Kaggle compete 1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "a3efda68",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "340f93f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1460, 81)"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv(\"C:/Users/Chika/Downloads/housing.csv/Kaggle ML/train.csv\")\n",
    "df1 = pd.read_csv(\"C:/Users/Chika/Downloads/housing.csv/Kaggle ML/test.csv\")\n",
    "\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "f4850182",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option(\"display.max.columns\", None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "102ec2fe",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-122-85bae9bac658>:7: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
      "  new_array = np.array(array_val)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Grvl</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>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>Gd</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Shed</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>Grvl</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Veenker</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>1976</td>\n",
       "      <td>1976</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>978</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>284</td>\n",
       "      <td>1262</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>460</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Shed</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>Grvl</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2001</td>\n",
       "      <td>2002</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>486</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>434</td>\n",
       "      <td>920</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>920</td>\n",
       "      <td>866</td>\n",
       "      <td>0</td>\n",
       "      <td>1786</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>608</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Shed</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>Grvl</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1915</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>216</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>540</td>\n",
       "      <td>756</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>961</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>1717</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>3</td>\n",
       "      <td>642</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Shed</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>Grvl</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NoRidge</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>350.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>655</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>490</td>\n",
       "      <td>1145</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1145</td>\n",
       "      <td>1053</td>\n",
       "      <td>0</td>\n",
       "      <td>2198</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>836</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>192</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Shed</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>1456</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>62.0</td>\n",
       "      <td>7917</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Grvl</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Gilbert</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1999</td>\n",
       "      <td>2000</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>953</td>\n",
       "      <td>953</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>953</td>\n",
       "      <td>694</td>\n",
       "      <td>0</td>\n",
       "      <td>1647</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>460</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Shed</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>175000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>1457</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>85.0</td>\n",
       "      <td>13175</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Grvl</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NWAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1978</td>\n",
       "      <td>1988</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Plywood</td>\n",
       "      <td>Stone</td>\n",
       "      <td>119.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>790</td>\n",
       "      <td>Rec</td>\n",
       "      <td>163</td>\n",
       "      <td>589</td>\n",
       "      <td>1542</td>\n",
       "      <td>GasA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>2073</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2073</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>7</td>\n",
       "      <td>Min1</td>\n",
       "      <td>2</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1978.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>2</td>\n",
