        ...           ...   \n",
              "1454        546.0       546       546             0       1092           0.0   \n",
              "1455        546.0       546       546             0       1092           0.0   \n",
              "1456       1224.0      1224         0             0       1224           1.0   \n",
              "1457        912.0       970         0             0        970           0.0   \n",
              "1458        996.0       996      1004             0       2000           0.0   \n",
              "\n",
              "      BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  \\\n",
              "1              0.0         1         1             3             1   \n",
              "2              0.0         2         1             3             1   \n",
              "3              0.0         2         1             3             1   \n",
              "4              0.0         2         0             2             1   \n",
              "5              0.0         2         1             3             1   \n",
              "...            ...       ...       ...           ...           ...   \n",
              "1454           0.0         1         1             3             1   \n",
              "1455           0.0         1         1             3             1   \n",
              "1456           0.0         1         0             4             1   \n",
              "1457           1.0         1         0             3             1   \n",
              "1458           0.0         2         1             3             1   \n",
              "\n",
              "      TotRmsAbvGrd  Fireplaces  GarageCars  GarageArea  WoodDeckSF  \\\n",
              "1                6           0         1.0       312.0         393   \n",
              "2                6           1         2.0       482.0         212   \n",
              "3                7           1         2.0       470.0         360   \n",
              "4                5           0         2.0       506.0           0   \n",
              "5                7           1         2.0       440.0         157   \n",
              "...            ...         ...         ...         ...         ...   \n",
              "1454             5           0         0.0         0.0           0   \n",
              "1455             6           0         1.0       286.0           0   \n",
              "1456             7           1         2.0       576.0         474   \n",
              "1457             6           0         0.0         0.0          80   \n",
              "1458             9           1         3.0       650.0         190   \n",
              "\n",
              "      OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal  \\\n",
              "1              36              0          0            0         0    12500   \n",
              "2              34              0          0            0         0        0   \n",
              "3              36              0          0            0         0        0   \n",
              "4              82              0          0          144         0        0   \n",
              "5              84              0          0            0         0        0   \n",
              "...           ...            ...        ...          ...       ...      ...   \n",
              "1454            0              0          0            0         0        0   \n",
              "1455           24              0          0            0         0        0   \n",
              "1456            0              0          0            0         0        0   \n",
              "1457           32              0          0            0         0      700   \n",
              "1458           48              0          0            0         0        0   \n",
              "\n",
              "      MoSold  YrSold  SalePrice  FV  RH  RL  RM  Pave  IR2  IR3  Reg  HLS  \\\n",
              "1          6    2010        NaN   0   0   1   0     1    0    0    0    0   \n",
              "2          3    2010        NaN   0   0   1   0     1    0    0    0    0   \n",
              "3          6    2010        NaN   0   0   1   0     1    0    0    0    0   \n",
              "4          1    2010        NaN   0   0   1   0     1    0    0    0    1   \n",
              "5          4    2010        NaN   0   0   1   0     1    0    0    0    0   \n",
              "...      ...     ...        ...  ..  ..  ..  ..   ...  ...  ...  ...  ...   \n",
              "1454       6    2006        NaN   0   0   0   1     1    0    0    1    0   \n",
              "1455       4    2006        NaN   0   0   0   1     1    0    0    1    0   \n",
              "1456       9    2006        NaN   0   0   1   0     1    0    0    1    0   \n",
              "1457       7    2006        NaN   0   0   1   0     1    0    0    1    0   \n",
              "1458      11    2006        NaN   0   0   1   0     1    0    0    1    0   \n",
              "\n",
              "      Low  Lvl  NoSeWa  CulDSac  FR2  FR3  Inside  Mod  Sev  Blueste  BrDale  \\\n",
              "1       0    1       0        0    0    0       0    0    0        0       0   \n",
              "2       0    1       0        0    0    0       1    0    0        0       0   \n",
              "3       0    1       0        0    0    0       1    0    0        0       0   \n",
              "4       0    0       0        0    0    0       1    0    0        0       0   \n",
              "5       0    1       0        0    0    0       0    0    0        0       0   \n",
              "...   ...  ...     ...      ...  ...  ...     ...  ...  ...      ...     ...   \n",
              "1454    0    1       0        0    0    0       1    0    0        0       0   \n",
              "1455    0    1       0        0    0    0       1    0    0        0       0   \n",
              "1456    0    1       0        0    0    0       1    0    0        0       0   \n",
              "1457    0    1       0        0    0    0       1    0    0        0       0   \n",
              "1458    0    1       0        0    0    0       1    1    0        0       0   \n",
              "\n",
              "      BrkSide  ClearCr  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  MeadowV  \\\n",
              "1           0        0        0        0        0        0       0        0   \n",
              "2           0        0        0        0        0        1       0        0   \n",
              "3           0        0        0        0        0        1       0        0   \n",
              "4           0        0        0        0        0        0       0        0   \n",
              "5           0        0        0        0        0        1       0        0   \n",
              "...       ...      ...      ...      ...      ...      ...     ...      ...   \n",
              "1454        0        0        0        0        0        0       0        1   \n",
              "1455        0        0        0        0        0        0       0        1   \n",
              "1456        0        0        0        0        0        0       0        0   \n",
              "1457        0        0        0        0        0        0       0        0   \n",
              "1458        0        0        0        0        0        0       0        0   \n",
              "\n",
              "      Mitchel  NAmes  NPkVill  NWAmes  NoRidge  NridgHt  OldTown  SWISU  \\\n",
              "1           0      1        0       0        0        0        0      0   \n",
              "2           0      0        0       0        0        0        0      0   \n",
              "3           0      0        0       0        0        0        0      0   \n",
              "4           0      0        0       0        0        0        0      0   \n",
              "5           0      0        0       0        0        0        0      0   \n",
              "...       ...    ...      ...     ...      ...      ...      ...    ...   \n",
              "1454        0      0        0       0        0        0        0      0   \n",
              "1455        0      0        0       0        0        0        0      0   \n",
              "1456        1      0        0       0        0        0        0      0   \n",
              "1457        1      0        0       0        0        0        0      0   \n",
              "1458        1      0        0       0        0        0        0      0   \n",
              "\n",
              "      Sawyer  SawyerW  Somerst  StoneBr  Timber  Veenker  Feedr  Norm  PosA  \\\n",
              "1          0        0        0        0       0        0      0     1     0   \n",
              "2          0        0        0        0       0        0      0     1     0   \n",
              "3          0        0        0        0       0        0      0     1     0   \n",
              "4          0        0        0        1       0        0      0     1     0   \n",
              "5          0        0        0        0       0        0      0     1     0   \n",
              "...      ...      ...      ...      ...     ...      ...    ...   ...   ...   \n",
              "1454       0        0        0        0       0        0      0     1     0   \n",
              "1455       0        0        0        0       0        0      0     1     0   \n",
              "1456       0        0        0        0       0        0      0     1     0   \n",
              "1457       0        0        0        0       0        0      0     1     0   \n",
              "1458       0        0        0        0       0        0      0     1     0   \n",
              "\n",
              "      PosN  RRAe  RRAn  RRNn  2fmCon  Duplex  Twnhs  TwnhsE  RRNe  1.5Unf  \\\n",
              "1        0     0     0     0       0       0      0       0     0       0   \n",
              "2        0     0     0     0       0       0      0       0     0       0   \n",
              "3        0     0     0     0       0       0      0       0     0       0   \n",
              "4        0     0     0     0       0       0      0       1     0       0   \n",
              "5        0     0     0     0       0       0      0       0     0       0   \n",
              "...    ...   ...   ...   ...     ...     ...    ...     ...   ...     ...   \n",
              "1454     0     0     0     0       0       0      1       0     0       0   \n",
              "1455     0     0     0     0       0       0      0       1     0       0   \n",
              "1456     0     0     0     0       0       0      0       0     0       0   \n",
              "1457     0     0     0     0       0       0      0       0     0       0   \n",
              "1458     0     0     0     0       0       0      0       0     0       0   \n",
              "\n",
              "      1Story  2.5Fin  2.5Unf  2Story  SFoyer  SLvl  CWD  Con  ConLD  ConLI  \\\n",
              "1          1       0       0       0       0     0    0    0      0      0   \n",
              "2          0       0       0       1       0     0    0    0      0      0   \n",
              "3          0       0       0       1       0     0    0    0      0      0   \n",
              "4          1       0       0       0       0     0    0    0      0      0   \n",
              "5          0       0       0       1       0     0    0    0      0      0   \n",
              "...      ...     ...     ...     ...     ...   ...  ...  ...    ...    ...   \n",
              "1454       0       0       0       1       0     0    0    0      0      0   \n",
              "1455       0       0       0       1       0     0    0    0      0      0   \n",
              "1456       1       0       0       0       0     0    0    0      0      0   \n",
              "1457       0       0       0       0       1     0    0    0      0      0   \n",
              "1458       0       0       0       1       0     0    0    0      0      0   \n",
              "\n",
              "      ConLw  New  Oth  WD  AdjLand  Alloca  Family  Normal  Partial  Fa  Gd  \\\n",
              "1         0    0    0   1        0       0       0       1        0   0   0   \n",
              "2         0    0    0   1        0       0       0       1        0   0   0   \n",
              "3         0    0    0   1        0       0       0       1        0   0   0   \n",
              "4         0    0    0   1        0       0       0       1        0   0   0   \n",
              "5         0    0    0   1        0       0       0       1        0   0   0   \n",
              "...     ...  ...  ...  ..      ...     ...     ...     ...      ...  ..  ..   \n",
              "1454      0    0    0   1        0       0       0       1        0   0   0   \n",
              "1455      0    0    0   1        0       0       0       0        0   0   0   \n",
              "1456      0    0    0   1        0       0       0       0        0   0   0   \n",
              "1457      0    0    0   1        0       0       0       1        0   0   0   \n",
              "1458      0    0    0   1        0       0       0       1        0   0   0   \n",
              "\n",
              "      Po  TA  CBlock  PConc  Slab  Stone  Wood  Mn  No  BLQ  GLQ  LwQ  Rec  \\\n",
              "1      0   1       1      0     0      0     0   0   1    0    0    0    0   \n",
              "2      0   1       0      1     0      0     0   0   1    0    1    0    0   \n",
              "3      0   1       0      1     0      0     0   0   1    0    1    0    0   \n",
              "4      0   1       0      1     0      0     0   0   1    0    0    0    0   \n",
              "5      0   1       0      1     0      0     0   0   1    0    0    0    0   \n",
              "...   ..  ..     ...    ...   ...    ...   ...  ..  ..  ...  ...  ...  ...   \n",
              "1454   0   1       1      0     0      0     0   0   1    0    0    0    0   \n",
              "1455   0   1       1      0     0      0     0   0   1    0    0    0    1   \n",
              "1456   0   1       1      0     0      0     0   0   1    0    0    0    0   \n",
              "1457   0   1       0      1     0      0     0   0   0    0    1    0    0   \n",
              "1458   0   1       0      1     0      0     0   0   0    0    0    1    0   \n",
              "\n",
              "      Unf  Gable  Gambrel  Hip  Mansard  Shed  CompShg  Membran  Metal  Roll  \\\n",
              "1       0      0        0    1        0     0        1        0      0     0   \n",
              "2       0      1        0    0        0     0        1        0      0     0   \n",
              "3       0      1        0    0        0     0        1        0      0     0   \n",
              "4       0      1        0    0        0     0        1        0      0     0   \n",
              "5       1      1        0    0        0     0        1        0      0     0   \n",
              "...   ...    ...      ...  ...      ...   ...      ...      ...    ...   ...   \n",
              "1454    1      1        0    0        0     0        1        0      0     0   \n",
              "1455    0      1        0    0        0     0        1        0      0     0   \n",
              "1456    0      1        0    0        0     0        1        0      0     0   \n",
              "1457    0      1        0    0        0     0        1        0      0     0   \n",
              "1458    0      1        0    0        0     0        1        0      0     0   \n",
              "\n",
              "      Tar&Grv  WdShake  WdShngl  AsphShn  BrkComm  BrkFace  CemntBd  HdBoard  \\\n",
              "1           0        0        0        0        0        0        0        0   \n",
              "2           0        0        0        0        0        0        0        0   \n",
              "3           0        0        0        0        0        0        0        0   \n",
              "4           0        0        0        0        0        0        0        1   \n",
              "5           0        0        0        0        0        0        0        1   \n",
              "...       ...      ...      ...      ...      ...      ...      ...      ...   \n",
              "1454        0        0        0        0        0        0        1        0   \n",
              "1455        0        0        0        0        0        0        1        0   \n",
              "1456        0        0        0        0        0        0        0        0   \n",
              "1457        0        0        0        0        0        0        0        1   \n",
              "1458        0        0        0        0        0        0        0        1   \n",
              "\n",
              "      ImStucc  MetalSd  Plywood  Stucco  VinylSd  Wd Sdng  WdShing  Brk Cmn  \\\n",
              "1           0        0        0       0        0        1        0        0   \n",
              "2           0        0        0       0        1        0        0        0   \n",
              "3           0        0        0       0        1        0        0        0   \n",
              "4           0        0        0       0        0        0        0        0   \n",
              "5           0        0        0       0        0        0        0        0   \n",
              "...       ...      ...      ...     ...      ...      ...      ...      ...   \n",
              "1454        0        0        0       0        0        0        0        0   \n",
              "1455        0        0        0       0        0        0        0        0   \n",
              "1456        0        0        0       0        1        0        0        0   \n",
              "1457        0        0        0       0        0        0        0        0   \n",
              "1458        0        0        0       0        0        0        0        0   \n",
              "\n",
              "      CmentBd  Other  Wd Shng  None  GasW  Grav  OthW  Wall  Y  FuseF  FuseP  \\\n",
              "1           0      0        0     0     0     0     0     0  1      0      0   \n",
              "2           0      0        0     1     0     0     0     0  1      0      0   \n",
              "3           0      0        0     0     0     0     0     0  1      0      0   \n",
              "4           0      0        0     1     0     0     0     0  1      0      0   \n",
              "5           0      0        0     1     0     0     0     0  1      0      0   \n",
              "...       ...    ...      ...   ...   ...   ...   ...   ... ..    ...    ...   \n",
              "1454        1      0        0     1     0     0     0     0  1      0      0   \n",
              "1455        1      0        0     1     0     0     0     0  1      0      0   \n",
              "1456        0      0        0     1     0     0     0     0  1      0      0   \n",
              "1457        0      0        1     1     0     0     0     0  1      0      0   \n",
              "1458        0      0        0     0     0     0     0     0  1      0      0   \n",
              "\n",
              "      Mix  SBrkr  Maj2  Min1  Min2  Typ  Attchd  Basment  BuiltIn  CarPort  \\\n",
              "1       0      1     0     0     0    1       1        0        0        0   \n",
              "2       0      1     0     0     0    1       1        0        0        0   \n",
              "3       0      1     0     0     0    1       1        0        0        0   \n",
              "4       0      1     0     0     0    1       1        0        0        0   \n",
              "5       0      1     0     0     0    1       1        0        0        0   \n",
              "...   ...    ...   ...   ...   ...  ...     ...      ...      ...      ...   \n",
              "1454    0      1     0     0     0    1       1        0        0        0   \n",
              "1455    0      1     0     0     0    1       0        0        0        1   \n",
              "1456    0      1     0     0     0    1       0        0        0        0   \n",
              "1457    0      1     0     0     0    1       1        0        0        0   \n",
              "1458    0      1     0     0     0    1       1        0        0        0   \n",
              "\n",
              "      Detchd  RFn  P  \n",
              "1          0    0  0  \n",
              "2          0    0  0  \n",
              "3          0    0  0  \n",
              "4          0    1  0  \n",
              "5          0    0  0  \n",
              "...      ...  ... ..  \n",
              "1454       0    0  0  \n",
              "1455       0    0  0  \n",
              "1456       1    0  0  \n",
              "1457       0    0  0  \n",
              "1458       0    0  0  \n",
              "\n",
              "[1458 rows x 175 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 164
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train_dataset = df_Train.sample(frac=0.8, random_state=0)\n",
        "Test_dataset = df_test"
      ],
      "metadata": {
        "id": "E_cTmxN-3_Wz"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_dataset.isna().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zTqpFRGr5uru",