       "      <td>500</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>349</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Shed</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>210000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>1458</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>66.0</td>\n",
       "      <td>9042</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Grvl</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>1941</td>\n",
       "      <td>2006</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>CemntBd</td>\n",
       "      <td>CmentBd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Stone</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>275</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>877</td>\n",
       "      <td>1152</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1188</td>\n",
       "      <td>1152</td>\n",
       "      <td>0</td>\n",
       "      <td>2340</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>2</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1941.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>1</td>\n",
       "      <td>252</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>GdPrv</td>\n",
       "      <td>Shed</td>\n",
       "      <td>2500</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>266500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>1459</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>9717</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Grvl</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NAmes</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1950</td>\n",
       "      <td>1996</td>\n",
       "      <td>Hip</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>49</td>\n",
       "      <td>Rec</td>\n",
       "      <td>1029</td>\n",
       "      <td>0</td>\n",
       "      <td>1078</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>FuseA</td>\n",
       "      <td>1078</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1078</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>5</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>1</td>\n",
       "      <td>240</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>366</td>\n",
       "      <td>0</td>\n",
       "      <td>112</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Shed</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2010</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>142125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>1460</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>75.0</td>\n",
       "      <td>9937</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Grvl</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Edwards</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1965</td>\n",
       "      <td>1965</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>HdBoard</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>BLQ</td>\n",
       "      <td>830</td>\n",
       "      <td>LwQ</td>\n",
       "      <td>290</td>\n",
       "      <td>136</td>\n",
       "      <td>1256</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1256</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1256</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>Fin</td>\n",
       "      <td>1</td>\n",
       "      <td>276</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>736</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Shed</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>147500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1460 rows × 81 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Id  MSSubClass MSZoning LotFrontage  LotArea Street Alley LotShape  \\\n",
       "0        1          60       RL        65.0     8450   Pave  Grvl      Reg   \n",
       "1        2          20       RL        80.0     9600   Pave  Grvl      Reg   \n",
       "2        3          60       RL        68.0    11250   Pave  Grvl      IR1   \n",
       "3        4          70       RL        60.0     9550   Pave  Grvl      IR1   \n",
       "4        5          60       RL        84.0    14260   Pave  Grvl      IR1   \n",
       "...    ...         ...      ...         ...      ...    ...   ...      ...   \n",
       "1455  1456          60       RL        62.0     7917   Pave  Grvl      Reg   \n",
       "1456  1457          20       RL        85.0    13175   Pave  Grvl      Reg   \n",
       "1457  1458          70       RL        66.0     9042   Pave  Grvl      Reg   \n",
       "1458  1459          20       RL        68.0     9717   Pave  Grvl      Reg   \n",
       "1459  1460          20       RL        75.0     9937   Pave  Grvl      Reg   \n",
       "\n",
       "     LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
       "0            Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "1            Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
       "2            Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "3            Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
       "4            Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
       "...          ...       ...       ...       ...          ...        ...   \n",
       "1455         Lvl    AllPub    Inside       Gtl      Gilbert       Norm   \n",
       "1456         Lvl    AllPub    Inside       Gtl       NWAmes       Norm   \n",
       "1457         Lvl    AllPub    Inside       Gtl      Crawfor       Norm   \n",
       "1458         Lvl    AllPub    Inside       Gtl        NAmes       Norm   \n",
       "1459         Lvl    AllPub    Inside       Gtl      Edwards       Norm   \n",
       "\n",
       "     Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "0          Norm     1Fam     2Story            7            5       2003   \n",
       "1          Norm     1Fam     1Story            6            8       1976   \n",
       "2          Norm     1Fam     2Story            7            5       2001   \n",
       "3          Norm     1Fam     2Story            7            5       1915   \n",
       "4          Norm     1Fam     2Story            8            5       2000   \n",
       "...         ...      ...        ...          ...          ...        ...   \n",
       "1455       Norm     1Fam     2Story            6            5       1999   \n",
       "1456       Norm     1Fam     1Story            6            6       1978   \n",
       "1457       Norm     1Fam     2Story            7            9       1941   \n",
       "1458       Norm     1Fam     1Story            5            6       1950   \n",
       "1459       Norm     1Fam     1Story            5            6       1965   \n",
       "\n",
       "      YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
       "0             2003     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "1             1976     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "2             2002     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "3             1970     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
       "4             2000     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "...            ...       ...      ...         ...         ...        ...   \n",
       "1455          2000     Gable  CompShg     VinylSd     VinylSd       None   \n",
       "1456          1988     Gable  CompShg     Plywood     Plywood      Stone   \n",
       "1457          2006     Gable  CompShg     CemntBd     CmentBd       None   \n",
       "1458          1996       Hip  CompShg     MetalSd     MetalSd       None   \n",
       "1459          1965     Gable  CompShg     HdBoard     HdBoard       None   \n",
       "\n",
       "     MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
       "0         196.0        Gd        TA      PConc       Gd       TA           No   \n",
       "1           0.0        TA        TA     CBlock       Gd       TA           Gd   \n",
       "2         162.0        Gd        TA      PConc       Gd       TA           Mn   \n",
       "3           0.0        TA        TA     BrkTil       TA       Gd           No   \n",
       "4         350.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "...         ...       ...       ...        ...      ...      ...          ...   \n",
       "1455        0.0        TA        TA      PConc       Gd       TA           No   \n",
       "1456      119.0        TA        TA     CBlock       Gd       TA           No   \n",
       "1457        0.0        Ex        Gd      Stone       TA       Gd           No   \n",
       "1458        0.0        TA        TA     CBlock       TA       TA           Mn   \n",
       "1459        0.0        Gd        TA     CBlock       TA       TA           No   \n",
       "\n",
       "     BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  \\\n",
       "0             GLQ         706          Unf           0        150   \n",
       "1             ALQ         978          Unf           0        284   \n",
       "2             GLQ         486          Unf           0        434   \n",
       "3             ALQ         216          Unf           0        540   \n",
       "4             GLQ         655          Unf           0        490   \n",
       "...           ...         ...          ...         ...        ...   \n",
       "1455          Unf           0          Unf           0        953   \n",
       "1456          ALQ         790          Rec         163        589   \n",
       "1457          GLQ         275          Unf           0        877   \n",
       "1458          GLQ          49          Rec        1029          0   \n",
       "1459          BLQ         830          LwQ         290        136   \n",
       "\n",
       "      TotalBsmtSF Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  \\\n",
       "0             856    GasA        Ex          Y      SBrkr       856       854   \n",
       "1            1262    GasA        Ex          Y      SBrkr      1262         0   \n",
       "2             920    GasA        Ex          Y      SBrkr       920       866   \n",
       "3             756    GasA        Gd          Y      SBrkr       961       756   \n",
       "4            1145    GasA        Ex          Y      SBrkr      1145      1053   \n",