        "outputId": "575e0775-3c6c-42f5-983c-c0a9749ec9a2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "MSSubClass     0\n",
              "LotFrontage    0\n",
              "LotArea        0\n",
              "OverallQual    0\n",
              "OverallCond    0\n",
              "              ..\n",
              "BuiltIn        0\n",
              "CarPort        0\n",
              "Detchd         0\n",
              "RFn            0\n",
              "P              0\n",
              "Length: 175, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 147
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train_dataset"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 670
        },
        "id": "uxvAXfh93isY",
        "outputId": "b8527558-9767-47a5-9f5c-a262ff1e24bc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-e8c6b80e-4047-4da8-b3e0-09391cffd479\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>MSSubClass</th>\n",
              "      <th>LotFrontage</th>\n",
              "      <th>LotArea</th>\n",
              "      <th>OverallQual</th>\n",
              "      <th>OverallCond</th>\n",
              "      <th>YearBuilt</th>\n",
              "      <th>YearRemodAdd</th>\n",
              "      <th>MasVnrArea</th>\n",
              "      <th>BsmtFinSF1</th>\n",
              "      <th>BsmtFinSF2</th>\n",
              "      <th>BsmtUnfSF</th>\n",
              "      <th>TotalBsmtSF</th>\n",
              "      <th>1stFlrSF</th>\n",
              "      <th>2ndFlrSF</th>\n",
              "      <th>LowQualFinSF</th>\n",
              "      <th>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>TotRmsAbvGrd</th>\n",
              "      <th>Fireplaces</th>\n",
              "      <th>GarageCars</th>\n",
              "      <th>GarageArea</th>\n",
              "      <th>WoodDeckSF</th>\n",
              "      <th>OpenPorchSF</th>\n",
              "      <th>EnclosedPorch</th>\n",
              "      <th>3SsnPorch</th>\n",
              "      <th>ScreenPorch</th>\n",
              "      <th>PoolArea</th>\n",
              "      <th>MiscVal</th>\n",
              "      <th>MoSold</th>\n",
              "      <th>YrSold</th>\n",
              "      <th>SalePrice</th>\n",
              "      <th>FV</th>\n",
              "      <th>RH</th>\n",
              "      <th>RL</th>\n",
              "      <th>RM</th>\n",
              "      <th>Pave</th>\n",
              "      <th>IR2</th>\n",
              "      <th>IR3</th>\n",
              "      <th>Reg</th>\n",
              "      <th>HLS</th>\n",
              "      <th>Low</th>\n",
              "      <th>Lvl</th>\n",
              "      <th>NoSeWa</th>\n",
              "      <th>CulDSac</th>\n",
              "      <th>FR2</th>\n",
              "      <th>FR3</th>\n",
              "      <th>Inside</th>\n",
              "      <th>Mod</th>\n",
              "      <th>Sev</th>\n",
              "      <th>Blueste</th>\n",
              "      <th>BrDale</th>\n",
              "      <th>BrkSide</th>\n",
              "      <th>ClearCr</th>\n",
              "      <th>CollgCr</th>\n",
              "      <th>Crawfor</th>\n",
              "      <th>Edwards</th>\n",
              "      <th>Gilbert</th>\n",
              "      <th>IDOTRR</th>\n",
              "      <th>MeadowV</th>\n",
              "      <th>Mitchel</th>\n",
              "      <th>NAmes</th>\n",
              "      <th>NPkVill</th>\n",
              "      <th>NWAmes</th>\n",
              "      <th>NoRidge</th>\n",
              "      <th>NridgHt</th>\n",
              "      <th>OldTown</th>\n",
              "      <th>SWISU</th>\n",
              "      <th>Sawyer</th>\n",
              "      <th>SawyerW</th>\n",
              "      <th>Somerst</th>\n",
              "      <th>StoneBr</th>\n",
              "      <th>Timber</th>\n",
              "      <th>Veenker</th>\n",
              "      <th>Feedr</th>\n",
              "      <th>Norm</th>\n",
              "      <th>PosA</th>\n",
              "      <th>PosN</th>\n",
              "      <th>RRAe</th>\n",
              "      <th>RRAn</th>\n",
              "      <th>RRNn</th>\n",
              "      <th>2fmCon</th>\n",
              "      <th>Duplex</th>\n",
              "      <th>Twnhs</th>\n",
              "      <th>TwnhsE</th>\n",
              "      <th>RRNe</th>\n",
              "      <th>1.5Unf</th>\n",
              "      <th>1Story</th>\n",
              "      <th>2.5Fin</th>\n",
              "      <th>2.5Unf</th>\n",
              "      <th>2Story</th>\n",
              "      <th>SFoyer</th>\n",
              "      <th>SLvl</th>\n",
              "      <th>CWD</th>\n",
              "      <th>Con</th>\n",
              "      <th>ConLD</th>\n",
              "      <th>ConLI</th>\n",
              "      <th>ConLw</th>\n",
              "      <th>New</th>\n",
              "      <th>Oth</th>\n",
              "      <th>WD</th>\n",
              "      <th>AdjLand</th>\n",
              "      <th>Alloca</th>\n",
              "      <th>Family</th>\n",
              "      <th>Normal</th>\n",
              "      <th>Partial</th>\n",
              "      <th>Fa</th>\n",
              "      <th>Gd</th>\n",
              "      <th>Po</th>\n",
              "      <th>TA</th>\n",
              "      <th>CBlock</th>\n",
              "      <th>PConc</th>\n",
              "      <th>Slab</th>\n",
              "      <th>Stone</th>\n",
              "      <th>Wood</th>\n",
              "      <th>Mn</th>\n",
              "      <th>No</th>\n",
              "      <th>BLQ</th>\n",
              "      <th>GLQ</th>\n",
              "      <th>LwQ</th>\n",
              "      <th>Rec</th>\n",
              "      <th>Unf</th>\n",
              "      <th>Gable</th>\n",
              "      <th>Gambrel</th>\n",
              "      <th>Hip</th>\n",
              "      <th>Mansard</th>\n",
              "      <th>Shed</th>\n",
              "      <th>CompShg</th>\n",
              "      <th>Membran</th>\n",
              "      <th>Metal</th>\n",
              "      <th>Roll</th>\n",
              "      <th>Tar&amp;Grv</th>\n",
              "      <th>WdShake</th>\n",
              "      <th>WdShngl</th>\n",
              "      <th>AsphShn</th>\n",
              "      <th>BrkComm</th>\n",
              "      <th>BrkFace</th>\n",
              "      <th>CemntBd</th>\n",
              "      <th>HdBoard</th>\n",
              "      <th>ImStucc</th>\n",
              "      <th>MetalSd</th>\n",
              "      <th>Plywood</th>\n",
              "      <th>Stucco</th>\n",
              "      <th>VinylSd</th>\n",
              "      <th>Wd Sdng</th>\n",
              "      <th>WdShing</th>\n",
              "      <th>Brk Cmn</th>\n",
              "      <th>CmentBd</th>\n",
              "      <th>Other</th>\n",
              "      <th>Wd Shng</th>\n",
              "      <th>None</th>\n",
              "      <th>GasW</th>\n",
              "      <th>Grav</th>\n",
              "      <th>OthW</th>\n",
              "      <th>Wall</th>\n",
              "      <th>Y</th>\n",
              "      <th>FuseF</th>\n",
              "      <th>FuseP</th>\n",
              "      <th>Mix</th>\n",
              "      <th>SBrkr</th>\n",
              "      <th>Maj2</th>\n",
              "      <th>Min1</th>\n",
              "      <th>Min2</th>\n",
              "      <th>Typ</th>\n",
              "      <th>Attchd</th>\n",
              "      <th>Basment</th>\n",
              "      <th>BuiltIn</th>\n",
              "      <th>CarPort</th>\n",
              "      <th>Detchd</th>\n",
              "      <th>RFn</th>\n",
              "      <th>P</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1075</th>\n",
              "      <td>70</td>\n",
              "      <td>75.000000</td>\n",
              "      <td>13125</td>\n",
              "      <td>7</td>\n",
              "      <td>6</td>\n",
              "      <td>1940</td>\n",
              "      <td>1984</td>\n",
              "      <td>0.0</td>\n",
              "      <td>410.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>390.0</td>\n",
              "      <td>800.0</td>\n",
              "      <td>960</td>\n",
              "      <td>780</td>\n",
              "      <td>0</td>\n",
              "      <td>1740</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>2</td>\n",
              "      <td>1.0</td>\n",
              "      <td>240.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>2007</td>\n",
              "      <td>219500.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>404</th>\n",
              "      <td>60</td>\n",
              "      <td>70.049958</td>\n",
              "      <td>10364</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>1995</td>\n",
              "      <td>1996</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>806.0</td>\n",
              "      <td>806.0</td>\n",
              "      <td>806</td>\n",
              "      <td>766</td>\n",
              "      <td>0</td>\n",
              "      <td>1572</td>\n",
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              "      <td>0.0</td>\n",
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              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
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              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>373.0</td>\n",
              "      <td>0</td>\n",
              "      <td>40</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>2007</td>\n",
              "      <td>168000.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1374</th>\n",
              "      <td>60</td>\n",
              "      <td>85.000000</td>\n",
              "      <td>10625</td>\n",
              "      <td>7</td>\n",
              "      <td>5</td>\n",
              "      <td>2005</td>\n",
              "      <td>2005</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1026.0</td>\n",
              "      <td>1026.0</td>\n",
              "      <td>1026</td>\n",
              "      <td>932</td>\n",
              "      <td>0</td>\n",
              "      <td>1958</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>1</td>\n",
              "      <td>3.0</td>\n",
              "      <td>936.0</td>\n",
              "      <td>154</td>\n",
              "      <td>210</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>2008</td>\n",
              "      <td>250000.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1317</th>\n",
              "      <td>120</td>\n",
              "      <td>47.000000</td>\n",
              "      <td>4230</td>\n",
              "      <td>7</td>\n",
              "      <td>5</td>\n",
              "      <td>2006</td>\n",
              "      <td>2007</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1352.0</td>\n",
              "      <td>1352.0</td>\n",
              "      <td>1352</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1352</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>466.0</td>\n",
              "      <td>0</td>\n",
              "      <td>241</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>2007</td>\n",
              "      <td>208900.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>145</th>\n",
              "      <td>160</td>\n",
              "      <td>24.000000</td>\n",
              "      <td>2522</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>2004</td>\n",
              "      <td>2006</td>\n",
              "      <td>50.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>970.0</td>\n",
              "      <td>970.0</td>\n",
              "      <td>970</td>\n",
              "      <td>739</td>\n",
              "      <td>0</td>\n",
              "      <td>1709</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>380.0</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>0</td>\n",
              "      <td>4</td>\n",
              "      <td>2006</td>\n",
              "      <td>130000.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <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>466</th>\n",
              "      <td>20</td>\n",
              "      <td>85.000000</td>\n",
              "      <td>10628</td>\n",
              "      <td>7</td>\n",
              "      <td>5</td>\n",
              "      <td>1970</td>\n",
              "      <td>1970</td>\n",
              "      <td>0.0</td>\n",
              "      <td>778.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>499.0</td>\n",
              "      <td>1277.0</td>\n",
              "      <td>1277</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1277</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>526.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>176</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>2007</td>\n",
              "      <td>167000.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>599</th>\n",
              "      <td>160</td>\n",
              "      <td>24.000000</td>\n",
              "      <td>1950</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>1980</td>\n",
              "      <td>1980</td>\n",
              "      <td>0.0</td>\n",
              "      <td>81.0</td>\n",
              "      <td>612.0</td>\n",
              "      <td>23.0</td>\n",
              "      <td>716.0</td>\n",
              "      <td>716</td>\n",
              "      <td>840</td>\n",
              "      <td>0</td>\n",
              "      <td>1556</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>452.0</td>\n",
              "      <td>161</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>2008</td>\n",
              "      <td>151000.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>151</th>\n",
              "      <td>20</td>\n",
              "      <td>107.000000</td>\n",
              "      <td>13891</td>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>2007</td>\n",
              "      <td>2008</td>\n",
              "      <td>436.0</td>\n",
              "      <td>1400.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>310.0</td>\n",
              "      <td>1710.0</td>\n",
              "      <td>1710</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1710</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>3.0</td>\n",
              "      <td>866.0</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>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2008</td>\n",
              "      <td>372402.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>165</th>\n",
              "      <td>190</td>\n",
              "      <td>62.000000</td>\n",
              "      <td>10106</td>\n",
              "      <td>5</td>\n",
              "      <td>7</td>\n",
              "      <td>1940</td>\n",
              "      <td>1999</td>\n",
              "      <td>0.0</td>\n",
              "      <td>351.0</td>\n",
              "      <td>181.0</td>\n",
              "      <td>112.0</td>\n",
              "      <td>644.0</td>\n",
              "      <td>808</td>\n",
              "      <td>547</td>\n",
              "      <td>0</td>\n",
              "      <td>1355</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>140</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>2008</td>\n",
              "      <td>127500.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1143</th>\n",
              "      <td>20</td>\n",
              "      <td>70.049958</td>\n",
              "      <td>9000</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>1959</td>\n",
              "      <td>1959</td>\n",
              "      <td>0.0</td>\n",
              "      <td>288.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>718.0</td>\n",
              "      <td>1006.0</td>\n",
              "      <td>1006</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1006</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0</td>\n",
              "      <td>24</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>2008</td>\n",
              "      <td>80000.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1138 rows × 175 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e8c6b80e-4047-4da8-b3e0-09391cffd479')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
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            "text/plain": [
              "      MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
              "1075          70    75.000000    13125            7            6       1940   \n",
              "404           60    70.049958    10364            6            5       1995   \n",
              "1374          60    85.000000    10625            7            5       2005   \n",
              "1317         120    47.000000     4230            7            5       2006   \n",
              "145          160    24.000000     2522            6            5       2004   \n",
              "...          ...          ...      ...          ...          ...        ...   \n",
              "466           20    85.000000    10628            7            5       1970   \n",
              "599          160    24.000000     1950            6            6       1980   \n",
              "151           20   107.000000    13891            8            5       2007   \n",
              "165          190    62.000000    10106            5            7       1940   \n",
              "1143          20    70.049958     9000            5            3       1959   \n",
              "\n",
              "      YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  \\\n",
              "1075          1984         0.0       410.0         0.0      390.0   \n",
              "404           1996         0.0         0.0         0.0      806.0   \n",
              "1374          2005         0.0         0.0         0.0     1026.0   \n",
              "1317          2007         0.0         0.0         0.0     1352.0   \n",
              "145           2006        50.0         0.0         0.0      970.0   \n",
              "...            ...         ...         ...         ...        ...   \n",
              "466           1970         0.0       778.0         0.0      499.0   \n",
              "599           1980         0.0        81.0       612.0       23.0   \n",
              "151           2008       436.0      1400.0         0.0      310.0   \n",
              "165           1999         0.0       351.0       181.0      112.0   \n",
              "1143          1959         0.0       288.0         0.0      718.0   \n",
              "\n",
              "      TotalBsmtSF  1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  \\\n",
              "1075        800.0       960       780             0       1740           0.0   \n",
              "404         806.0       806       766             0       1572           0.0   \n",
              "1374       1026.0      1026       932             0       1958           0.0   \n",
              "1317       1352.0      1352         0             0       1352           0.0   \n",
              "145         970.0       970       739             0       1709           0.0   \n",
              "...           ...       ...       ...           ...        ...           ...   \n",
              "466        1277.0      1277         0             0       1277           1.0   \n",
              "599         716.0       716       840             0       1556           1.0   \n",
              "151        1710.0      1710         0             0       1710           1.0   \n",
              "165         644.0       808       547             0       1355           1.0   \n",
              "1143       1006.0      1006         0             0       1006           0.0   \n",
              "\n",
              "      BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  \\\n",
              "1075           0.0         1         1             3             1   \n",
              "404            0.0         2         1             3             1   \n",
              "1374           0.0         2         1             3             1   \n",
              "1317           0.0         2         0             2             1   \n",
              "145            0.0         2         0             3             1   \n",
              "...            ...       ...       ...           ...           ...   \n",
              "466            0.0         1         0             2             1   \n",
              "599            0.0         2         1             3             1   \n",
              "151            0.0         2         0             2             1   \n",
              "165            0.0         2         0             4             2   \n",
              "1143           0.0         1         0             3             1   \n",
              "\n",
              "      TotRmsAbvGrd  Fireplaces  GarageCars  GarageArea  WoodDeckSF  \\\n",
              "1075             6           2         1.0       240.0           0   \n",
              "404              7           1         2.0       373.0           0   \n",
              "1374             9           1         3.0       936.0         154   \n",
              "1317             5           1         2.0       466.0           0   \n",
              "145              7           0         2.0       380.0           0   \n",
              "...            ...         ...         ...         ...         ...   \n",
              "466              5           1         2.0       526.0           0   \n",
              "599              6           1         2.0       452.0         161   \n",
              "151              6           1         3.0       866.0           0   \n",
              "165              6           0         0.0         0.0         140   \n",
              "1143             5           0         0.0         0.0           0   \n",
              "\n",
              "      OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal  \\\n",
              "1075            0              0          0            0         0        0   \n",
              "404            40              0          0            0         0        0   \n",
              "1374          210              0          0            0         0        0   \n",
              "1317          241              0          0            0         0        0   \n",
              "145            40              0          0            0         0        0   \n",
              "...           ...            ...        ...          ...       ...      ...   \n",
              "466             0              0          0          176         0        0   \n",
              "599             0              0          0            0         0        0   \n",
              "151           102              0          0            0         0        0   \n",
              "165             0              0          0            0         0        0   \n",
              "1143           24              0          0            0         0        0   \n",
              "\n",
              "      MoSold  YrSold  SalePrice  FV  RH  RL  RM  Pave  IR2  IR3  Reg  HLS  \\\n",
              "1075       7    2007   219500.0   0   0   1   0     1    0    0    1    0   \n",
              "404        5    2007   168000.0   0   0   1   0     1    0    0    0    0   \n",
              "1374       7    2008   250000.0   1   0   0   0     1    0    0    1    0   \n",
              "1317       4    2007   208900.0   1   0   0   0     1    0    0    1    0   \n",
              "145        4    2006   130000.0   0   0   0   1     1    0    0    1    0   \n",
              "...      ...     ...        ...  ..  ..  ..  ..   ...  ...  ...  ...  ...   \n",
              "466        4    2007   167000.0   0   0   1   0     1    0    0    1    0   \n",
              "599        7    2008   151000.0   0   0   0   1     1    0    0    1    0   \n",
              "151        1    2008   372402.0   0   0   1   0     1    0    0    1    0   \n",
              "165        9    2008   127500.0   0   0   1   0     1    0    0    1    0   \n",
              "1143       7    2008    80000.0   0   0   1   0     1    0    0    1    0   \n",
              "\n",
              "      Low  Lvl  NoSeWa  CulDSac  FR2  FR3  Inside  Mod  Sev  Blueste  BrDale  \\\n",
              "1075    0    1       0        0    0    0       1    0    0        0       0   \n",
              "404     0    1       0        0    0    0       1    0    0        0       0   \n",
              "1374    0    1       0        0    0    0       1    0    0        0       0   \n",
              "1317    0    1       0        0    0    0       0    0    0        0       0   \n",
              "145     0    1       0        0    0    0       1    0    0        0       0   \n",
              "...   ...  ...     ...      ...  ...  ...     ...  ...  ...      ...     ...   \n",
              "466     0    1       0        0    0    0       1    0    0        0       0   \n",
              "599     0    1       0        0    0    0       1    0    0        1       0   \n",
              "151     0    1       0        0    0    0       1    0    0        0       0   \n",
              "165     0    1       0        0    0    0       1    0    0        0       0   \n",
              "1143    0    1       0        0    0    0       1    0    0        0       0   \n",
              "\n",
              "      BrkSide  ClearCr  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  MeadowV  \\\n",
              "1075        0        0        0        1        0        0       0        0   \n",
              "404         0        0        0        0        0        1       0        0   \n",
              "1374        0        0        0        0        0        0       0        0   \n",
              "1317        0        0        0        0        0        0       0        0   \n",
              "145         0        0        0        0        1        0       0        0   \n",
              "...       ...      ...      ...      ...      ...      ...     ...      ...   \n",
              "466         0        0        0        0        0        0       0        0   \n",
              "599         0        0        0        0        0        0       0        0   \n",
              "151         0        0        0        0        0        0       0        0   \n",
              "165         0        0        0        0        1        0       0        0   \n",
              "1143        0        0        0        0        0        0       0        0   \n",
              "\n",
              "      Mitchel  NAmes  NPkVill  NWAmes  NoRidge  NridgHt  OldTown  SWISU  \\\n",
              "1075        0      0        0       0        0        0        0      0   \n",
              "404         0      0        0       0        0        0        0      0   \n",
              "1374        0      0        0       0        0        0        0      0   \n",
              "1317        0      0        0       0        0        0        0      0   \n",
              "145         0      0        0       0        0        0        0      0   \n",
              "...       ...    ...      ...     ...      ...      ...      ...    ...   \n",
              "466         0      1        0       0        0        0        0      0   \n",
              "599         0      0        0       0        0        0        0      0   \n",
              "151         0      0        0       0        0        1        0      0   \n",
              "165         0      0        0       0        0        0        0      0   \n",
              "1143        0      0        0       0        0        0        0      0   \n",
              "\n",
              "      Sawyer  SawyerW  Somerst  StoneBr  Timber  Veenker  Feedr  Norm  PosA  \\\n",
              "1075       0        0        0        0       0        0      0     1     0   \n",
              "404        0        0        0        0       0        0      0     1     0   \n",
              "1374       0        0        1        0       0        0      0     1     0   \n",
              "1317       0        0        1        0       0        0      0     1     0   \n",
              "145        0        0        0        0       0        0      0     1     0   \n",
              "...      ...      ...      ...      ...     ...      ...    ...   ...   ...   \n",
              "466        0        0        0        0       0        0      0     1     0   \n",
              "599        0        0        0        0       0        0      0     1     0   \n",
              "151        0        0        0        0       0        0      0     1     0   \n",
              "165        0        0        0        0       0        0      0     1     0   \n",
              "1143       1        0        0        0       0        0      0     1     0   \n",
              "\n",
              "      PosN  RRAe  RRAn  RRNn  2fmCon  Duplex  Twnhs  TwnhsE  RRNe  1.5Unf  \\\n",
              "1075     0     0     0     0       0       0      0       0     0       0   \n",
              "404      0     0     0     0       0       0      0       0     0       0   \n",
              "1374     0     0     0     0       0       0      0       0     0       0   \n",
              "1317     0     0     0     0       0       0      0       1     0       0   \n",
              "145      0     0     0     0       0       0      1       0     0       0   \n",
              "...    ...   ...   ...   ...     ...     ...    ...     ...   ...     ...   \n",
              "466      0     0     0     0       0       0      0       0     0       0   \n",
              "599      0     0     0     0       0       0      1       0     0       0   \n",
              "151      0     0     0     0       0       0      0       0     0       0   \n",
              "165      0     0     0     0       1       0      0       0     0       0   \n",
              "1143     0     0     0     0       0       0      0       0     0       0   \n",
              "\n",
              "      1Story  2.5Fin  2.5Unf  2Story  SFoyer  SLvl  CWD  Con  ConLD  ConLI  \\\n",
              "1075       0       0       0       1       0     0    1    0      0      0   \n",
              "404        0       0       0       1       0     0    0    0      0      0   \n",
              "1374       0       0       0       1       0     0    0    0      0      0   \n",
              "1317       1       0       0       0       0     0    0    0      0      0   \n",
              "145        0       0       0       1       0     0    0    0      0      0   \n",
              "...      ...     ...     ...     ...     ...   ...  ...  ...    ...    ...   \n",
              "466        1       0       0       0       0     0    0    0      0      0   \n",
              "599        0       0       0       1       0     0    0    0      0      0   \n",
              "151        1       0       0       0       0     0    0    0      0      0   \n",
              "165        0       0       0       0       0     0    0    0      0      0   \n",
              "1143       1       0       0       0       0     0    0    0      0      0   \n",
              "\n",
              "      ConLw  New  Oth  WD  AdjLand  Alloca  Family  Normal  Partial  Fa  Gd  \\\n",
              "1075      0    0    0   0        0       0       0       1        0   0   0   \n",
              "404       0    0    0   1        0       0       0       1        0   0   0   \n",
              "1374      0    0    0   1        0       0       0       1        0   0   0   \n",
              "1317      0    1    0   0        0       0       0       0        1   0   0   \n",
              "145       0    0    0   1        0       0       0       1        0   0   0   \n",
              "...     ...  ...  ...  ..      ...     ...     ...     ...      ...  ..  ..   \n",
              "466       0    0    0   1        0       0       0       1        0   0   1   \n",
              "599       0    0    0   0        0       0       0       1        0   0   1   \n",
              "151       0    1    0   0        0       0       0       0        1   0   0   \n",
              "165       0    0    0   1        0       0       0       1        0   0   1   \n",
              "1143      0    0    0   1        0       0       0       1        0   0   0   \n",
              "\n",
              "      Po  TA  CBlock  PConc  Slab  Stone  Wood  Mn  No  BLQ  GLQ  LwQ  Rec  \\\n",
              "1075   0   1       1      0     0      0     0   0   1    1    0    0    0   \n",
              "404    0   1       0      1     0      0     0   0   1    0    0    0    0   \n",
              "1374   0   1       0      1     0      0     0   0   1    0    0    0    0   \n",
              "1317   0   1       0      1     0      0     0   0   1    0    0    0    0   \n",
              "145    0   1       0      1     0      0     0   0   1    0    0    0    0   \n",
              "...   ..  ..     ...    ...   ...    ...   ...  ..  ..  ...  ...  ...  ...   \n",
              "466    0   0       1      0     0      0     0   0   0    0    1    0    0   \n",
              "599    0   0       1      0     0      0     0   0   1    0    0    1    0   \n",
              "151    0   1       0      1     0      0     0   0   0    0    1    0    0   \n",
              "165    0   0       0      0     0      0     0   0   1    0    0    0    0   \n",
              "1143   0   1       1      0     0      0     0   0   1    0    1    0    0   \n",
              "\n",
              "      Unf  Gable  Gambrel  Hip  Mansard  Shed  CompShg  Membran  Metal  Roll  \\\n",
              "1075    0      1        0    0        0     0        1        0      0     0   \n",
              "404     1      1        0    0        0     0        1        0      0     0   \n",
              "1374    1      1        0    0        0     0        1        0      0     0   \n",
              "1317    1      1        0    0        0     0        1        0      0     0   \n",
              "145     1      1        0    0        0     0        1        0      0     0   \n",
              "...   ...    ...      ...  ...      ...   ...      ...      ...    ...   ...   \n",
              "466     0      0        0    0        0     0        0        0      0     0   \n",
              "599     0      1        0    0        0     0        1        0      0     0   \n",
              "151     0      0        0    1        0     0        1        0      0     0   \n",
              "165     0      1        0    0        0     0        1        0      0     0   \n",
              "1143    0      1        0    0        0     0        1        0      0     0   \n",
              "\n",
              "      Tar&Grv  WdShake  WdShngl  AsphShn  BrkComm  BrkFace  CemntBd  HdBoard  \\\n",
              "1075        0        0        0        0        0        0        0        0   \n",
              "404         0        0        0        0        0        0        0        0   \n",
              "1374        0        0        0        0        0        0        1        0   \n",
              "1317        0        0        0        0        0        0        0        0   \n",
              "145         0        0        0        0        0        0        0        0   \n",
              "...       ...      ...      ...      ...      ...      ...      ...      ...   \n",
              "466         1        0        0        0        0        0        0        0   \n",
              "599         0        0        0        0        0        0        0        0   \n",
              "151         0        0        0        0        0        0        0        0   \n",
              "165         0        0        0        0        0        0        0        0   \n",
              "1143        0        0        0        0        0        0        0        0   \n",
              "\n",
              "      ImStucc  MetalSd  Plywood  Stucco  VinylSd  Wd Sdng  WdShing  Brk Cmn  \\\n",
              "1075        0        0        0       0        0        1        0        0   \n",
              "404         0        1        0       0        0        0        0        0   \n",
              "1374        0        0        0       0        0        0        0        0   \n",
              "1317        0        0        0       0        1        0        0        0   \n",
              "145         0        0        0       0        1        0        0        0   \n",
              "...       ...      ...      ...     ...      ...      ...      ...      ...   \n",
              "466         0        0        1       0        0        0        0        0   \n",
              "599         0        1        0       0        0        0        0        0   \n",
              "151         0        0        0       0        1        0        0        0   \n",
              "165         0        0        0       0        0        1        0        0   \n",
              "1143        0        0        0       0        0        1        0        0   \n",
              "\n",
              "      CmentBd  Other  Wd Shng  None  GasW  Grav  OthW  Wall  Y  FuseF  FuseP  \\\n",
              "1075        0      0        0     1     0     0     0     0  1      0      0   \n",
              "404         0      0        0     1     0     0     0     0  1      0      0   \n",
              "1374        1      0        0     1     0     0     0     0  1      0      0   \n",
              "1317        0      0        0     1     0     0     0     0  1      0      0   \n",
              "145         0      0        0     0     0     0     0     0  1      0      0   \n",
              "...       ...    ...      ...   ...   ...   ...   ...   ... ..    ...    ...   \n",
              "466         0      0        0     1     0     0     0     0  1      0      0   \n",
              "599         0      0        0     1     0     0     0     0  1      0      0   \n",
              "151         0      0        0     0     0     0     0     0  1      0      0   \n",
              "165         0      0        0     1     0     0     0     0  1      0      0   \n",
              "1143        0      0        0     1     0     0     0     0  1      0      0   \n",
              "\n",
              "      Mix  SBrkr  Maj2  Min1  Min2  Typ  Attchd  Basment  BuiltIn  CarPort  \\\n",
              "1075    0      1     0     0     0    1       1        0        0        0   \n",
              "404     0      1     0     0     0    1       0        0        1        0   \n",
              "1374    0      1     0     0     0    1       1        0        0        0   \n",
              "1317    0      1     0     0     0    1       1        0        0        0   \n",
              "145     0      1     0     0     0    0       0        0        0        0   \n",
              "...   ...    ...   ...   ...   ...  ...     ...      ...      ...      ...   \n",
              "466     0      1     0     0     0    1       1        0        0        0   \n",
              "599     0      1     0     0     0    1       1        0        0        0   \n",
              "151     0      1     0     0     0    1       1        0        0        0   \n",
              "165     0      1     0     0     0    1       1        0        0        0   \n",
              "1143    0      1     0     0     0    1       1        0        0        0   \n",
              "\n",
              "      Detchd  RFn  P  \n",
              "1075       0    0  0  \n",
              "404        0    0  0  \n",
              "1374       0    0  0  \n",
              "1317       0    1  0  \n",
              "145        1    0  0  \n",
              "...      ...  ... ..  \n",
              "466        0    0  0  \n",
              "599        0    0  0  \n",
              "151        0    1  0  \n",
              "165        0    0  0  \n",
              "1143       0    0  0  \n",
              "\n",
              "[1138 rows x 175 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 158
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "Test_dataset"
      ],
      "metadata": {
        "id": "1DOsd3E7iV7S",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 670
        },
        "outputId": "0793942c-6018-404b-ba62-886f86ff474d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-02444eb6-c61e-426a-b4e5-d067376d752f\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>MSSubClass</th>\n",
              "      <th>MSZoning</th>\n",
              "      <th>LotFrontage</th>\n",
              "      <th>LotArea</th>\n",
              "      <th>Street</th>\n",
              "      <th>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>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>MiscVal</th>\n",
              "      <th>MoSold</th>\n",
              "      <th>YrSold</th>\n",
              "      <th>SaleType</th>\n",
              "      <th>SaleCondition</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>20</td>\n",
              "      <td>RH</td>\n",
              "      <td>80.0</td>\n",
              "      <td>11622</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>NAmes</td>\n",
              "      <td>Feedr</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>1961</td>\n",
              "      <td>1961</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>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>468.0</td>\n",
              "      <td>LwQ</td>\n",
              "      <td>144.0</td>\n",
              "      <td>270.0</td>\n",
              "      <td>882.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>896</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>896</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>5</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Unf</td>\n",
              "      <td>1.0</td>\n",
              "      <td>730.0</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>120</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>81.0</td>\n",
              "      <td>14267</td>\n",
              "      <td>Pave</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Corner</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>NAmes</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>1958</td>\n",
              "      <td>1958</td>\n",