       "...           ...     ...       ...        ...        ...       ...       ...   \n",
       "1455          953    GasA        Ex          Y      SBrkr       953       694   \n",
       "1456         1542    GasA        TA          Y      SBrkr      2073         0   \n",
       "1457         1152    GasA        Ex          Y      SBrkr      1188      1152   \n",
       "1458         1078    GasA        Gd          Y      FuseA      1078         0   \n",
       "1459         1256    GasA        Gd          Y      SBrkr      1256         0   \n",
       "\n",
       "      LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  \\\n",
       "0                0       1710             1             0         2         1   \n",
       "1                0       1262             0             1         2         0   \n",
       "2                0       1786             1             0         2         1   \n",
       "3                0       1717             1             0         1         0   \n",
       "4                0       2198             1             0         2         1   \n",
       "...            ...        ...           ...           ...       ...       ...   \n",
       "1455             0       1647             0             0         2         1   \n",
       "1456             0       2073             1             0         2         0   \n",
       "1457             0       2340             0             0         2         0   \n",
       "1458             0       1078             1             0         1         0   \n",
       "1459             0       1256             1             0         1         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",
       "1455             3             1          TA             7        Typ   \n",
       "1456             3             1          TA             7       Min1   \n",
       "1457             4             1          Gd             9        Typ   \n",
       "1458             2             1          Gd             5        Typ   \n",
       "1459             3             1          TA             6        Typ   \n",
       "\n",
       "      Fireplaces FireplaceQu GarageType GarageYrBlt GarageFinish  GarageCars  \\\n",
       "0              0          Gd     Attchd      2003.0          RFn           2   \n",
       "1              1          TA     Attchd      1976.0          RFn           2   \n",
       "2              1          TA     Attchd      2001.0          RFn           2   \n",
       "3              1          Gd     Detchd      1998.0          Unf           3   \n",
       "4              1          TA     Attchd      2000.0          RFn           3   \n",
       "...          ...         ...        ...         ...          ...         ...   \n",
       "1455           1          TA     Attchd      1999.0          RFn           2   \n",
       "1456           2          TA     Attchd      1978.0          Unf           2   \n",
       "1457           2          Gd     Attchd      1941.0          RFn           1   \n",
       "1458           0          Gd     Attchd      1950.0          Unf           1   \n",
       "1459           0          Gd     Attchd      1965.0          Fin           1   \n",
       "\n",
       "      GarageArea GarageQual GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  \\\n",
       "0            548         TA         TA          Y           0           61   \n",
       "1            460         TA         TA          Y         298            0   \n",
       "2            608         TA         TA          Y           0           42   \n",
       "3            642         TA         TA          Y           0           35   \n",
       "4            836         TA         TA          Y         192           84   \n",
       "...          ...        ...        ...        ...         ...          ...   \n",
       "1455         460         TA         TA          Y           0           40   \n",
       "1456         500         TA         TA          Y         349            0   \n",
       "1457         252         TA         TA          Y           0           60   \n",
       "1458         240         TA         TA          Y         366            0   \n",
       "1459         276         TA         TA          Y         736           68   \n",
       "\n",
       "      EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea PoolQC  Fence  \\\n",
       "0                 0          0            0         0     Gd  MnPrv   \n",
       "1                 0          0            0         0     Gd  MnPrv   \n",
       "2                 0          0            0         0     Gd  MnPrv   \n",
       "3               272          0            0         0     Gd  MnPrv   \n",
       "4                 0          0            0         0     Gd  MnPrv   \n",
       "...             ...        ...          ...       ...    ...    ...   \n",
       "1455              0          0            0         0     Gd  MnPrv   \n",
       "1456              0          0            0         0     Gd  MnPrv   \n",