              "      <td>Hip</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>Wd Sdng</td>\n",
              "      <td>Wd Sdng</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>108.0</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>923.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>406.0</td>\n",
              "      <td>1329.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>1329</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1329</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>6</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Unf</td>\n",
              "      <td>1.0</td>\n",
              "      <td>312.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>393</td>\n",
              "      <td>36</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>12500</td>\n",
              "      <td>6</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>74.0</td>\n",
              "      <td>13830</td>\n",
              "      <td>Pave</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>Gilbert</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1997</td>\n",
              "      <td>1998</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>None</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>PConc</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>No</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>791.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>137.0</td>\n",
              "      <td>928.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>928</td>\n",
              "      <td>701</td>\n",
              "      <td>0</td>\n",
              "      <td>1629</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>6</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Fin</td>\n",
              "      <td>2.0</td>\n",
              "      <td>482.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>212</td>\n",
              "      <td>34</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>78.0</td>\n",
              "      <td>9978</td>\n",
              "      <td>Pave</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>Gilbert</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>1998</td>\n",
              "      <td>1998</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>20.0</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>602.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>324.0</td>\n",
              "      <td>926.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>926</td>\n",
              "      <td>678</td>\n",
              "      <td>0</td>\n",
              "      <td>1604</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>7</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Fin</td>\n",
              "      <td>2.0</td>\n",
              "      <td>470.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>360</td>\n",
              "      <td>36</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>120</td>\n",
              "      <td>RL</td>\n",
              "      <td>43.0</td>\n",
              "      <td>5005</td>\n",
              "      <td>Pave</td>\n",
              "      <td>IR1</td>\n",
              "      <td>HLS</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>StoneBr</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>TwnhsE</td>\n",
              "      <td>1Story</td>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>1992</td>\n",
              "      <td>1992</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>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>ALQ</td>\n",
              "      <td>263.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1017.0</td>\n",
              "      <td>1280.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>1280</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1280</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>5</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>RFn</td>\n",
              "      <td>2.0</td>\n",
              "      <td>506.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>82</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>144</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1454</th>\n",
              "      <td>160</td>\n",
              "      <td>RM</td>\n",
              "      <td>21.0</td>\n",
              "      <td>1936</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>MeadowV</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Twnhs</td>\n",
              "      <td>2Story</td>\n",
              "      <td>4</td>\n",
              "      <td>7</td>\n",
              "      <td>1970</td>\n",
              "      <td>1970</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>CemntBd</td>\n",
              "      <td>CmentBd</td>\n",
              "      <td>None</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>CBlock</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>No</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>546.0</td>\n",
              "      <td>546.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>546</td>\n",
              "      <td>546</td>\n",
              "      <td>0</td>\n",
              "      <td>1092</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>5</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>2006</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1455</th>\n",
              "      <td>160</td>\n",
              "      <td>RM</td>\n",
              "      <td>21.0</td>\n",
              "      <td>1894</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>MeadowV</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>TwnhsE</td>\n",
              "      <td>2Story</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>1970</td>\n",
              "      <td>1970</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>CemntBd</td>\n",
              "      <td>CmentBd</td>\n",
              "      <td>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>252.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>294.0</td>\n",
              "      <td>546.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>546</td>\n",
              "      <td>546</td>\n",
              "      <td>0</td>\n",
              "      <td>1092</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>6</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>CarPort</td>\n",
              "      <td>Unf</td>\n",
              "      <td>1.0</td>\n",
              "      <td>286.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>24</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>2006</td>\n",
              "      <td>WD</td>\n",
              "      <td>Abnorml</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1456</th>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>160.0</td>\n",
              "      <td>20000</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>Mitchel</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>5</td>\n",
              "      <td>7</td>\n",
              "      <td>1960</td>\n",
              "      <td>1996</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>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>1224.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1224.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>1224</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1224</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>7</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>Detchd</td>\n",
              "      <td>Unf</td>\n",
              "      <td>2.0</td>\n",
              "      <td>576.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>474</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>2006</td>\n",
              "      <td>WD</td>\n",
              "      <td>Abnorml</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1457</th>\n",
              "      <td>85</td>\n",
              "      <td>RL</td>\n",
              "      <td>62.0</td>\n",
              "      <td>10441</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>Mitchel</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>SFoyer</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1992</td>\n",
              "      <td>1992</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>Wd Shng</td>\n",
              "      <td>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>Av</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>337.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>575.0</td>\n",
              "      <td>912.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>970</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>970</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>6</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>80</td>\n",
              "      <td>32</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>700</td>\n",
              "      <td>7</td>\n",
              "      <td>2006</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1458</th>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>74.0</td>\n",
              "      <td>9627</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Mod</td>\n",
              "      <td>Mitchel</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>7</td>\n",
              "      <td>5</td>\n",
              "      <td>1993</td>\n",
              "      <td>1994</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>94.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>PConc</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>Av</td>\n",
              "      <td>LwQ</td>\n",
              "      <td>758.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>238.0</td>\n",
              "      <td>996.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>996</td>\n",
              "      <td>1004</td>\n",
              "      <td>0</td>\n",
              "      <td>2000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>9</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Fin</td>\n",
              "      <td>3.0</td>\n",
              "      <td>650.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>190</td>\n",
              "      <td>48</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>11</td>\n",
              "      <td>2006</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1459 rows × 74 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-02444eb6-c61e-426a-b4e5-d067376d752f')\"\n",
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              "  "
            ],
            "text/plain": [
              "      MSSubClass MSZoning  LotFrontage  LotArea Street LotShape LandContour  \\\n",
              "0             20       RH         80.0    11622   Pave      Reg         Lvl   \n",
              "1             20       RL         81.0    14267   Pave      IR1         Lvl   \n",
              "2             60       RL         74.0    13830   Pave      IR1         Lvl   \n",
              "3             60       RL         78.0     9978   Pave      IR1         Lvl   \n",
              "4            120       RL         43.0     5005   Pave      IR1         HLS   \n",
              "...          ...      ...          ...      ...    ...      ...         ...   \n",
              "1454         160       RM         21.0     1936   Pave      Reg         Lvl   \n",
              "1455         160       RM         21.0     1894   Pave      Reg         Lvl   \n",
              "1456          20       RL        160.0    20000   Pave      Reg         Lvl   \n",
              "1457          85       RL         62.0    10441   Pave      Reg         Lvl   \n",
              "1458          60       RL         74.0     9627   Pave      Reg         Lvl   \n",
              "\n",
              "     Utilities LotConfig LandSlope Neighborhood Condition1 Condition2  \\\n",
              "0       AllPub    Inside       Gtl        NAmes      Feedr       Norm   \n",
              "1       AllPub    Corner       Gtl        NAmes       Norm       Norm   \n",
              "2       AllPub    Inside       Gtl      Gilbert       Norm       Norm   \n",
              "3       AllPub    Inside       Gtl      Gilbert       Norm       Norm   \n",
              "4       AllPub    Inside       Gtl      StoneBr       Norm       Norm   \n",
              "...        ...       ...       ...          ...        ...        ...   \n",
              "1454    AllPub    Inside       Gtl      MeadowV       Norm       Norm   \n",
              "1455    AllPub    Inside       Gtl      MeadowV       Norm       Norm   \n",
              "1456    AllPub    Inside       Gtl      Mitchel       Norm       Norm   \n",
              "1457    AllPub    Inside       Gtl      Mitchel       Norm       Norm   \n",
              "1458    AllPub    Inside       Mod      Mitchel       Norm       Norm   \n",
              "\n",
              "     BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  YearRemodAdd  \\\n",
              "0        1Fam     1Story            5            6       1961          1961   \n",
              "1        1Fam     1Story            6            6       1958          1958   \n",
              "2        1Fam     2Story            5            5       1997          1998   \n",
              "3        1Fam     2Story            6            6       1998          1998   \n",
              "4      TwnhsE     1Story            8            5       1992          1992   \n",
              "...       ...        ...          ...          ...        ...           ...   \n",
              "1454    Twnhs     2Story            4            7       1970          1970   \n",
              "1455   TwnhsE     2Story            4            5       1970          1970   \n",
              "1456     1Fam     1Story            5            7       1960          1996   \n",
              "1457     1Fam     SFoyer            5            5       1992          1992   \n",
              "1458     1Fam     2Story            7            5       1993          1994   \n",
              "\n",
              "     RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  MasVnrArea  \\\n",
              "0        Gable  CompShg     VinylSd     VinylSd       None         0.0   \n",
              "1          Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace       108.0   \n",
              "2        Gable  CompShg     VinylSd     VinylSd       None         0.0   \n",
              "3        Gable  CompShg     VinylSd     VinylSd    BrkFace        20.0   \n",
              "4        Gable  CompShg     HdBoard     HdBoard       None         0.0   \n",
              "...        ...      ...         ...         ...        ...         ...   \n",
              "1454     Gable  CompShg     CemntBd     CmentBd       None         0.0   \n",
              "1455     Gable  CompShg     CemntBd     CmentBd       None         0.0   \n",
              "1456     Gable  CompShg     VinylSd     VinylSd       None         0.0   \n",
              "1457     Gable  CompShg     HdBoard     Wd Shng       None         0.0   \n",
              "1458     Gable  CompShg     HdBoard     HdBoard    BrkFace        94.0   \n",
              "\n",
              "     ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
              "0           TA        TA     CBlock       TA       TA           No   \n",
              "1           TA        TA     CBlock       TA       TA           No   \n",
              "2           TA        TA      PConc       Gd       TA           No   \n",
              "3           TA        TA      PConc       TA       TA           No   \n",
              "4           Gd        TA      PConc       Gd       TA           No   \n",
              "...        ...       ...        ...      ...      ...          ...   \n",
              "1454        TA        TA     CBlock       TA       TA           No   \n",
              "1455        TA        TA     CBlock       TA       TA           No   \n",
              "1456        TA        TA     CBlock       TA       TA           No   \n",
              "1457        TA        TA      PConc       Gd       TA           Av   \n",
              "1458        TA        TA      PConc       Gd       TA           Av   \n",
              "\n",
              "     BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  \\\n",
              "0             Rec       468.0          LwQ       144.0      270.0   \n",
              "1             ALQ       923.0          Unf         0.0      406.0   \n",
              "2             GLQ       791.0          Unf         0.0      137.0   \n",
              "3             GLQ       602.0          Unf         0.0      324.0   \n",
              "4             ALQ       263.0          Unf         0.0     1017.0   \n",
              "...           ...         ...          ...         ...        ...   \n",
              "1454          Unf         0.0          Unf         0.0      546.0   \n",
              "1455          Rec       252.0          Unf         0.0      294.0   \n",
              "1456          ALQ      1224.0          Unf         0.0        0.0   \n",
              "1457          GLQ       337.0          Unf         0.0      575.0   \n",
              "1458          LwQ       758.0          Unf         0.0      238.0   \n",
              "\n",
              "      TotalBsmtSF Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  \\\n",
              "0           882.0    GasA        TA          Y      SBrkr       896         0   \n",
              "1          1329.0    GasA        TA          Y      SBrkr      1329         0   \n",
              "2           928.0    GasA        Gd          Y      SBrkr       928       701   \n",
              "3           926.0    GasA        Ex          Y      SBrkr       926       678   \n",
              "4          1280.0    GasA        Ex          Y      SBrkr      1280         0   \n",
              "...           ...     ...       ...        ...        ...       ...       ...   \n",
              "1454        546.0    GasA        Gd          Y      SBrkr       546       546   \n",
              "1455        546.0    GasA        TA          Y      SBrkr       546       546   \n",
              "1456       1224.0    GasA        Ex          Y      SBrkr      1224         0   \n",
              "1457        912.0    GasA        TA          Y      SBrkr       970         0   \n",
              "1458        996.0    GasA        Ex          Y      SBrkr       996      1004   \n",
              "\n",
              "      LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  \\\n",
              "0                0        896           0.0           0.0         1         0   \n",
              "1                0       1329           0.0           0.0         1         1   \n",
              "2                0       1629           0.0           0.0         2         1   \n",
              "3                0       1604           0.0           0.0         2         1   \n",
              "4                0       1280           0.0           0.0         2         0   \n",
              "...            ...        ...           ...           ...       ...       ...   \n",
              "1454             0       1092           0.0           0.0         1         1   \n",
              "1455             0       1092           0.0           0.0         1         1   \n",
              "1456             0       1224           1.0           0.0         1         0   \n",
              "1457             0        970           0.0           1.0         1         0   \n",
              "1458             0       2000           0.0           0.0         2         1   \n",
              "\n",
              "      BedroomAbvGr  KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  \\\n",
              "0                2             1          TA             5        Typ   \n",
              "1                3             1          Gd             6        Typ   \n",
              "2                3             1          TA             6        Typ   \n",
              "3                3             1          Gd             7        Typ   \n",
              "4                2             1          Gd             5        Typ   \n",
              "...            ...           ...         ...           ...        ...   \n",
              "1454             3             1          TA             5        Typ   \n",
              "1455             3             1          TA             6        Typ   \n",
              "1456             4             1          TA             7        Typ   \n",
              "1457             3             1          TA             6        Typ   \n",
              "1458             3             1          TA             9        Typ   \n",
              "\n",
              "      Fireplaces FireplaceQu GarageType GarageFinish  GarageCars  GarageArea  \\\n",
              "0              0          Gd     Attchd          Unf         1.0       730.0   \n",
              "1              0          Gd     Attchd          Unf         1.0       312.0   \n",
              "2              1          TA     Attchd          Fin         2.0       482.0   \n",
              "3              1          Gd     Attchd          Fin         2.0       470.0   \n",
              "4              0          Gd     Attchd          RFn         2.0       506.0   \n",