       "1457              0          0            0         0     Gd  GdPrv   \n",
       "1458            112          0            0         0     Gd  MnPrv   \n",
       "1459              0          0            0         0     Gd  MnPrv   \n",
       "\n",
       "     MiscFeature  MiscVal  MoSold  YrSold SaleType SaleCondition  SalePrice  \n",
       "0           Shed        0       2    2008       WD        Normal     208500  \n",
       "1           Shed        0       5    2007       WD        Normal     181500  \n",
       "2           Shed        0       9    2008       WD        Normal     223500  \n",
       "3           Shed        0       2    2006       WD       Abnorml     140000  \n",
       "4           Shed        0      12    2008       WD        Normal     250000  \n",
       "...          ...      ...     ...     ...      ...           ...        ...  \n",
       "1455        Shed        0       8    2007       WD        Normal     175000  \n",
       "1456        Shed        0       2    2010       WD        Normal     210000  \n",
       "1457        Shed     2500       5    2010       WD        Normal     266500  \n",
       "1458        Shed        0       4    2010       WD        Normal     142125  \n",
       "1459        Shed        0       6    2008       WD        Normal     147500  \n",
       "\n",
       "[1460 rows x 81 columns]"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#fill in the blanks/na cells\n",
    "a = df.columns\n",
    "array_val =[]\n",
    "for i in a:\n",
    "    modal_val = df[i].mode()\n",
    "    array_val.append(modal_val)\n",
    "new_array = np.array(array_val)\n",
    "array_new_val = [l[0] for l in new_array]\n",
    "modal_array_values = np.array(array_new_val)\n",
    "dict_missing = dict(zip(a, modal_array_values))\n",
    "for l, k in dict_missing.items():\n",
    "    df[l] = df[l].fillna(k)\n",
    "\n",
    "df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "0a308b37",
   "metadata": {},
   "outputs": [],
   "source": [
    "#change some of the values that are supposed to be numeric to numeric \n",
    "df['LotFrontage']=pd.to_numeric(df['LotFrontage'])\n",
    "df['GarageYrBlt']=pd.to_numeric(df['GarageYrBlt'])\n",
    "df['MasVnrArea']=pd.to_numeric(df['MasVnrArea'])\n",
    "# h_data['BsmtFinSF1']=pd.to_numeric(h_data['BsmtFinSF1'])\n",
    "# h_data['BsmtFinSF2']=pd.to_numeric(h_data['BsmtFinSF2'])\n",
    "# h_data['BsmtUnfSF']=pd.to_numeric(h_data['BsmtUnfSF'])\n",
    "# h_data['TotalBsmtSF']=pd.to_numeric(h_data['TotalBsmtSF'])\n",
    "# h_data['BsmtFullBath']=pd.to_numeric(h_data['BsmtFullBath'])\n",
    "# h_data['BsmtHalfBath']=pd.to_numeric(h_data['BsmtHalfBath'])\n",
    "# h_data['GarageCars']=pd.to_numeric(h_data['GarageCars'])\n",
    "# h_data['GarageArea']=pd.to_numeric(h_data['GarageArea'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "22b9d026",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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7SQ9LuhbXKyqmHzA1E/fOQoCkv8m5NC9IGg0tSvs7YA1JYyWdX9MTTyQSibZQgZVdvVJXPaQMvwFGA3NxUkMPmdn3JA0ARkp6AOet9WtmNlvSWsB1uGE1cBZ1G5rZG36/p1eA6AEsj9Paq4aTfL6DSwV6W/4jAPYYuDlD+iS1hkQi0UEsBj2kumyQzOwLSTfgXIUfCOwp6XgfXJAUeg9n+z4YNy+0diaLkZnGCFoP2W0JXClpQ2qMt+W/GOCMVQ+pRq4okUgkqiOi5LKoUJcNkqfZbyFJoTOAD3AO9RpwC28LBJ3OmNlTkpbCyQItkA3y5JYGSiQSiboi9ZA6hIKk0E+80cOmZjYGJ+3zjpk1SzoUZwBRFknr+rifAG8C60vqjmuMdgIejySfDvTNU05zRGOrMfIhM6faWb2IM72YJl3Mkq7bT88Jhr3xr3C6aQ3hWzGPsOVTj8gX3ifvhTXZvpgTMT8E1ork+1H3cL7L9Ao705s4J2y91j1yf5tnhgOnNYVN6XqUXDxfCAtf7xXnh10NfNgYvm5NL4eXlMx+KXxd5nweufcWPodeimgD9hkUDIu9wBoj1yxGz0g9Xb5h+kbS2rzwOdaE1CB1CGcBf8FJCgmnPbcHztLtZkkHAA8T6RXRMocErsd1qLe+e1vSf4DxwCvAmFhFzOwTSU94aaO7zeyXVZ9VIpFI1JLkwrz9MLMzMrulJIVeAbKf/gXJnxE49xXZuMGPGjM7ASf0Wnx8+8zvQZnf34rXPJFIJDqBpnbugXUAddsgJRKJRKIC0pBdIpFIJOqC1CAlEolEoi5Ic0gLI8mAq83sO36/CzAFeMbM9qgwrxHAuWZ2b+bYz4C1zezHFebVBXgfuMTMTq4kbTXMjvirnKewnc7yEWu5rha+XV+MCetkxby7xjTpYpZ0O00KW+BN2PS4YNiThL2bftIY8TY6cFYwrNecucEwgE8/DFuvxVZuLLViWHdu5uT+wbA+kUzfnhhO1xipzQbzwtemoWv4mi7bM+zddUAkz1GXh8NWXzlSl4gJ6fSIN9kZDWHz0mUjlqdzItc65vl1WiTPmSrzYo89NDEPtjPaVyHBmhf9dUjtIR30BbChtMCv8teAd6vM6zqc9HmWg/3xXHhvteCEAF8CDix4pY3ETSQSiUWLxUA6qL207O4Gdve/h5NpQCRtLulJr0v3pKR1/PENJI30OnHjvRzQTcAefp0QkgbhPBQ+7nXoRki6SdKLkq7JuD+fLOk0SY8DB2TqcQHOj8cWmfq0iivp65Ke8vp4N0rq4+Od5vX0Jkq6ONSoJRKJRKfQbPm3OqW9GqTrgYMl9cCZZj+TCXsR2M7MNgVOAwpjP0cBF3iJn6G4Ra+f4DwQFtS+DwZu8F4KATYFfgasD6wObJ0pZ7aZbWNm1/ve2k44XbzrcI0TxXGBB4BfATub2WbAKODnPs7fzGyYmW0I9MSthWpF1k/9uOmv5rlOiUQiURuam/NvdUq7NEhmNh4YhHvx31UU3B/nXmIi8GdgA3/8KZxr8ROBVb1Lc2g9bFc8XDfSzN4xs2acf/dBmbAbMr/3AB42s5nAzcC+RcNzhbhb4Bq3J/xC2kOBVX3YDpKe8Q6pdszUO3veC/zUb9I3CasmEokOZDFokNrTyu524A/A9sCSmeNn4RqHff0Q3AgAM7tW0jO4ob57Jf3AzB4CbgP+JGkzoKeZjc7kNSfzu4nW55NVbhgObO0d7eHrswOuR5SNK+B+M2vVg/I9vX8AQ83sba+jF9W96xNx4vWuwmO4QyIzpoOa5gTD3nhpyWDY0t3Ck/oxZ3oxCaCY4cJGY/4cDOs+9NRg2KEfPxwMm7rXRsGweVPCBg8A130eNnpYivC1eemVpYJhw08MGxJc+edwfR63sOTQtB7hez9Z4XvfPfJd+XBz2Ihi24awwcOUxvB16frOEsGwJXqHz723hRduTosI8sQkgBqqHH1aa2444Uvd4qPxYTGmuMTTzLfD6QZES8zJYiCu2p7+kC4DzjSzYp9E/WkxcjiscFDS6sDrZvZXXGO2MYCZzcA1WpdRgTFDJt9+wDbAKmY2yKsuHM3Cw3YAT+MarjV92l6S1qal8fnYzyntX2k9EolEol1ZDHpI7dYg