              "...          ...         ...        ...          ...         ...         ...   \n",
              "1454           0          Gd     Attchd          Unf         0.0         0.0   \n",
              "1455           0          Gd    CarPort          Unf         1.0       286.0   \n",
              "1456           1          TA     Detchd          Unf         2.0       576.0   \n",
              "1457           0          Gd     Attchd          Unf         0.0         0.0   \n",
              "1458           1          TA     Attchd          Fin         3.0       650.0   \n",
              "\n",
              "     GarageQual GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  \\\n",
              "0            TA         TA          Y         140            0              0   \n",
              "1            TA         TA          Y         393           36              0   \n",
              "2            TA         TA          Y         212           34              0   \n",
              "3            TA         TA          Y         360           36              0   \n",
              "4            TA         TA          Y           0           82              0   \n",
              "...         ...        ...        ...         ...          ...            ...   \n",
              "1454         TA         TA          Y           0            0              0   \n",
              "1455         TA         TA          Y           0           24              0   \n",
              "1456         TA         TA          Y         474            0              0   \n",
              "1457         TA         TA          Y          80           32              0   \n",
              "1458         TA         TA          Y         190           48              0   \n",
              "\n",
              "      3SsnPorch  ScreenPorch  PoolArea  MiscVal  MoSold  YrSold SaleType  \\\n",
              "0             0          120         0        0       6    2010       WD   \n",
              "1             0            0         0    12500       6    2010       WD   \n",
              "2             0            0         0        0       3    2010       WD   \n",
              "3             0            0         0        0       6    2010       WD   \n",
              "4             0          144         0        0       1    2010       WD   \n",
              "...         ...          ...       ...      ...     ...     ...      ...   \n",
              "1454          0            0         0        0       6    2006       WD   \n",
              "1455          0            0         0        0       4    2006       WD   \n",
              "1456          0            0         0        0       9    2006       WD   \n",
              "1457          0            0         0      700       7    2006       WD   \n",
              "1458          0            0         0        0      11    2006       WD   \n",
              "\n",
              "     SaleCondition  \n",
              "0           Normal  \n",
              "1           Normal  \n",
              "2           Normal  \n",
              "3           Normal  \n",
              "4           Normal  \n",
              "...            ...  \n",
              "1454        Normal  \n",
              "1455       Abnorml  \n",
              "1456       Abnorml  \n",
              "1457        Normal  \n",
              "1458        Normal  \n",
              "\n",
              "[1459 rows x 74 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 159
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train_dataset.describe().transpose()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "Y1IrBB85B-ku",
        "outputId": "1b04ce41-5a59-417d-ed85-7c25e53b23ae"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-2dc20a31-82ba-49ee-a6c2-f4cef0d34dc8\">\n",
              "    <div class=\"colab-df-container\">\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>count</th>\n",
              "      <th>mean</th>\n",
              "      <th>std</th>\n",
              "      <th>min</th>\n",
              "      <th>25%</th>\n",
              "      <th>50%</th>\n",
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              "      <th>max</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>MSSubClass</th>\n",
              "      <td>2304.0</td>\n",
              "      <td>56.532118</td>\n",
              "      <td>42.295928</td>\n",
              "      <td>20.0</td>\n",
              "      <td>20.0</td>\n",
              "      <td>50.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>190.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LotFrontage</th>\n",
              "      <td>2121.0</td>\n",
              "      <td>69.579841</td>\n",
              "      <td>22.712010</td>\n",
              "      <td>21.0</td>\n",
              "      <td>60.0</td>\n",
              "      <td>70.0</td>\n",
              "      <td>80.0</td>\n",
              "      <td>313.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>LotArea</th>\n",
              "      <td>2304.0</td>\n",
              "      <td>10277.088542</td>\n",
              "      <td>8586.194024</td>\n",
              "      <td>1470.0</td>\n",
              "      <td>7437.5</td>\n",
              "      <td>9459.5</td>\n",
              "      <td>11601.5</td>\n",
              "      <td>215245.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>OverallQual</th>\n",
              "      <td>2304.0</td>\n",
              "      <td>6.123264</td>\n",
              "      <td>1.392086</td>\n",
              "      <td>1.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>7.0</td>\n",
              "      <td>10.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>OverallCond</th>\n",
              "      <td>2304.0</td>\n",
              "      <td>5.584201</td>\n",
              "      <td>1.108853</td>\n",
              "      <td>1.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>9.0</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>BuiltIn</th>\n",
              "      <td>2304.0</td>\n",
              "      <td>0.059896</td>\n",
              "      <td>0.237345</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>CarPort</th>\n",
              "      <td>2304.0</td>\n",
              "      <td>0.003906</td>\n",
              "      <td>0.062391</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Detchd</th>\n",
              "      <td>2304.0</td>\n",
              "      <td>0.269097</td>\n",
              "      <td>0.443587</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>RFn</th>\n",
              "      <td>2304.0</td>\n",
              "      <td>0.279948</td>\n",
              "      <td>0.449071</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P</th>\n",
              "      <td>2304.0</td>\n",
              "      <td>0.020399</td>\n",
              "      <td>0.141393</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
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              "</table>\n",
              "<p>175 rows × 8 columns</p>\n",
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            "text/plain": [
              "              count          mean          std  ...     50%      75%       max\n",
              "MSSubClass   2304.0     56.532118    42.295928  ...    50.0     70.0     190.0\n",
              "LotFrontage  2121.0     69.579841    22.712010  ...    70.0     80.0     313.0\n",
              "LotArea      2304.0  10277.088542  8586.194024  ...  9459.5  11601.5  215245.0\n",
              "OverallQual  2304.0      6.123264     1.392086  ...     6.0      7.0      10.0\n",
              "OverallCond  2304.0      5.584201     1.108853  ...     5.0      6.0       9.0\n",
              "...             ...           ...          ...  ...     ...      ...       ...\n",
              "BuiltIn      2304.0      0.059896     0.237345  ...     0.0      0.0       1.0\n",
              "CarPort      2304.0      0.003906     0.062391  ...     0.0      0.0       1.0\n",
              "Detchd       2304.0      0.269097     0.443587  ...     0.0      1.0       1.0\n",
              "RFn          2304.0      0.279948     0.449071  ...     0.0      1.0       1.0\n",
              "P            2304.0      0.020399     0.141393  ...     0.0      0.0       1.0\n",
              "\n",
              "[175 rows x 8 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 95
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train_features = train_dataset.copy()\n",
        "train_labels = train_features.pop('SalePrice')\n",
        "\n",
        "Test_features = Test_dataset.copy()"
      ],
      "metadata": {
        "id": "IAxvs-_eRXhb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "Test_features"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 488
        },
        "id": "MjnpI0BLBA57",
        "outputId": "7c72ba0d-446a-4bac-ac5a-1712801a90b1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-5017d9f8-bb61-4575-ad80-f91fc69c05f6\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>MSSubClass</th>\n",
              "      <th>MSZoning</th>\n",
              "      <th>LotFrontage</th>\n",
              "      <th>LotArea</th>\n",
              "      <th>Street</th>\n",
              "      <th>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>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>MiscVal</th>\n",
              "      <th>MoSold</th>\n",
              "      <th>YrSold</th>\n",
              "      <th>SaleType</th>\n",
              "      <th>SaleCondition</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>20</td>\n",
              "      <td>RH</td>\n",
              "      <td>80.0</td>\n",
              "      <td>11622</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>NAmes</td>\n",
              "      <td>Feedr</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>1961</td>\n",
              "      <td>1961</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>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>468.0</td>\n",
              "      <td>LwQ</td>\n",
              "      <td>144.0</td>\n",
              "      <td>270.0</td>\n",
              "      <td>882.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>896</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>896</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>5</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Unf</td>\n",
              "      <td>1.0</td>\n",
              "      <td>730.0</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>120</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>81.0</td>\n",
              "      <td>14267</td>\n",
              "      <td>Pave</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Corner</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>NAmes</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>1958</td>\n",
              "      <td>1958</td>\n",
              "      <td>Hip</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>Wd Sdng</td>\n",
              "      <td>Wd Sdng</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>108.0</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>923.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>406.0</td>\n",
              "      <td>1329.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>1329</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1329</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>6</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Unf</td>\n",
              "      <td>1.0</td>\n",
              "      <td>312.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>393</td>\n",
              "      <td>36</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>12500</td>\n",
              "      <td>6</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>74.0</td>\n",
              "      <td>13830</td>\n",
              "      <td>Pave</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>Gilbert</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1997</td>\n",
              "      <td>1998</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>None</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>PConc</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>No</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>791.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>137.0</td>\n",
              "      <td>928.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>928</td>\n",
              "      <td>701</td>\n",
              "      <td>0</td>\n",
              "      <td>1629</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>6</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Fin</td>\n",
              "      <td>2.0</td>\n",
              "      <td>482.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>212</td>\n",
              "      <td>34</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>78.0</td>\n",
              "      <td>9978</td>\n",
              "      <td>Pave</td>\n",
              "      <td>IR1</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>Gilbert</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>1998</td>\n",
              "      <td>1998</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>20.0</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>602.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>324.0</td>\n",
              "      <td>926.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>926</td>\n",
              "      <td>678</td>\n",
              "      <td>0</td>\n",
              "      <td>1604</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>7</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Fin</td>\n",
              "      <td>2.0</td>\n",
              "      <td>470.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>360</td>\n",
              "      <td>36</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>120</td>\n",
              "      <td>RL</td>\n",
              "      <td>43.0</td>\n",
              "      <td>5005</td>\n",
              "      <td>Pave</td>\n",
              "      <td>IR1</td>\n",
              "      <td>HLS</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>StoneBr</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>TwnhsE</td>\n",
              "      <td>1Story</td>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>1992</td>\n",
              "      <td>1992</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>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>ALQ</td>\n",
              "      <td>263.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1017.0</td>\n",
              "      <td>1280.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>1280</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1280</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>Gd</td>\n",
              "      <td>5</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>RFn</td>\n",
              "      <td>2.0</td>\n",
              "      <td>506.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>82</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>144</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2010</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1454</th>\n",
              "      <td>160</td>\n",
              "      <td>RM</td>\n",
              "      <td>21.0</td>\n",
              "      <td>1936</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>MeadowV</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Twnhs</td>\n",
              "      <td>2Story</td>\n",
              "      <td>4</td>\n",
              "      <td>7</td>\n",
              "      <td>1970</td>\n",
              "      <td>1970</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>CemntBd</td>\n",
              "      <td>CmentBd</td>\n",
              "      <td>None</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>CBlock</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>No</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>546.0</td>\n",
              "      <td>546.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>546</td>\n",
              "      <td>546</td>\n",
              "      <td>0</td>\n",
              "      <td>1092</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>5</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>2006</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1455</th>\n",
              "      <td>160</td>\n",
              "      <td>RM</td>\n",
              "      <td>21.0</td>\n",
              "      <td>1894</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>MeadowV</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>TwnhsE</td>\n",
              "      <td>2Story</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>1970</td>\n",
              "      <td>1970</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>CemntBd</td>\n",
              "      <td>CmentBd</td>\n",
              "      <td>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>252.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>294.0</td>\n",
              "      <td>546.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>546</td>\n",
              "      <td>546</td>\n",
              "      <td>0</td>\n",
              "      <td>1092</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>6</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>CarPort</td>\n",
              "      <td>Unf</td>\n",
              "      <td>1.0</td>\n",
              "      <td>286.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>0</td>\n",
              "      <td>24</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>2006</td>\n",
              "      <td>WD</td>\n",
              "      <td>Abnorml</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1456</th>\n",
              "      <td>20</td>\n",
              "      <td>RL</td>\n",
              "      <td>160.0</td>\n",
              "      <td>20000</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>Mitchel</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>1Story</td>\n",
              "      <td>5</td>\n",
              "      <td>7</td>\n",
              "      <td>1960</td>\n",
              "      <td>1996</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>VinylSd</td>\n",
              "      <td>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>1224.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1224.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>1224</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1224</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>7</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>Detchd</td>\n",
              "      <td>Unf</td>\n",
              "      <td>2.0</td>\n",
              "      <td>576.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>474</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>2006</td>\n",
              "      <td>WD</td>\n",
              "      <td>Abnorml</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1457</th>\n",
              "      <td>85</td>\n",
              "      <td>RL</td>\n",
              "      <td>62.0</td>\n",
              "      <td>10441</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Gtl</td>\n",
              "      <td>Mitchel</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>SFoyer</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1992</td>\n",
              "      <td>1992</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>Wd Shng</td>\n",
              "      <td>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>Av</td>\n",
              "      <td>GLQ</td>\n",
              "      <td>337.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>575.0</td>\n",
              "      <td>912.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>970</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>970</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>6</td>\n",
              "      <td>Typ</td>\n",
              "      <td>0</td>\n",
              "      <td>Gd</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>80</td>\n",
              "      <td>32</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>700</td>\n",
              "      <td>7</td>\n",
              "      <td>2006</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1458</th>\n",
              "      <td>60</td>\n",
              "      <td>RL</td>\n",
              "      <td>74.0</td>\n",
              "      <td>9627</td>\n",
              "      <td>Pave</td>\n",
              "      <td>Reg</td>\n",
              "      <td>Lvl</td>\n",
              "      <td>AllPub</td>\n",
              "      <td>Inside</td>\n",
              "      <td>Mod</td>\n",
              "      <td>Mitchel</td>\n",
              "      <td>Norm</td>\n",
              "      <td>Norm</td>\n",
              "      <td>1Fam</td>\n",
              "      <td>2Story</td>\n",
              "      <td>7</td>\n",
              "      <td>5</td>\n",
              "      <td>1993</td>\n",
              "      <td>1994</td>\n",
              "      <td>Gable</td>\n",
              "      <td>CompShg</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>HdBoard</td>\n",
              "      <td>BrkFace</td>\n",
              "      <td>94.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>PConc</td>\n",
              "      <td>Gd</td>\n",
              "      <td>TA</td>\n",
              "      <td>Av</td>\n",
              "      <td>LwQ</td>\n",
              "      <td>758.0</td>\n",
              "      <td>Unf</td>\n",
              "      <td>0.0</td>\n",
              "      <td>238.0</td>\n",
              "      <td>996.0</td>\n",
              "      <td>GasA</td>\n",
              "      <td>Ex</td>\n",
              "      <td>Y</td>\n",
              "      <td>SBrkr</td>\n",
              "      <td>996</td>\n",
              "      <td>1004</td>\n",
              "      <td>0</td>\n",
              "      <td>2000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>9</td>\n",
              "      <td>Typ</td>\n",
              "      <td>1</td>\n",
              "      <td>TA</td>\n",
              "      <td>Attchd</td>\n",
              "      <td>Fin</td>\n",
              "      <td>3.0</td>\n",
              "      <td>650.0</td>\n",
              "      <td>TA</td>\n",
              "      <td>TA</td>\n",
              "      <td>Y</td>\n",
              "      <td>190</td>\n",
              "      <td>48</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>11</td>\n",
              "      <td>2006</td>\n",
              "      <td>WD</td>\n",
              "      <td>Normal</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1459 rows × 74 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5017d9f8-bb61-4575-ad80-f91fc69c05f6')\"\n",
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              "    .colab-df-convert {\n",
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              "  "
            ],
            "text/plain": [
              "      MSSubClass MSZoning  LotFrontage  LotArea Street LotShape LandContour  \\\n",
              "0             20       RH         80.0    11622   Pave      Reg         Lvl   \n",
              "1             20       RL         81.0    14267   Pave      IR1         Lvl   \n",
              "2             60       RL         74.0    13830   Pave      IR1         Lvl   \n",
              "3             60       RL         78.0     9978   Pave      IR1         Lvl   \n",
              "4            120       RL         43.0     5005   Pave      IR1         HLS   \n",
              "...          ...      ...          ...      ...    ...      ...         ...   \n",
              "1454         160       RM         21.0     1936   Pave      Reg         Lvl   \n",
              "1455         160       RM         21.0     1894   Pave      Reg         Lvl   \n",
              "1456          20       RL        160.0    20000   Pave      Reg         Lvl   \n",
              "1457          85       RL         62.0    10441   Pave      Reg         Lvl   \n",
              "1458          60       RL         74.0     9627   Pave      Reg         Lvl   \n",
              "\n",
              "     Utilities LotConfig LandSlope Neighborhood Condition1 Condition2  \\\n",
              "0       AllPub    Inside       Gtl        NAmes      Feedr       Norm   \n",
              "1       AllPub    Corner       Gtl        NAmes       Norm       Norm   \n",
              "2       AllPub    Inside       Gtl      Gilbert       Norm       Norm   \n",
              "3       AllPub    Inside       Gtl      Gilbert       Norm       Norm   \n",
              "4       AllPub    Inside       Gtl      StoneBr       Norm       Norm   \n",
              "...        ...       ...       ...          ...        ...        ...   \n",
              "1454    AllPub    Inside       Gtl      MeadowV       Norm       Norm   \n",
              "1455    AllPub    Inside       Gtl      MeadowV       Norm       Norm   \n",
              "1456    AllPub    Inside       Gtl      Mitchel       Norm       Norm   \n",
              "1457    AllPub    Inside       Gtl      Mitchel       Norm       Norm   \n",
              "1458    AllPub    Inside       Mod      Mitchel       Norm       Norm   \n",
              "\n",
              "     BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  YearRemodAdd  \\\n",
              "0        1Fam     1Story            5            6       1961          1961   \n",
              "1        1Fam     1Story            6            6       1958          1958   \n",
              "2        1Fam     2Story            5            5       1997          1998   \n",
              "3        1Fam     2Story            6            6       1998          1998   \n",
              "4      TwnhsE     1Story            8            5       1992          1992   \n",
              "...       ...        ...          ...          ...        ...           ...   \n",
              "1454    Twnhs     2Story            4            7       1970          1970   \n",
              "1455   TwnhsE     2Story            4            5       1970          1970   \n",
              "1456     1Fam     1Story            5            7       1960          1996   \n",
              "1457     1Fam     SFoyer            5            5       1992          1992   \n",
              "1458     1Fam     2Story            7            5       1993          1994   \n",
              "\n",
              "     RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  MasVnrArea  \\\n",
              "0        Gable  CompShg     VinylSd     VinylSd       None         0.0   \n",
              "1          Hip  CompShg     Wd Sdng     Wd Sdng    BrkFace       108.0   \n",
              "2        Gable  CompShg     VinylSd     VinylSd       None         0.0   \n",
              "3        Gable  CompShg     VinylSd     VinylSd    BrkFace        20.0   \n",
              "4        Gable  CompShg     HdBoard     HdBoard       None         0.0   \n",
              "...        ...      ...         ...         ...        ...         ...   \n",
              "1454     Gable  CompShg     CemntBd     CmentBd       None         0.0   \n",
              "1455     Gable  CompShg     CemntBd     CmentBd       None         0.0   \n",
              "1456     Gable  CompShg     VinylSd     VinylSd       None         0.0   \n",
              "1457     Gable  CompShg     HdBoard     Wd Shng       None         0.0   \n",
              "1458     Gable  CompShg     HdBoard     HdBoard    BrkFace        94.0   \n",
              "\n",
              "     ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
              "0           TA        TA     CBlock       TA       TA           No   \n",
              "1           TA        TA     CBlock       TA       TA           No   \n",
              "2           TA        TA      PConc       Gd       TA           No   \n",
              "3           TA        TA      PConc       TA       TA           No   \n",
              "4           Gd        TA      PConc       Gd       TA           No   \n",
              "...        ...       ...        ...      ...      ...          ...   \n",
              "1454        TA        TA     CBlock       TA       TA           No   \n",
              "1455        TA        TA     CBlock       TA       TA           No   \n",
              "1456        TA        TA     CBlock       TA       TA           No   \n",
              "1457        TA        TA      PConc       Gd       TA           Av   \n",
              "1458        TA        TA      PConc       Gd       TA           Av   \n",
              "\n",
              "     BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  \\\n",
              "0             Rec       468.0          LwQ       144.0      270.0   \n",
              "1             ALQ       923.0          Unf         0.0      406.0   \n",
              "2             GLQ       791.0          Unf         0.0      137.0   \n",
              "3             GLQ       602.0          Unf         0.0      324.0   \n",
              "4             ALQ       263.0          Unf         0.0     1017.0   \n",
              "...           ...         ...          ...         ...        ...   \n",
              "1454          Unf         0.0          Unf         0.0      546.0   \n",
              "1455          Rec       252.0          Unf         0.0      294.0   \n",
              "1456          ALQ      1224.0          Unf         0.0        0.0   \n",
              "1457          GLQ       337.0          Unf         0.0      575.0   \n",
              "1458          LwQ       758.0          Unf         0.0      238.0   \n",
              "\n",
              "      TotalBsmtSF Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  \\\n",
              "0           882.0    GasA        TA          Y      SBrkr       896         0   \n",
              "1          1329.0    GasA        TA          Y      SBrkr      1329         0   \n",
              "2           928.0    GasA        Gd          Y      SBrkr       928       701   \n",
              "3           926.0    GasA        Ex          Y      SBrkr       926       678   \n",
              "4          1280.0    GasA        Ex          Y      SBrkr      1280         0   \n",
              "...           ...     ...       ...        ...        ...       ...       ...   \n",
              "1454        546.0    GasA        Gd          Y      SBrkr       546       546   \n",
              "1455        546.0    GasA        TA          Y      SBrkr       546       546   \n",
              "1456       1224.0    GasA        Ex          Y      SBrkr      1224         0   \n",
              "1457        912.0    GasA        TA          Y      SBrkr       970         0   \n",
              "1458        996.0    GasA        Ex          Y      SBrkr       996      1004   \n",
              "\n",
              "      LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  \\\n",
              "0                0        896           0.0           0.0         1         0   \n",
              "1                0       1329           0.0           0.0         1         1   \n",
              "2                0       1629           0.0           0.0         2         1   \n",
              "3                0       1604           0.0           0.0         2         1   \n",
              "4                0       1280           0.0           0.0         2         0   \n",
              "...            ...        ...           ...           ...       ...       ...   \n",
              "1454             0       1092           0.0           0.0         1         1   \n",
              "1455             0       1092           0.0           0.0         1         1   \n",
              "1456             0       1224           1.0           0.0         1         0   \n",
              "1457             0        970           0.0           1.0         1         0   \n",
              "1458             0       2000           0.0           0.0         2         1   \n",
              "\n",
              "      BedroomAbvGr  KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  \\\n",
              "0                2             1          TA             5        Typ   \n",
              "1                3             1          Gd             6        Typ   \n",
              "2                3             1          TA             6        Typ   \n",
              "3                3             1          Gd             7        Typ   \n",
              "4                2             1          Gd             5        Typ   \n",
              "...            ...           ...         ...           ...        ...   \n",
              "1454             3             1          TA             5        Typ   \n",
              "1455             3             1          TA             6        Typ   \n",
              "1456             4             1          TA             7        Typ   \n",
              "1457             3             1          TA             6        Typ   \n",
              "1458             3             1          TA             9        Typ   \n",
              "\n",
              "      Fireplaces FireplaceQu GarageType GarageFinish  GarageCars  GarageArea  \\\n",
              "0              0          Gd     Attchd          Unf         1.0       730.0   \n",
              "1              0          Gd     Attchd          Unf         1.0       312.0   \n",
              "2              1          TA     Attchd          Fin         2.0       482.0   \n",
              "3              1          Gd     Attchd          Fin         2.0       470.0   \n",
              "4              0          Gd     Attchd          RFn         2.0       506.0   \n",
              "...          ...         ...        ...          ...         ...         ...   \n",
              "1454           0          Gd     Attchd          Unf         0.0         0.0   \n",
              "1455           0          Gd    CarPort          Unf         1.0       286.0   \n",
              "1456           1          TA     Detchd          Unf         2.0       576.0   \n",
              "1457           0          Gd     Attchd          Unf         0.0         0.0   \n",
              "1458           1          TA     Attchd          Fin         3.0       650.0   \n",
              "\n",
              "     GarageQual GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  \\\n",
              "0            TA         TA          Y         140            0              0   \n",
              "1            TA         TA          Y         393           36              0   \n",
              "2            TA         TA          Y         212           34              0   \n",
              "3            TA         TA          Y         360           36              0   \n",
              "4            TA         TA          Y           0           82              0   \n",
              "...         ...        ...        ...         ...          ...            ...   \n",
              "1454         TA         TA          Y           0            0              0   \n",
              "1455         TA         TA          Y           0           24              0   \n",
              "1456         TA         TA          Y         474            0              0   \n",
              "1457         TA         TA          Y          80           32              0   \n",
              "1458         TA         TA          Y         190           48              0   \n",
              "\n",
              "      3SsnPorch  ScreenPorch  PoolArea  MiscVal  MoSold  YrSold SaleType  \\\n",
              "0             0          120         0        0       6    2010       WD   \n",
              "1             0            0         0    12500       6    2010       WD   \n",
              "2             0            0         0        0       3    2010       WD   \n",
              "3             0            0         0        0       6    2010       WD   \n",
              "4             0          144         0        0       1    2010       WD   \n",
              "...         ...          ...       ...      ...     ...     ...      ...   \n",
              "1454          0            0         0        0       6    2006       WD   \n",
              "1455          0            0         0        0       4    2006       WD   \n",
              "1456          0            0         0        0       9    2006       WD   \n",
              "1457          0            0         0      700       7    2006       WD   \n",
              "1458          0            0         0        0      11    2006       WD   \n",
              "\n",
              "     SaleCondition  \n",
              "0           Normal  \n",
              "1           Normal  \n",
              "2           Normal  \n",
              "3           Normal  \n",
              "4           Normal  \n",
              "...            ...  \n",
              "1454        Normal  \n",
              "1455       Abnorml  \n",
              "1456       Abnorml  \n",
              "1457        Normal  \n",
              "1458        Normal  \n",
              "\n",
              "[1459 rows x 74 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 162
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train_features.isna().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cT-m8XAN54sj",
        "outputId": "0c243445-1b4d-4f85-c036-2d157c42e749"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "MSSubClass     0\n",
              "LotFrontage    0\n",
              "LotArea        0\n",
              "OverallQual    0\n",
              "OverallCond    0\n",
              "              ..\n",
              "BuiltIn        0\n",
              "CarPort        0\n",
              "Detchd         0\n",
              "RFn            0\n",
              "P              0\n",
              "Length: 174, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 148
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab.data_table import DataTable\n",
        "DataTable.max_columns = 175"
      ],
      "metadata": {
        "id": "lRp3nsgbwOSK"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_features"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 505
        },
        "id": "UXXKOaauvIGS",
        "outputId": "431bbd83-d6e8-4ddf-ea88-44f5bcf18102"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-463a2beb-383e-4a81-8999-f724fc947d2e\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>MSSubClass</th>\n",
              "      <th>LotFrontage</th>\n",
              "      <th>LotArea</th>\n",
              "      <th>OverallQual</th>\n",
              "      <th>OverallCond</th>\n",
              "      <th>YearBuilt</th>\n",
              "      <th>YearRemodAdd</th>\n",
              "      <th>MasVnrArea</th>\n",
              "      <th>BsmtFinSF1</th>\n",
              "      <th>BsmtFinSF2</th>\n",
              "      <th>BsmtUnfSF</th>\n",
              "      <th>TotalBsmtSF</th>\n",
              "      <th>1stFlrSF</th>\n",
              "      <th>2ndFlrSF</th>\n",
              "      <th>LowQualFinSF</th>\n",
              "      <th>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>TotRmsAbvGrd</th>\n",
              "      <th>Fireplaces</th>\n",
              "      <th>GarageCars</th>\n",
              "      <th>GarageArea</th>\n",
              "      <th>WoodDeckSF</th>\n",
              "      <th>OpenPorchSF</th>\n",
              "      <th>EnclosedPorch</th>\n",
              "      <th>3SsnPorch</th>\n",
              "      <th>ScreenPorch</th>\n",
              "      <th>PoolArea</th>\n",
              "      <th>MiscVal</th>\n",
              "      <th>MoSold</th>\n",
              "      <th>YrSold</th>\n",
              "      <th>FV</th>\n",
              "      <th>RH</th>\n",
              "      <th>RL</th>\n",
              "      <th>RM</th>\n",
              "      <th>Pave</th>\n",
              "      <th>IR2</th>\n",
              "      <th>IR3</th>\n",
              "      <th>Reg</th>\n",
              "      <th>HLS</th>\n",
              "      <th>Low</th>\n",
              "      <th>Lvl</th>\n",
              "      <th>NoSeWa</th>\n",
              "      <th>CulDSac</th>\n",
              "      <th>FR2</th>\n",
              "      <th>FR3</th>\n",
              "      <th>Inside</th>\n",
              "      <th>Mod</th>\n",
              "      <th>Sev</th>\n",
              "      <th>Blueste</th>\n",
              "      <th>BrDale</th>\n",
              "      <th>BrkSide</th>\n",
              "      <th>ClearCr</th>\n",
              "      <th>CollgCr</th>\n",
              "      <th>Crawfor</th>\n",
              "      <th>Edwards</th>\n",
              "      <th>Gilbert</th>\n",
              "      <th>IDOTRR</th>\n",
              "      <th>MeadowV</th>\n",
              "      <th>Mitchel</th>\n",
              "      <th>NAmes</th>\n",
              "      <th>NPkVill</th>\n",
              "      <th>NWAmes</th>\n",
              "      <th>NoRidge</th>\n",
              "      <th>NridgHt</th>\n",
              "      <th>OldTown</th>\n",
              "      <th>SWISU</th>\n",
              "      <th>Sawyer</th>\n",
              "      <th>SawyerW</th>\n",
              "      <th>Somerst</th>\n",
              "      <th>StoneBr</th>\n",
              "      <th>Timber</th>\n",
              "      <th>Veenker</th>\n",
              "      <th>Feedr</th>\n",
              "      <th>Norm</th>\n",
              "      <th>PosA</th>\n",
              "      <th>PosN</th>\n",
              "      <th>RRAe</th>\n",
              "      <th>RRAn</th>\n",
              "      <th>RRNn</th>\n",
              "      <th>2fmCon</th>\n",
              "      <th>Duplex</th>\n",
              "      <th>Twnhs</th>\n",
              "      <th>TwnhsE</th>\n",
              "      <th>RRNe</th>\n",
              "      <th>1.5Unf</th>\n",
              "      <th>1Story</th>\n",
              "      <th>2.5Fin</th>\n",
              "      <th>2.5Unf</th>\n",
              "      <th>2Story</th>\n",
              "      <th>SFoyer</th>\n",
              "      <th>SLvl</th>\n",
              "      <th>CWD</th>\n",
              "      <th>Con</th>\n",
              "      <th>ConLD</th>\n",
              "      <th>ConLI</th>\n",
              "      <th>ConLw</th>\n",
              "      <th>New</th>\n",
              "      <th>Oth</th>\n",