+aG0C0oEnQecK+kJWusUHgRM9ENl6wJXZsKuw6l6X19FVb6J86eU/cT8L7BXwVgiU+ePcI3kdZLG4xqodc3sM+ASnMO/24Bnq6hHIpFItB9NTfm3OqXmQ3Zm1qfEsRG0DM09RWvfRb/2x8/FuRYvleetFFn4F2vWmdkxmd+DMr8vBy4vSvspzv0EtJ53wg8TDitRh1/hDB4SiUSi/qhj67m81J0L80QikUhUjjU3597KIWkXSS9JelXSSYE42/tlOpMkPVKLc0jSQYlEIrE4UKMekrdA/jtO1OAd4FlJt5vZ85k4A3CGXruY2VuSlqlF2e3WIElqws25CGcBd4yZPdnGPAcDK5jZXX7/MOB8WowkxuMW065vZr+L5NOA87G0I04IZDZwoJm94S3xpvs6A/wYmAn8E+jnj59tZjdQJbFu6djuYZmfZSMLrEd3Cweu3By2YLqxa9hYMOZMLyYBFLOkO3vU2cGwCZseHQy79Y6wFWG5771eXcMWastG5Jge7RG+btPOi7jf6hq+wy83hm20+sYc7VnY6m1WROrm/YZw2GPNYV+TL3YLWyYOiFgmdm3qHgxbIWK99knEXG7d5nCeH0fOb8l54fvwdteYJV31L/aukaQXv7tCMOyMqkvMUDstu82BV83sdQBJ1wN7A89n4nwLuMXM3gIwsw9rUXB79pBm+UWuSPoGbn7oq23MczBu0Wx2bdMN2fkjz+1l8jkIp/iwsfc4uxKtzcR3MLOPCzve0u67ZvaKpBWA5yTd640dEolEovOZn99YQdIRwBGZQxeb2cX+94pA1kj9HeArRVmsDXT1eqN9caIGV9JGOmrIrh8wFUDS8riFqP18+T8ys8ckzcB1E3f2cU/BWeStglNjuAc4E+f9dRsCBhC+1zTUzI6RdDnwOa4RWw44wcxuApYHpvgFtZjZO7HKm9nLmd/vSfoQZxTxWYXXIZFIJNqHCobsfONzcSC4VPexOPMuwBCcAk5P4ClJT2ffldXQnkYNPf2E14vApbgFseC6evf63tMmOIUFgN7ACDMbghsy+y1uDHNf3HqmuTipoRvMbHBmyOwgX85YSYeXqMfyuHVIewCFYbz/AHv6NH+UtGlRmod92DNFx5G0OdANeK1E2ALpoFEzknRQIpHoQKw5/xbnHWDlzP5KwHsl4txjZl/40aRHce/zNtGeDdIs33Csi9Oiu9ILkj4LHO7VDjYys8Jy8bm4XhC4uadHzGye/z0oUk6hgRpsZv8uEX6bmTX7CbllYUGPaB2c2/Nm4EFJO2XS7ODza9VN9b27q4DDC72rLFnpoKF9knRQIpHoQGonrvossJak1SR1w0m2FU+D/BfYVlIXSb1wQ3ovtPUUOmTIzsyekrQUsLSZPSppO5xE0FWSzvdjj/MyoqnNeFkgP8fTlnpmZ7QXdEX9Qtm7gbslfQDsAzwYysQrPvwP+JWZPd2G+iQSiUTNyWPOnSsfs/mSjgHuxYkXXGZmkyQd5cMvMrMXJN2DMyRrBi41s4ltLbtDGiRJ6+JO7BNJqwLvmtklknoDm9FalSHGdNwEWlvrsxnwvp8PasDJFI2PxO8G3ApcaWY3trX8jyxswbT1vLCl1Qth4yaO6PZ5MOzsOWFLuv1mh8N6RLSxYs70Ypp0MUu628f8PRg29aBSo7GOz94LW/wBvDszbKHXJfKxuP38sC7bHjPDf3sHDBwcDDu6IewQ8aqI1dtWs8MVfaF7+Jn5alPYGvDpht7BsD1nhQdP+ihsKTjbwnV5OmK1uE7Ex+LL3cLn3j+iGflm5ObOUTisnFO0JZrDZX7YEDYs2H12O/shquHCWG/JfFfRsYuK9s/HWTnXjPZskHp6GSBwPZNDzaxJ0vbALyXNA2YA360gz4eBk3y+JY0acrIMcElGOmgk8LdI/AOB7YAlvdEEwGFmNrYNdUgkEonaUceSQHlptwbJrPSnkpldAVxR4nifzO8zSoV5yZ9iWZ/Li+JeXjhmZocF8rmHlvmq4noMKnHsauDqUvETiUSiLlgMpIOSUkMikUgsBlhqkBKJRCJRF6QGKREiZu/yblPYMdrmK04Lhq3+wUJC6gtY8evh8mbdEZ5M/cqaU4Jhn7wXnvRef2B4wj/mTC8mARQzXFjihlIW/Y6+Ex4KhgE8d1hYuGO9hvA1XfsrnwTDHp8UNuu/cU5Y/qlHj7BBgIXtHXi9W3iq/e2G8P3t0RgO271PWO3ls8/ChiKrbvxZMKzLwPArpc8DA4JhXSMSQCMUvp5rN4ctfVZuDssD9Skz3TIprFbEvIjqUM+IkcWQYyKZ1oI69nOUl5qtQ5K0ZGaB6vuS3s3sdyuK+zNvu14uzxGShvrfkyVN8PlNkLR3Deo8SNK3Mvu9JF3j858o6XHvkA9JTZnzGeu93SYSicWMWGNU19RuHVKnUbMekpl9gtOawy96nWFmfwhE/xnOSCDyTViSHczsY0nrAPfhFme1hUE45Yhr/f6xwAdmthGAL6fwSbtAmy+RSCTqDWtKPaQoknaSNMb3OC6T1F3ST3HCpg9LetjH+6eX3Jkk6Tc5ss5q4/WW9D9J43yv5iB/fLKkcyQ95fPeTNK9kl4rLPDCSQlt63s8x+FkhgrK4ZjZS0WeZhOJRKI+ST2kKD1w5tc7mdnLkq7ECan+RdLPaa2ofaqZfSrnh+NBSRubWamFqg97+aHVcWuDwMkSvWdmuwNI6p+J/7aZbSnpz74uW/t6TQIuAk4CjjezPXzawcB9kvbHqTZcYWav+Lyy66reMLN9iyuXVdDdY+DmDEnyQYlEoqOo44YmL+3ZQ2rEvbgL6q9X4BaXluJASaOBMcAGwPqBeDuY2YbARsDf/PzOBGBnSb+XtK2ZZa0CCrPZE4BnzGy6mX0EzJZzMNUKv9B1ddzq44E4x1Tr+eCCNt/gUo2RT79Ayy41RolEoiOxZsu91Svt2UOKeDBrQdJqwPHAMDOb6l1GhPVsADN7zevPrW9mIyUNAXYDzpV0n5md6aMWhtuaaa1p10zg3M1sBnALcIukZp9vxaKB3UsquDuaImq73SPmPz2nhS20mj4JW731YIlg2Mfvhq3MvohYi/WaE9Z6mTclXJfYKHdMAihmSddlox0jucJcuzUY1jVyn7qtOTAYNu2ZcLqG8GWjZ//wPfx4ZjhsyPzwt2PXyJ/xMmuGJaUU+Rx9+cPwua/a8Fk4YYSGiFzPrKbwOfSIODyMOcSL1qW6ZGXLnB3z+9feDUEdNzR5ac8eUg9gkKRCV+E7QMHvelaTrh+u8ZomaVlg13IZy7nLXQ14U85h3kyvpvAHnDZeXlpp40naWtIS/nc3XE/tzQrySyQSiU7B5lvurV5pzx7SbOBw4Eav1v0sbt4GnGOouyVNMbMdJI3Bzeu8DjwRyfNhOdfoXYGTzOwDOW+05/vezDzgRxXUcTwwX9I43BzTJ8A//TxVA07d++YK8kskEonOYTHoIbVLg1SkRVfs/A4zuxC4MLN/WCCf7TO/BwXi3IuTSS8+Pijz+3IymndFeWX9IEFAeTyrtZdIJBJ1x6Jv9Z2UGhKJRGJxoJ6NFfKSGqREIpFYHEg9pNojaWXcsNlyuEt8sZldUEH6Ebi1RaMkTcYZLhRM136M8w1/pzcfL07bAPwF2BEw3DzYgWb2Rqm8zOzJUD2aCX+tXNw7rE1y62th66awDRbsNHJqMGywhVWa7ow8xGtFHPR9+mFYQ+y6z8MWeL26htcZxxzpxfToYlZ0ALeOvjAYdsmmpwXDGtYaFAw7v+trwbB1I9Zk3SJWlBf+IGxcOv+194NhVz2wXDCsz86rBsOe/mv4XrzSLfxqaBi5fDDs84aw5t70hrAJ2mqR9edrRSzw3msMP8BLRhzpNUesK3u1oaMxL3Lv373u02DY2uHHMDeph9Q+zAd+YWajJfUFnpN0v5k9X2V+2QW4hDTovOHFATgViY296/SVaG2+3iqvRCKRqBesnR3SdgR11yCZ2RRgiv89XdILwIqS/gE8A+wADAC+b2aPSeoJ/Btnov0CEPdnncF7f90dZ6LeG7gTmGLmFgqZ2Ts1Oq1EIpFoX9KQXfviezOb4hoigC5mtrmk3YDTgZ1xZt4zzWxjSRsDo4uyKZiKzzGzr5QoZktcj+hT3yN6XNK2OOmgq81sTN68stJBew/cnGFJrSGRSHQQkfX2iwztKq7aFrws0M3Az8yssNz8Fv//czilbnByRFcDeP27Yg28HbzcT6nGCOB+7xq90CNaBzgZ973xoKSsWXg0r6x0UGqMEolEh9JcwVYGSbtIeknSq5JOisQb5l3z7N/2E6jTHpKkrrjG6BozuyUTVJj5bKJ13dsym9dK4sire9+NW7j7AbAPrreUSCQSdUutekhe5PrvwNeAd3CanrcXz+P7eL+nxDrQaqm7BsmrJPwf8IKZ/SlHkkeBQ3DDaRsCG7eh7M2A983sPW9xtzEL97hy8bnCT8e9s8OWdBHjH2ZELHiuaeofDAsr2cHIVlq0rfmoe9hjbOwLYCnCFnjLWviR6xLJNObZNaZHB3FLuh+OOTMYdttGvw6GrR65Nt0sXJ+LXl4pGDbnlfAzs/a8sCXd9Mhf8V1/C1v1TegZTtgzci9u7RmuZ0yEsndkQOaDLmHL036RF233yLWOOYWNeX2dV+b7dkZDdd+/V84K/93/tqocW1PDIbvNgVfN7HUASdcDewPFhmU/wXUchtWq4Hocstsap3u3Y8Y7626R+P8E+kgaD5wAjGxD2csAd0iaiJcVAv7WhvwSiUSiQ7Am5d4kHeH9xBW2IzJZrQi8ndl/xx9bgKQVgX1pkYOrCXXXQzKzxyndT7grE+dj/BySmc0CDg7kNajEscnAhv735bSWFLoHuCdvXolEIlEvVNJDMrOLcZqipSj1/i3uFv4FONHMmtygVm2ouwYpkUgkEpVjzTVrGN4BVs7sr4QTFMgyFLjeN0ZLAbtJmm9mt7Wl4NQgJRKJxGJADeeQngXW8r7q3sWNQH2rVVlmqxV+ex92d7a1MYLUILUbAywsodIj8uDsutyUYNjHH4Qn9tc5PLwe+OQrw9O7x8wKywot0yvsY3GpFWcEw156Zalg2KM9wtdl+/lhx35rf+WTYFjMkR7EJYBihgv7TDgrGPbWZmFDiWmRSe+TfhQ2+Jhx3