              "      <th>WD</th>\n",
              "      <th>AdjLand</th>\n",
              "      <th>Alloca</th>\n",
              "      <th>Family</th>\n",
              "      <th>Normal</th>\n",
              "      <th>Partial</th>\n",
              "      <th>Fa</th>\n",
              "      <th>Gd</th>\n",
              "      <th>Po</th>\n",
              "      <th>TA</th>\n",
              "      <th>CBlock</th>\n",
              "      <th>PConc</th>\n",
              "      <th>Slab</th>\n",
              "      <th>Stone</th>\n",
              "      <th>Wood</th>\n",
              "      <th>Mn</th>\n",
              "      <th>No</th>\n",
              "      <th>BLQ</th>\n",
              "      <th>GLQ</th>\n",
              "      <th>LwQ</th>\n",
              "      <th>Rec</th>\n",
              "      <th>Unf</th>\n",
              "      <th>Gable</th>\n",
              "      <th>Gambrel</th>\n",
              "      <th>Hip</th>\n",
              "      <th>Mansard</th>\n",
              "      <th>Shed</th>\n",
              "      <th>CompShg</th>\n",
              "      <th>Membran</th>\n",
              "      <th>Metal</th>\n",
              "      <th>Roll</th>\n",
              "      <th>Tar&amp;Grv</th>\n",
              "      <th>WdShake</th>\n",
              "      <th>WdShngl</th>\n",
              "      <th>AsphShn</th>\n",
              "      <th>BrkComm</th>\n",
              "      <th>BrkFace</th>\n",
              "      <th>CemntBd</th>\n",
              "      <th>HdBoard</th>\n",
              "      <th>ImStucc</th>\n",
              "      <th>MetalSd</th>\n",
              "      <th>Plywood</th>\n",
              "      <th>Stucco</th>\n",
              "      <th>VinylSd</th>\n",
              "      <th>Wd Sdng</th>\n",
              "      <th>WdShing</th>\n",
              "      <th>Brk Cmn</th>\n",
              "      <th>CmentBd</th>\n",
              "      <th>Other</th>\n",
              "      <th>Wd Shng</th>\n",
              "      <th>None</th>\n",
              "      <th>GasW</th>\n",
              "      <th>Grav</th>\n",
              "      <th>OthW</th>\n",
              "      <th>Wall</th>\n",
              "      <th>Y</th>\n",
              "      <th>FuseF</th>\n",
              "      <th>FuseP</th>\n",
              "      <th>Mix</th>\n",
              "      <th>SBrkr</th>\n",
              "      <th>Maj2</th>\n",
              "      <th>Min1</th>\n",
              "      <th>Min2</th>\n",
              "      <th>Typ</th>\n",
              "      <th>Attchd</th>\n",
              "      <th>Basment</th>\n",
              "      <th>BuiltIn</th>\n",
              "      <th>CarPort</th>\n",
              "      <th>Detchd</th>\n",
              "      <th>RFn</th>\n",
              "      <th>P</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>584</th>\n",
              "      <td>50</td>\n",
              "      <td>51.0</td>\n",
              "      <td>6120</td>\n",
              "      <td>4</td>\n",
              "      <td>7</td>\n",
              "      <td>1935</td>\n",
              "      <td>1995</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>884.0</td>\n",
              "      <td>884.0</td>\n",
              "      <td>989</td>\n",
              "      <td>584</td>\n",
              "      <td>0</td>\n",
              "      <td>1573</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>240.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>54</td>\n",
              "      <td>0</td>\n",
              "      <td>120</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>2009</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>347</th>\n",
              "      <td>50</td>\n",
              "      <td>90.0</td>\n",
              "      <td>15660</td>\n",
              "      <td>5</td>\n",
              "      <td>8</td>\n",
              "      <td>1910</td>\n",
              "      <td>2003</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>240.0</td>\n",
              "      <td>240.0</td>\n",
              "      <td>810</td>\n",
              "      <td>496</td>\n",
              "      <td>0</td>\n",
              "      <td>1306</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>472.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>2009</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1122</th>\n",
              "      <td>120</td>\n",
              "      <td>59.0</td>\n",
              "      <td>5568</td>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>2006</td>\n",
              "      <td>2007</td>\n",
              "      <td>473.0</td>\n",
              "      <td>1573.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1573.0</td>\n",
              "      <td>1625</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1625</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>495.0</td>\n",
              "      <td>123</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>153</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>10</td>\n",
              "      <td>2007</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1347</th>\n",
              "      <td>20</td>\n",
              "      <td>0.0</td>\n",
              "      <td>11327</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>1967</td>\n",
              "      <td>1967</td>\n",
              "      <td>305.0</td>\n",
              "      <td>779.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>285.0</td>\n",
              "      <td>1064.0</td>\n",
              "      <td>1064</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1064</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>528.0</td>\n",
              "      <td>314</td>\n",
              "      <td>48</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>2006</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>381</th>\n",
              "      <td>50</td>\n",
              "      <td>60.0</td>\n",
              "      <td>9780</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>1934</td>\n",
              "      <td>1950</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>585.0</td>\n",
              "      <td>585.0</td>\n",
              "      <td>687</td>\n",
              "      <td>425</td>\n",
              "      <td>0</td>\n",
              "      <td>1112</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>226.0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2009</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>202</th>\n",
              "      <td>20</td>\n",
              "      <td>95.0</td>\n",
              "      <td>12350</td>\n",
              "      <td>9</td>\n",
              "      <td>5</td>\n",
              "      <td>2008</td>\n",
              "      <td>2008</td>\n",
              "      <td>450.0</td>\n",
              "      <td>1232.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>788.0</td>\n",
              "      <td>2020.0</td>\n",
              "      <td>2020</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2020</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>3.0</td>\n",
              "      <td>896.0</td>\n",
              "      <td>192</td>\n",
              "      <td>98</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>2009</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>119</th>\n",
              "      <td>60</td>\n",
              "      <td>65.0</td>\n",
              "      <td>8461</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>2005</td>\n",
              "      <td>2006</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>728.0</td>\n",
              "      <td>728.0</td>\n",
              "      <td>728</td>\n",
              "      <td>728</td>\n",
              "      <td>0</td>\n",
              "      <td>1456</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>8</td>\n",
              "      <td>1</td>\n",
              "      <td>2.0</td>\n",
              "      <td>390.0</td>\n",
              "      <td>0</td>\n",
              "      <td>24</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>2006</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>295</th>\n",
              "      <td>80</td>\n",
              "      <td>37.0</td>\n",
              "      <td>7937</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>1984</td>\n",
              "      <td>1984</td>\n",
              "      <td>0.0</td>\n",
              "      <td>819.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>184.0</td>\n",
              "      <td>1003.0</td>\n",
              "      <td>1003</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1003</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>588.0</td>\n",
              "      <td>120</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2006</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>980</th>\n",
              "      <td>30</td>\n",
              "      <td>56.0</td>\n",
              "      <td>4480</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1922</td>\n",
              "      <td>1950</td>\n",
              "      <td>0.0</td>\n",
              "      <td>782.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>240.0</td>\n",
              "      <td>1022.0</td>\n",
              "      <td>1022</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1022</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>184.0</td>\n",
              "      <td>0</td>\n",
              "      <td>122</td>\n",
              "      <td>20</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2007</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1214</th>\n",
              "      <td>85</td>\n",
              "      <td>69.0</td>\n",
              "      <td>10205</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1962</td>\n",
              "      <td>1962</td>\n",
              "      <td>0.0</td>\n",
              "      <td>784.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>141.0</td>\n",
              "      <td>925.0</td>\n",
              "      <td>999</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>999</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>300.0</td>\n",
              "      <td>150</td>\n",
              "      <td>72</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>2006</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>1</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>1</td>\n",
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              "      <td>0</td>\n",
              "      <td>1</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
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              "      <td>0</td>\n",
              "      <td>1</td>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>2304 rows × 174 columns</p>\n",
              "</div>\n",
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            "text/plain": [
              "      MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
              "584           50         51.0     6120            4            7       1935   \n",
              "347           50         90.0    15660            5            8       1910   \n",
              "1122         120         59.0     5568            8            5       2006   \n",
              "1347          20          0.0    11327            5            6       1967   \n",
              "381           50         60.0     9780            5            3       1934   \n",
              "...          ...          ...      ...          ...          ...        ...   \n",
              "202           20         95.0    12350            9            5       2008   \n",
              "119           60         65.0     8461            6            5       2005   \n",
              "295           80         37.0     7937            6            6       1984   \n",
              "980           30         56.0     4480            5            5       1922   \n",
              "1214          85         69.0    10205            5            5       1962   \n",
              "\n",
              "      YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  \\\n",
              "584           1995         0.0         0.0         0.0      884.0   \n",
              "347           2003         0.0         0.0         0.0      240.0   \n",
              "1122          2007       473.0      1573.0         0.0        0.0   \n",
              "1347          1967       305.0       779.0         0.0      285.0   \n",
              "381           1950         0.0         0.0         0.0      585.0   \n",
              "...            ...         ...         ...         ...        ...   \n",
              "202           2008       450.0      1232.0         0.0      788.0   \n",
              "119           2006         0.0         0.0         0.0      728.0   \n",
              "295           1984         0.0       819.0         0.0      184.0   \n",
              "980           1950         0.0       782.0         0.0      240.0   \n",
              "1214          1962         0.0       784.0         0.0      141.0   \n",
              "\n",
              "      TotalBsmtSF  1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  \\\n",
              "584         884.0       989       584             0       1573           0.0   \n",
              "347         240.0       810       496             0       1306           0.0   \n",
              "1122       1573.0      1625         0             0       1625           1.0   \n",
              "1347       1064.0      1064         0             0       1064           0.0   \n",
              "381         585.0       687       425             0       1112           1.0   \n",
              "...           ...       ...       ...           ...        ...           ...   \n",
              "202        2020.0      2020         0             0       2020           1.0   \n",
              "119         728.0       728       728             0       1456           0.0   \n",
              "295        1003.0      1003         0             0       1003           1.0   \n",
              "980        1022.0      1022         0             0       1022           1.0   \n",
              "1214        925.0       999         0             0        999           1.0   \n",
              "\n",
              "      BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  \\\n",
              "584            0.0         1         0             3             1   \n",
              "347            0.0         1         1             3             1   \n",
              "1122           1.0         2         0             2             1   \n",
              "1347           1.0         1         0             3             1   \n",
              "381            0.0         2         0             4             1   \n",
              "...            ...       ...       ...           ...           ...   \n",
              "202            0.0         2         0             3             1   \n",
              "119            0.0         2         1             3             1   \n",
              "295            0.0         1         0             3             1   \n",
              "980            0.0         1         0             2             1   \n",
              "1214           0.0         1         0             3             1   \n",
              "\n",
              "      TotRmsAbvGrd  Fireplaces  GarageCars  GarageArea  WoodDeckSF  \\\n",
              "584              6           0         1.0       240.0           0   \n",
              "347              6           0         2.0       472.0           0   \n",
              "1122             5           1         2.0       495.0         123   \n",
              "1347             6           1         2.0       528.0         314   \n",
              "381              6           0         1.0       226.0           0   \n",
              "...            ...         ...         ...         ...         ...   \n",
              "202              7           1         3.0       896.0         192   \n",
              "119              8           1         2.0       390.0           0   \n",
              "295              6           0         2.0       588.0         120   \n",
              "980              4           1         1.0       184.0           0   \n",
              "1214             6           0         1.0       300.0         150   \n",
              "\n",
              "      OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal  \\\n",
              "584             0             54          0          120         0        0   \n",
              "347             0              0          0            0         0        0   \n",
              "1122            0              0          0          153         0        0   \n",
              "1347           48              0          0            0         0        0   \n",
              "381             0              0          0            0         0        0   \n",
              "...           ...            ...        ...          ...       ...      ...   \n",
              "202            98              0          0            0         0        0   \n",
              "119            24              0          0            0         0        0   \n",
              "295             0              0          0            0         0        0   \n",
              "980           122             20          0            0         0        0   \n",
              "1214           72              0          0            0         0        0   \n",
              "\n",
              "      MoSold  YrSold  FV  RH  RL  RM  Pave  IR2  IR3  Reg  HLS  Low  Lvl  \\\n",
              "584        7    2009   0   0   0   1     1    0    0    1    0    0    1   \n",
              "347        7    2009   0   0   0   1     1    0    0    1    0    0    1   \n",
              "1122      10    2007   0   0   0   1     1    0    0    0    1    0    0   \n",
              "1347       6    2006   0   0   1   0     1    0    0    0    0    0    1   \n",
              "381        3    2009   0   0   1   0     1    0    0    1    0    0    1   \n",
              "...      ...     ...  ..  ..  ..  ..   ...  ...  ...  ...  ...  ...  ...   \n",
              "202        5    2009   0   0   1   0     1    0    0    1    0    0    1   \n",
              "119        7    2006   0   0   1   0     1    0    0    1    0    0    1   \n",
              "295        3    2006   0   0   1   0     1    0    0    0    0    0    1   \n",
              "980        2    2007   0   0   0   1     1    0    0    1    0    0    1   \n",
              "1214       5    2006   0   0   1   0     1    0    0    0    0    0    1   \n",
              "\n",
              "      NoSeWa  CulDSac  FR2  FR3  Inside  Mod  Sev  Blueste  BrDale  BrkSide  \\\n",
              "584        0        0    0    0       1    0    0        0       0        1   \n",
              "347        0        0    0    0       1    0    0        0       0        0   \n",
              "1122       0        0    0    0       1    1    0        0       0        0   \n",
              "1347       0        0    0    0       1    0    0        0       0        0   \n",
              "381        0        0    0    0       1    0    0        0       0        0   \n",
              "...      ...      ...  ...  ...     ...  ...  ...      ...     ...      ...   \n",
              "202        0        0    0    0       1    0    0        0       0        0   \n",
              "119        0        0    0    0       1    0    0        0       0        0   \n",
              "295        0        1    0    0       0    0    0        0       0        0   \n",
              "980        0        0    0    0       0    0    0        0       0        0   \n",
              "1214       0        0    0    0       1    0    0        0       0        0   \n",
              "\n",
              "      ClearCr  CollgCr  Crawfor  Edwards  Gilbert  IDOTRR  MeadowV  Mitchel  \\\n",
              "584         0        0        0        0        0       0        0        0   \n",
              "347         0        0        0        0        0       0        0        0   \n",
              "1122        0        0        1        0        0       0        0        0   \n",
              "1347        0        0        0        0        0       0        0        0   \n",
              "381         0        0        0        1        0       0        0        0   \n",
              "...       ...      ...      ...      ...      ...     ...      ...      ...   \n",
              "202         0        0        0        0        0       0        0        0   \n",
              "119         0        1        0        0        0       0        0        0   \n",
              "295         0        0        0        0        0       0        0        1   \n",
              "980         0        0        0        0        0       0        0        0   \n",
              "1214        0        0        0        0        0       0        0        0   \n",
              "\n",
              "      NAmes  NPkVill  NWAmes  NoRidge  NridgHt  OldTown  SWISU  Sawyer  \\\n",
              "584       0        0       0        0        0        0      0       0   \n",
              "347       0        0       0        0        0        1      0       0   \n",
              "1122      0        0       0        0        0        0      0       0   \n",
              "1347      0        0       0        0        0        0      0       1   \n",
              "381       0        0       0        0        0        0      0       0   \n",
              "...     ...      ...     ...      ...      ...      ...    ...     ...   \n",
              "202       0        0       0        0        1        0      0       0   \n",
              "119       0        0       0        0        0        0      0       0   \n",
              "295       0        0       0        0        0        0      0       0   \n",
              "980       0        0       0        0        0        1      0       0   \n",
              "1214      1        0       0        0        0        0      0       0   \n",
              "\n",
              "      SawyerW  Somerst  StoneBr  Timber  Veenker  Feedr  Norm  PosA  PosN  \\\n",
              "584         0        0        0       0        0      0     1     0     0   \n",
              "347         0        0        0       0        0      0     1     0     0   \n",
              "1122        0        0        0       0        0      0     1     0     0   \n",
              "1347        0        0        0       0        0      0     1     0     0   \n",
              "381         0        0        0       0        0      0     1     0     0   \n",
              "...       ...      ...      ...     ...      ...    ...   ...   ...   ...   \n",
              "202         0        0        0       0        0      0     1     0     0   \n",
              "119         0        0        0       0        0      0     1     0     0   \n",
              "295         0        0        0       0        0      0     1     0     0   \n",
              "980         0        0        0       0        0      0     1     0     0   \n",
              "1214        0        0        0       0        0      0     1     0     0   \n",
              "\n",
              "      RRAe  RRAn  RRNn  2fmCon  Duplex  Twnhs  TwnhsE  RRNe  1.5Unf  1Story  \\\n",
              "584      0     0     0       0       0      0       0     0       0       0   \n",
              "347      0     0     0       0       0      0       0     0       0       0   \n",
              "1122     0     0     0       0       0      0       1     0       0       1   \n",
              "1347     0     0     0       0       0      0       0     0       0       1   \n",
              "381      0     0     0       0       0      0       0     0       0       0   \n",
              "...    ...   ...   ...     ...     ...    ...     ...   ...     ...     ...   \n",
              "202      0     0     0       0       0      0       0     0       0       1   \n",
              "119      0     0     0       0       0      0       0     0       0       0   \n",
              "295      0     0     0       0       0      0       0     0       0       0   \n",
              "980      0     0     0       0       0      0       0     0       0       1   \n",
              "1214     0     0     0       0       0      0       0     0       0       0   \n",
              "\n",
              "      2.5Fin  2.5Unf  2Story  SFoyer  SLvl  CWD  Con  ConLD  ConLI  ConLw  \\\n",
              "584        0       0       0       0     0    0    0      0      0      0   \n",
              "347        0       0       0       0     0    0    0      0      0      0   \n",
              "1122       0       0       0       0     0    0    0      0      0      0   \n",
              "1347       0       0       0       0     0    0    0      0      0      0   \n",
              "381        0       0       0       0     0    0    0      0      0      0   \n",
              "...      ...     ...     ...     ...   ...  ...  ...    ...    ...    ...   \n",
              "202        0       0       0       0     0    0    0      0      0      0   \n",
              "119        0       0       1       0     0    0    0      0      0      0   \n",
              "295        0       0       0       0     1    0    0      0      0      0   \n",
              "980        0       0       0       0     0    0    0      0      0      0   \n",
              "1214       0       0       0       1     0    0    0      0      0      0   \n",
              "\n",
              "      New  Oth  WD  AdjLand  Alloca  Family  Normal  Partial  Fa  Gd  Po  TA  \\\n",
              "584     0    0   1        0       0       0       1        0   0   0   0   1   \n",
              "347     0    0   1        0       0       0       1        0   0   1   0   0   \n",
              "1122    1    0   0        0       0       0       0        1   0   0   0   1   \n",
              "1347    0    0   1        0       0       0       1        0   0   0   0   1   \n",
              "381     0    0   1        0       0       0       1        0   0   0   0   1   \n",
              "...   ...  ...  ..      ...     ...     ...     ...      ...  ..  ..  ..  ..   \n",
              "202     0    0   1        0       0       0       1        0   0   0   0   1   \n",
              "119     1    0   0        0       0       0       0        1   0   0   0   1   \n",
              "295     0    0   1        0       0       0       1        0   0   0   0   1   \n",
              "980     0    0   1        0       0       0       1        0   0   0   0   1   \n",
              "1214    0    0   1        0       0       0       1        0   0   0   0   1   \n",
              "\n",
              "      CBlock  PConc  Slab  Stone  Wood  Mn  No  BLQ  GLQ  LwQ  Rec  Unf  \\\n",
              "584        0      0     0      0     0   0   1    0    0    0    0    1   \n",
              "347        1      0     0      0     0   0   1    0    0    0    0    1   \n",
              "1122       0      1     0      0     0   0   0    0    1    0    0    0   \n",
              "1347       1      0     0      0     0   0   0    0    0    0    0    0   \n",
              "381        0      1     0      0     0   0   1    0    0    0    0    1   \n",
              "...      ...    ...   ...    ...   ...  ..  ..  ...  ...  ...  ...  ...   \n",
              "202        0      1     0      0     0   0   0    0    1    0    0    0   \n",
              "119        0      1     0      0     0   0   1    0    0    0    0    1   \n",
              "295        1      0     0      0     0   0   0    0    1    0    0    0   \n",
              "980        0      1     0      0     0   0   1    0    0    1    0    0   \n",
              "1214       1      0     0      0     0   0   0    1    0    0    0    0   \n",
              "\n",
              "      Gable  Gambrel  Hip  Mansard  Shed  CompShg  Membran  Metal  Roll  \\\n",
              "584       1        0    0        0     0        1        0      0     0   \n",
              "347       1        0    0        0     0        1        0      0     0   \n",
              "1122      0        0    1        0     0        1        0      0     0   \n",
              "1347      0        0    1        0     0        1        0      0     0   \n",
              "381       1        0    0        0     0        1        0      0     0   \n",
              "...     ...      ...  ...      ...   ...      ...      ...    ...   ...   \n",
              "202       0        0    1        0     0        1        0      0     0   \n",
              "119       1        0    0        0     0        1        0      0     0   \n",
              "295       1        0    0        0     0        1        0      0     0   \n",
              "980       1        0    0        0     0        1        0      0     0   \n",
              "1214      1        0    0        0     0        1        0      0     0   \n",
              "\n",
              "      Tar&Grv  WdShake  WdShngl  AsphShn  BrkComm  BrkFace  CemntBd  HdBoard  \\\n",
              "584         0        0        0        0        0        0        0        0   \n",
              "347         0        0        0        0        0        0        0        0   \n",
              "1122        0        0        0        0        0        0        1        0   \n",
              "1347        0        0        0        0        0        0        0        1   \n",
              "381         0        0        0        0        0        0        0        0   \n",
              "...       ...      ...      ...      ...      ...      ...      ...      ...   \n",
              "202         0        0        0        0        0        0        0        0   \n",
              "119         0        0        0        0        0        0        0        0   \n",
              "295         0        0        0        0        0        0        0        1   \n",
              "980         0        0        0        0        0        0        0        0   \n",
              "1214        0        0        0        0        0        0        0        0   \n",
              "\n",
              "      ImStucc  MetalSd  Plywood  Stucco  VinylSd  Wd Sdng  WdShing  Brk Cmn  \\\n",
              "584         0        0        0       0        0        0        0        0   \n",
              "347         0        0        0       0        1        0        0        0   \n",
              "1122        0        0        0       0        0        0        0        0   \n",
              "1347        0        0        0       0        0        0        0        0   \n",
              "381         0        1        0       0        0        0        0        0   \n",
              "...       ...      ...      ...     ...      ...      ...      ...      ...   \n",
              "202         0        0        0       0        1        0        0        0   \n",
              "119         0        0        0       0        1        0        0        0   \n",
              "295         0        0        0       0        0        0        0        0   \n",
              "980         0        0        0       0        0        0        0        0   \n",
              "1214        0        1        0       0        0        0        0        0   \n",
              "\n",
              "      CmentBd  Other  Wd Shng  None  GasW  Grav  OthW  Wall  Y  FuseF  FuseP  \\\n",
              "584         0      0        0     1     0     0     0     0  1      0      0   \n",
              "347         0      0        0     1     0     0     0     0  1      0      0   \n",
              "1122        1      0        0     0     0     0     0     0  1      0      0   \n",
              "1347        0      0        0     0     0     0     0     0  1      0      0   \n",
              "381         0      0        0     1     0     0     0     0  0      0      0   \n",
              "...       ...    ...      ...   ...   ...   ...   ...   ... ..    ...    ...   \n",
              "202         0      0        0     0     0     0     0     0  1      0      0   \n",
              "119         0      0        0     1     0     0     0     0  1      0      0   \n",
              "295         0      0        0     1     0     0     0     0  1      0      0   \n",
              "980         0      0        0     1     0     0     0     0  0      1      0   \n",
              "1214        0      0        0     1     0     0     0     0  1      0      0   \n",
              "\n",
              "      Mix  SBrkr  Maj2  Min1  Min2  Typ  Attchd  Basment  BuiltIn  CarPort  \\\n",
              "584     0      1     0     0     0    1       0        0        0        0   \n",
              "347     0      1     0     0     0    1       0        0        0        0   \n",
              "1122    0      1     0     0     0    1       1        0        0        0   \n",
              "1347    0      1     0     0     0    1       1        0        0        0   \n",
              "381     0      0     0     0     0    1       0        0        0        0   \n",
              "...   ...    ...   ...   ...   ...  ...     ...      ...      ...      ...   \n",
              "202     0      1     0     0     0    1       1        0        0        0   \n",
              "119     0      1     0     0     0    1       1        0        0        0   \n",
              "295     0      1     0     0     0    1       0        0        0        0   \n",
              "980     0      0     0     0     0    1       0        0        0        0   \n",
              "1214    0      1     0     0     0    1       1        0        0        0   \n",
              "\n",
              "      Detchd  RFn  P  \n",
              "584        1    0  0  \n",
              "347        1    0  0  \n",
              "1122       0    0  0  \n",
              "1347       0    0  0  \n",
              "381        1    0  0  \n",
              "...      ...  ... ..  \n",
              "202        0    1  0  \n",
              "119        0    0  0  \n",
              "295        1    0  0  \n",
              "980        1    0  0  \n",
              "1214       0    0  0  \n",
              "\n",
              "[2304 rows x 174 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 150
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train_dataset.describe().transpose()[['mean','std']]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "SwrwD4g4RzWx",
        "outputId": "fb691e29-49ea-4feb-fa42-56bc0515d1cc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>mean</th>\n",
              "      <th>std</th>\n",
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              "      <th>MSSubClass</th>\n",
              "      <td>56.532118</td>\n",
              "      <td>42.295928</td>\n",
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              "      <th>LotFrontage</th>\n",
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              "      <td>10277.088542</td>\n",
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              "    <tr>\n",
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              "    <tr>\n",
              "      <th>OverallCond</th>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>CarPort</th>\n",
              "      <td>0.003906</td>\n",
              "      <td>0.062391</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Detchd</th>\n",
              "      <td>0.269097</td>\n",
              "      <td>0.443587</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>RFn</th>\n",
              "      <td>0.279948</td>\n",
              "      <td>0.449071</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P</th>\n",
              "      <td>0.020399</td>\n",
              "      <td>0.141393</td>\n",
              "    </tr>\n",
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              "</table>\n",
              "<p>175 rows × 2 columns</p>\n",
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            "text/plain": [
              "                     mean          std\n",
              "MSSubClass      56.532118    42.295928\n",
              "LotFrontage     64.053317    28.792225\n",
              "LotArea      10277.088542  8586.194024\n",
              "OverallQual      6.123264     1.392086\n",
              "OverallCond      5.584201     1.108853\n",
              "...                   ...          ...\n",
              "BuiltIn          0.059896     0.237345\n",
              "CarPort          0.003906     0.062391\n",
              "Detchd           0.269097     0.443587\n",
              "RFn              0.279948     0.449071\n",
              "P                0.020399     0.141393\n",
              "\n",
              "[175 rows x 2 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 151
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.linear_model import LinearRegression\n",
        "\n",
        "linear_regression_model = LinearRegression().fit(train_features,train_labels)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 345
        },
        "id": "YTOaZdOQ2FjV",
        "outputId": "8e7433ce-bfcf-4d4b-e99b-b60cf8e07a41"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "error",
          "ename": "ValueError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-149-750c9185f227>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0msklearn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlinear_model\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mLinearRegression\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mlinear_regression_model\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mLinearRegression\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_features\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mtrain_labels\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_base.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, X, y, sample_weight)\u001b[0m\n\u001b[1;32m    661\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    662\u001b[0m         X, y = self._validate_data(\n\u001b[0;32m--> 663\u001b[0;31m             \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maccept_sparse\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maccept_sparse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_numeric\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmulti_output\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    664\u001b[0m         )\n\u001b[1;32m    665\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/sklearn/base.py\u001b[0m in \u001b[0;36m_validate_data\u001b[0;34m(self, X, y, reset, validate_separately, **check_params)\u001b[0m\n\u001b[1;32m    574\u001b[0m                 \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mcheck_y_params\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    575\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 576\u001b[0;31m                 \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcheck_X_y\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mcheck_params\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    577\u001b[0m             \u001b[0mout\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    578\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mcheck_X_y\u001b[0;34m(X, y, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, multi_output, ensure_min_samples, ensure_min_features, y_numeric, estimator)\u001b[0m\n\u001b[1;32m    969\u001b[0m     )\n\u001b[1;32m    970\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 971\u001b[0;31m     \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_check_y\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmulti_output\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmulti_output\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_numeric\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0my_numeric\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    972\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    973\u001b[0m     \u001b[0mcheck_consistent_length\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36m_check_y\u001b[0;34m(y, multi_output, y_numeric)\u001b[0m\n\u001b[1;32m    980\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mmulti_output\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    981\u001b[0m         y = check_array(\n\u001b[0;32m--> 982\u001b[0;31m             \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maccept_sparse\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"csr\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mforce_all_finite\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mensure_2d\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    983\u001b[0m         )\n\u001b[1;32m    984\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36mcheck_array\u001b[0;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, estimator)\u001b[0m\n\u001b[1;32m    790\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    791\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mforce_all_finite\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 792\u001b[0;31m             \u001b[0m_assert_all_finite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mallow_nan\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mforce_all_finite\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"allow-nan\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    793\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    794\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mensure_min_samples\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py\u001b[0m in \u001b[0;36m_assert_all_finite\u001b[0;34m(X, allow_nan, msg_dtype)\u001b[0m\n\u001b[1;32m    114\u001b[0m             raise ValueError(\n\u001b[1;32m    115\u001b[0m                 msg_err.format(\n\u001b[0;32m--> 116\u001b[0;31m                     \u001b[0mtype_err\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmsg_dtype\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mmsg_dtype\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    117\u001b[0m                 )\n\u001b[1;32m    118\u001b[0m             )\n",
            "\u001b[0;31mValueError\u001b[0m: Input contains NaN, infinity or a value too large for dtype('float64')."
          ]
        }
      ]
    }
  ]
}