+vBsJ5rhe/vzXeEr/ce1xWL2bew84Ulhe0BeObxsBHFUdt9GAxTRB7olccHBMMGLjEzGPaf6UsHw2KOMJeJWDUsOT8c+EmP+NT6sk3h8JiU0Wm/WSWab1uxiIFHZfnYfEnH4KznGoHLzGySpKN8eE3njbJ0eoPknfL9GdgCmArMBc4zay1Q5hfJLqRBJ+lM4FEze6BMOZviFs3u4l1WJBKJxGJD8/zazeWY2V1k5u39sZINUch9UDV0qpWdN/G+DdegrG5mQ3Ddw5WK4gUbTjM7rVxj5BkOPO7/L1kXb+qdSCQSixxm+bd6pbNfwDsCc7Mtr5m9aWYXSjpM0o2S7gDuC2Ug6XJJ+0vaVdJ/Mse392kLDd/+wGHA1yX18McHSXrB6+SNBlaW9EtJz0oaL+k3mfxuk/ScpElFJpKJRCLR6Vizcm/1Smc3SBuwsPZcli2BQ81sxxx53Q9sIamwYvEg4Ab/e2vgDTN7DRgBZNc1rQNcaWab+t9r4RaGDQaGSNrOx/ue78ENBX4qaSFfCVnb/pEzXslR5UQikagNqUGqMZL+LmmcpGf9oQU6c+Uws/m4NUR7+iG+3YH/+uDhwPX+9/W0HrZ708ye9r+/7rcxuIZyXVwDBa4RGgc8jTOJXIsislp2m/dZKDiRSCTajcVhyK6zjRomAfsVdszsaElLAaP8obCZV2luAI4GPgWe9e4rGn0Ze0k6Fbfoa0nva6m4DAHnmtm/splK2h6nLL6lmc30TgBjKilRB30fhw3NuPf9sPOzZeaHLXievzT8bdGtW9iiqClSz4lz+gXDZk4OSxUNPzFsETbtvPAt3WPmxGDY45PCYrXTnol/8cWc6cUkgGKWdD8dHZYcOnTIL4Jhp/4zfC96tV4M34rXXw1boa3SNZznrw+7Pxi2xZxweTO7hK/pA4+H0/VtDtclZpX83LTwfZjaGM6zr4Wf+/cj5zAz4khwTkT2C+CDxvDfzKoRC7zRJ74aDNv60GiRuajnnk9eOruH9BDQQ9KPMsfCdsjlGQFsBvyQluG6nYFxZraymQ0ys1Vx+kv7lEh/L/A9rzSOpBUlLQP0B6b6xmhdnEVgIpFI1A3NTcq91Sud2iCZmeEahq9KekPSSOAK4MRAknUkvZPZDijKrwnnZG9X/z+44bliH9c3U7TQy6e/D7gWeErSBOAmoC9uKLCL18s7Czdsl0gkEnVDsyn3Vq909pBdwUNsSS06WuvMTQa6lohzY1F+xwDHZPYPK1Hm7cDtfnfDorALgAtKlLNroI6JRCLR6dRqYWxn0ukNUiKRSCTazuIwh5QapEQikVgMqGfrubzIKjgLSU3ABJw1WhNwjJk92aYKSIOBFbxUBZIOA4b6obdCnBHA8WY2qlQexXH83NKZwPvAb3Dm32/g5sw+BL5lZkFBrhJ1OgOYYWZ/yHtepw06JHhhu0Yuecyp2JKRL6B3IpZIG88NWxRN7Ba2KIo5P+sTDQsGRRnXODcYtoKVGq11lJsInRVxbBhzphdTYnnVwlZvVzz3x2DYyUNPDYb1iViMLRGp5/sN4XsYMehkQHO4vLca5oXTRb5jY9alS0bK+yRyDrF71LvKYarYvP7sMg76YmV+0BD+O+wReVLPnHxNm7s3z6+xe+6/vPVf+19ddqcqNWqYZWaDzWwT4GTg3BrUYTCtF6rWgu8DPzazHfz+Y77eG+OUbI/uhDolEolEu9HU3JB7q1faUrN+ODFUJC0v6VHv3XWipG398RmSfu8ldx6QtLmkEZJel7SXpG64nsxBPu1B5QqV9E+vhjApK+2TCT8N2Aa4SNL5RWHCWc0V6r25pCcljfH/rxOp0/qZuv+02ouWSCQS7cGXcWFsT0ljcYtCl8dp0YEzob7XzM72C1ELa4l6AyPM7ERJt+Jcx38NWB+4wsxu9w3IgiE6P2R3kKRtMuVmV0Weamaf+nIelLSxmY0vBJrZmZJ2pGX4bntgW1/vJXELYU/x0V8EtvNy6zsD55jZfiXqdAZOtWEHXIP2kqR/mlmrcQ2vcXcEwO4DN2ezvuHFnIlEIlFL6tmcOy+VNkizzGwwgKQtgSslbYgbBrtMUlfgNjMb6+PPpcUl+ARgjpnN82t8BkXKuaHEHFKBA/2LvwuuUVwfGE+cx8xsD5/XicB5wFG4Ba9XSFoL56I3PFEB/zOzOcAcSR8Cy+I8Ky4g6xY4NoeUSCQSteZLbfZtZk95mZ+lzexRL0K6O3CVpPPN7EpgnrVYTTQDc3zaZkVcSoSQ82B4PDDMzKbKeSqMSviU4Hbcwlhwi1wfNrN95fwtjYikm5P53USZa9c90hytHZ67j0qvTIvInRx+QFiSZ/hN4QnjK4eFHe01zwyfxNsTw9JBj1tYcujlxvBk+dENYUOBHj3C6QB69g+Hd+sTvqYXvbxSMCzmTC8mARQzXDh31NnBsP9GnAVuvmLYceMz74ad6e06fHowbNL14Ud4jY3CDhG7DAiP9M/5MPysjXs+LIu1VLewc8Z/NIa/E9ez8J//FxFjFoAlAkZCPRGfRJwsxv62Y4YLJ+wf/lurBfU8FJeXqueQvIROI/CJpFWBD83sEuD/cPI9eZmOGwbLQz/ckNs0Ocd+1SxW3QYoiJv1x7noBeeaopo6JTqZWGOUSJQi1BgB0caonlkcjBqqnUMCZ/p9qJk1+XmaX0qaB8wAvltBng8DJ/l8o1Z7ZjZO0hicKOvrwBM5yyjMIQmYBvzAHz8PN2T3c5yuXsV1SiQSiXrgSzeHZGYlx4zM7AqcBl3x8T6Z32eUCvPuJYYVJb28KO72md+HBeqwfeD3CFxPqFSap4C1M4d+HalTNt2GobBEIpHoDBbNfl1rklJDIpFILAZ86XpIiUQikahPvtRWdonqiVnSvdA9fEvmxKRsbg6HrdXQJxj28hNhS7JpTeGwxsgAwbQe4bC+ETGbq5rDdiQRpR4+nhk3arjwB2FLrDmvhK3CZtz3ejAs5kyva+TFELOk23vCWcGwkRueEAx7skf4eRr6YNh67YumJYJhT41bIRg2gPD1/iyycmJaY/jeN84N36OuPcPPU8ySbtmIPtC0iKZSbO0HwKcRo4cukXGzN24OP2sb5RYlCxN3K1gZknbBeT1oBC41s98VhR9Ci5ugGcCPzGxcW8utS3MLSTOK9g+T9LcyaRbEkbS0pGe8AsO2kiZLmuCVFyZI2jtHHU7J/B4kKezONJFIJDqZJlPuLYYXHfg7zop5fWC4pPWLor0BfNXLsZ2FX3/ZVuqyQaoBOwEvmtmmZvaYP7aDX9S7P/DXHHmcUj5KIpFI1AfNKPdWhs2BV83sdTObC1wPtPqIN7MnzWyq330aCC/oq4BFrkGStGem9/OAX4+UDR+MM+fezfeIehZlsUCDz8e/zWvtTfIKEEj6Hd7EXdI1PmqjpEt8vPtK5JtIJBKdhqHcm6QjvCZoYTsik9WKwNuZ/Xf8sRDfB+6uxTnU6xxSdr0TwEBaPLw+DmxhZibpB8AJwC8KEc1sbAktOoCHvbjq6sCBmby/57XxegLPSrrZzE6SdExGJmkQsBYw3Mx+KOk/wH7A1dlKZ7Xs9h64OcP6JC27RCLRMVQyh5SVOStBqS5UydkxSTvgGqRtSoVXSr02SAs086DFR5LfXQm4QdLyQDfcWGYedjCzjyWtgRNlHWFmM4CfStrXx1kZ1/CU0k15I6PR9xwltPiyN/nsVZOWXSKR6Dis/FBcXt7BvQsLrAS8VxxJ0sbApcCuZhbWmqqAem2QYlwI/MkrhW8PnFFJYjN7TdIHOHcSvYCdgS3NbKYXcQ2Z+xRr2UWH7HpFJg4f7xkeKd1tTtgq6k2FLZHGK6wft0zkLl8bNqSjR+QB32BeONPJmhMMW9HCBW41O9yGv94tbBY1ZH585Hn+a+8Hw9aeF9aB67lW+Ba//mrY7G8LC1s1xjTpYpZ0m088Lxg2e4OTg2HLnrhuMOyJs6YGw8Z2C1vurTc/YrUYeSfOi4aFbdvWjnz6xxz7zW4IF9gvkufUSDqIO6CMOUt8a2b4udgoWmI+5tcgD8+zwFpeO/Rd4GCcR4cFSFoFuAX4jpm9XKuCF8UGKas/d2iliSUtA6wGvAlsAUz1jdG6fr/APEldi11MJBKJRD1Sqx6Sd8dzDHAvzuz7MjObJOkoH34RcBrOnc8//JTIfDMbGsozL4tig3QGcKOkd3HWHavlTPewnAv2rsBJZvaBpHuAoySNB17y+RW4GBgvaTQQlm9OJBKJOiCiF1sxZnYXcFfRsYsyv39AiyZozajLBimrgef3L8fr25nZf4H/lkiTjbPgt98fFChnDgHFcDM7kZaFXwAbZsJqsIwtkUgkakcOc+66py4bpEQikUhUxuJgRZUapEQikVgMqKV0UGdRjdfWGYUhNUm74fSOdgJ2A2aa2ZXeTPs+M1vIVDCTz2Fk1grVAkn/BZYxsy0zxy4H7jSzmyrIZxfgTNwi2tm4+aVfmtlbefOYGdHYOkhhL563dwtby8UsmCY0TwuGLR9Zw/u+zQ6G9YjozjV0DefZPbLeepbCfzYvdA+X93ZD2Iaoa5nH+KoHwpZ00yNJb75jqWDYKl3DVmjvR84x5t01pkkXs6TbblLYZde4wT8Phj0YsVwcEFF0e6lLuJ7zIt/pcyKvzK4N4WdmUHN1381vN4Tr2cfC5S1TZjJmZiR4qYjzu+t7hC0zd4+WmI8mfYmH7CTthDPB/rp/UV+UCT4MmEgJ2/X2QtIAnKfaGZJWM7O865OK89kQd157mdkL/theuHVHbxXF7WJmNbS2TCQSiepYHHpIVUkHSdoWuATY3cxe88fOkHS8pP1xi1ivKUj3SBom6UlJ4ySNlFSQdV5B0j2SXpF0Xib/r0t6StJoSTdKKvTIJkv6jT8+wZtqF9gPuAOnu3RwUZV3lvSYpJcl7eHzekbSBpkyR0gagjNkOKfQGAGY2e1m9mgm3jmSHgGOreb6JRKJRK1pVv6tXqmmQeqOs3Lbx8xeLA70Q2OjgEO82kITcANwrJltgluIWlj9ORg4CLcu7CBJK0taCvgVsLOZbebzyo47fOyP/xM4PnN8OHCd34YXVWsQ8FVcz/giST1wDdeBAF71YQUzew7YABhd5hoMMLOvmtkfswez+lDPzni1TBaJRCJRO2oortppVNMgzQOexOkX5WEdYIqZPQtgZp9nhrkeNLNpZjYbeB5YFbc4dX3gCa9nd6g/XuAW//8C+R4vsLom8LhfNTzfD70V+I+ZNZvZK8DrwLrAf4ADfPiBwI3FFZe0pO/lvSwp2/jdUOpEzexiMxtqZkOTjl0ikehIrIKtXqlmDqkZ9wJ/QNIpZnZOmfgifA2K5Xi6+Pj3m1lxL6c4TSE+uF7WEsAbftVwP9yw3a98eHH5ZmbvSvrE6zEdBBzpwybh5qLGeX2mwb4xyq6N+iJQtwV0j0gHPdDUPxh2QO+Pg2FvfhpO99PBnwfDznmpdzBsr/lhI4oV54dFKpbtGTbMeLg5XM+YtMpXm8KXtUdjeKpumTXD5w7QZ+dVg2F3/S088b3HdTsFw3592P3BsJiDt12Hh69bzJleTAIoZriwydg/BcNO3e5HwbBnPls6GLbtCmH5o/lzwoYSL3y4ZDBsiYa5wbCHI8YX3SJ/Z8tFDAwiPv+YWuYzPeLbjw8jz/c/9ggbENWCeh6Ky0tVc0hmNhPYAzhEUqme0nSgME/0Im6uaBiApL6SYg3h08DWktb08XtJWrtMlYYDu5jZIL8Idgit55EOkNTghVVXx1nNgRu2OwHob2YT/LHzgFMlrZdJ36tM+YlEItGpNFWw1StVW9l5lw27AI9KKv6svxw3VzML2BLXA7nQu3iYhZtHCuX7kTcJv05Sd3/4V0BJAT/vGmIVMrI/ZvaGpM8lfcUfegl4BFgWOMoPEQLchDNbPyuTdoKkY4ErvfHFJzjrutMjlyORSCQ6lcWhh1Rxg5SV9TGzt2nRkvtv5vjNwM2ZZM/SWrgUXKN1eSbNHpnfDwHDSpQ9KPN7FLC9313IeZQ3fAB4JnIuH1DiGpjZ/4D/BdJsX+p4IpFIdCaLg9l3UmpIJBKJxYDUICUSiUSiLojYdywydFqD5F1BTMgc2ge41sy2qlH+k3HSRGGztXbk84awGc/syLfMe5/2DYYt3SNshTV/Vvhp7BWxXRnQFK7Lh41he7EBEQd92zaELckeaw6f39MNYWvA3ft8GAxTGdOcp/8adhg4oWf4PHa+8Mpg2BZzFholXsDkruF7Men6cHlfNC0RDIs504tJAMUs6VZ99J/BsOuG/DoYttm07sGw2XPCz0zPyHT61Oaw48ZZERmu3hEJoLXnhi0z3+sSvg9zIuUB9Im8+WMWePM/CEsH1YLFQTKmM3tIrdyUexZqjCQ1mlk9G4YkEolEp1PP64vyUpXZd3shaYb/f3tJD0u6FpggqVHS+ZKelTRe0pGZeI9KulXS85Iukhb+XpZ0m6TnJE2SdETm+C5ehmicpAf9sd6SLvNljZG0tz++gZc9GuvrsFaHXJREIpHIweIgHdSZPaSeXokB4A0z27cofHNgQ2/CfQQwzcyGeVPwJyTdl4m3Ps4l+T3AN3Hm3Fm+583UewLPSroZ1xhfAmznyxjo454KPGRm3/OCrSMlPQAcBVxgZtdI6kaJ3rmv5xEAuw/cnM36JrWGRCLRMSSjhrZRasguy8iMYvfXgY29cCtAf2AtYK6P9zqApOuAbVi4QfqppEKDt7JPuzTwaKEMM/s0U9ZeGamgHrh1Tk/hFsyuBNziZYhaYWYX41yfc9qgQxaHHnQikVhESA1S+5LVkRHwEzO7NxtB0vaUkAUqEWdnYEszmylpBK6RCUkaCdjPzF4qOv6CpGdwAq33SvqBXy+VSCQSnc7i8AVczw1SlnuBH0l6yMzmeSmhd33Y5pJWww3ZHYTvoWToD0z1jdG6tCzQfQr4u7zvJEkDfS/pXuAnkn5iZiZpUzMbI2l14HUz+6v/vTEQbJC6Rp6O1eeHbXHGRJzUvR9RXDqhb9hB311zwn4FTz27eL1yC00vvx4MG3V5uC5TGsMWUy92C2uW7TkrPKX52Wdhh4AvfzgwGAbwSrdwXWOaZs88HnamN7NLeCD+rYawBuAaG30SDHtq3ArBsLHdwnY9MWd6MU26mCXdSc+dFQx7M2K51617uJ4ffRS+hzELvIfnhQ1l9+wSvma39Qz3GZaKvL6byrzaYz2RnhELvDkfRLNtM/NrODfkVXguwE1NXGpmvysKlw/fDZgJHGZm5bwklKWujBoiXIpTAx8taSLwL1oa06eA3+EcAr4B3FqU9h6gi6TxOImgp8FJFOHme26RNI4WBe+zcPqY431Zhb/Mg4CJft5rXSBsE5xIJBIdTK3UviU1An8HdsXNzw+XtH5RtF1xUx9r4d6j4TUEFdBpPaSsBFHxMTMbAYzIHG8GTvHbAryy90wzO6hEXoMyu7sG6nA3cHfRsVm0KH9nj58LhH1FJxKJRCfSXLtBu82BVzNz89cDe+M6BQX2Bq40MwOeljRA0vJmFpaCz8Gi0kNKJBKJRITmCrasM1G/HZHJakXg7cz+OyysF5onTsUsKnNIJSnuSSUSicSXlUr6R1mL4BKUmo0qzj5PnIpZpBukRCKRSDhqaPb9Dm55TIGVgPeqiFMx7dYgebfif8ZZtU3FrRk6z8yKjQ46BEm74gwUeuNa9zvN7Ph4qurpGvFb/0LXsEXRwc1hvau3Zoe13noMC1sbrTwhrC03f8zzwbDZL4U9uK6+cvjR6fpOWJNtAGELvD4KW6etuvFn4bCGcBhAw8jlg2G3RiyxjtourJ/3wOPh0YkBkT+rLgMiuoKEz3+9+T2CYS91CT9PMe+uMU26mCVdTAOv6a2JwbD3dwvbATVF/l5W6RL2ahyzZl0vpo8Xmaz4RPFXe5+Ifl7MY2y/vdp3ofz8Mhp8FfAssJa3Xn4X5+z0W0VxbgeO8fNLX8EJF7Rp/gjaqUHyJoG3AVeY2bf8sVWBvXKmr6l+naQNgb8Bu5vZi95j7RFlkmXTdzGzxUG7MJFILKbUqjkys/mSjsEtgWkELjOzSZKO8uEXAXfhTL5fxZl9H16Lsturh7QjMNdXHAAzexPnNXYQcBWupwJwjJk96Rewng5MAQYD60u6Ddct7IGT7bkYwLtNPxHXRXwFmGNmx0haGrgIp6wA8DMzewLnpvxsM3vR12U+8A+f1544j7TdcN5hDzGzDySdAawADAI+lnQ28G8frwG3eHYhtYZEIpHoDGqp1GBmd+Eaneyx7PvcgKNrWCTQfg3SBkBokdSHwNfMbLYXKL0OGOrDFujX+f1SGnTdgV8DmwHTcYtTx/n4FwB/NrPHJa2Ca+HXAzYE/hioz+PAFn4R7A9wjdcvfNgQYBszmyXpQirQstt34OZs3ifpryYSiY6hhmbfnUaHGDVI+jtOY24uTsbnb5IGA03A2pmoWf06KK1BtxzwSEF7TtKNmTx2xvWsCun7SQo74HGsBNwgaXlc7ydb/u1+XRJUqGX3u1W/veg/HYlEYpFhcXjhtFeDNAnYr7BjZkdLWgoYBRwHfABsghv6mp1Jt2AWvYwGXYgGH7+VJztJk3C9nXEl0lwI/MnMbvdlnlGqPmZ2ba207D6LuNLq3TvsTK77nLD0in0RTtcrIjnU9ElYcmjO52EZo4bG8OO/RO+wI8GuTRHnbhYur8vA6h/VzxvC+YZNBUAN4Uetb3N4irM5srxvzofhgZXPIhJAcyJP/bzIq2j+nPC5x5zpxSSAYoYLjatsGAyL0b0hXF4PRdzeVfkW7hMZ3/q8Ma7BE5vcjjnos3lho5VaMH8xaJLaa2HsQ0APSVlTnV7+//7AFK++8B3C9zCkQTcS+KqkJbxxwn6ZNPcBxxR2fC8M4HzgFK+Bh6QGST/PlFPQxTs0dEJZLTuchcnGobiJRCLR0dRKOqgzaZcGyU947YNrON6QNBK4AmeI8A/gUElP44baQrbFIQ26d4FzgGeAB3ByFoXP/J8CQ70DvedxPowws/HAz4DrJL2A070r2AKfAdwo6TEg5u48adklEom6pRKlhnql3eaQvE36wYHgbO/iZB9/BK316+YQ0KADrjWzi30P6VZczwgz+xjXcJSqz53AnSWO/xf4b4njZxTtJy27RCJRt1hd933ysahq2Z3heyoFhe/bOrU2iUQi0cmkHlIn0Z4KC4lEIrEo8qU3+5b0Z+BNM/uL378XeNvMfuD3/wi8a2Z/qjL/7YHjzWwPSYfhjBPeAfoArwO/MbMnq8h3EE46aMOi472AS3BDigI+A3YxsxmSmoAJmej7mNnkUBnTI/Ijy1tY0uSBGUsFwwZFrPMmXhO2DFq/a69g2KSHw4/AvIizsekRy73eEZGNFbqF83y6R9hGqc8DA4JhDWUkU6ZHrOV6RwYJXnk8XGbsK3PJ5nCe454PyxhNawyf/7yI4decSG1e+HDJYFjMKV7MmV5MAijG5hPPC4b9a9PTIinDVpufRqR6ZkSuy/rzw89vt8hzD9AcCe4XkRWactX7wbA1T44WmYtyjgUXBdraQ3oSOAD4i6QGYCkgKzy1Fc6YoFbcYGbHAEjaAedcbwcze6FG+R8LfGBmG/ky1oEFAmOzzGxwjcpJJBKJmlLPQ3F5aesc0hO4RgecOsNEYLo3ye6OU0kYIGmMpAmSLvPHkbRT4Pgukl6U9DjwzVDBZvYwbhHqET7dGpLukfScpMe8qTiSlpV0q6Rxftsqm4+k1X09huEs797NlPGSN65IJBKJusYq+FevtKlBMrP3gPlepmcrnJrBM8CWODmgl3Huxw/yvY4uwI8k9QAuDxy/BNgT2BanyhBjNM4EG1zj9BMzGwIcj9eqA/6KU3bYBCc3NKmQ2PeAbgYON7NngcuAEyU9Jem3XtqoQE9JY/1WUrE86/RqzPRXy1Q9kUgkasfiYNRQCyu7Qi+p0CA9ldl/F3jDzF72ca8AtgPWCRxf1x9/xa9lurpM2QKQ1MeXd6O3vvsXLeuMdsT7ezezJjMrrFlaGmfu/W0zG+vDxwKr4+aqBuL089bz8WeZ2WC/FeSMWmFmF5vZUDMbumnf9pWaTyQSiSyLQw+pFlZ2T+Iag41wQ3Zv48RJP8f1YL5WIk1s1rCSq7Up8AKuYf2swjmeabi6bk2m12RmM4BbcPNTzTiJ9VrNUSUSiUS7UM89n7zUokF6AtcAve59GH0qaQBuTuknwA8lrWlmr+Kkgh4BXgQGBY6vJmkNM3sNGB4qVNJXcfNHO5jZ514R4gAzu9H7Y9rYzMYBDwI/whleNNLi9mIuTk3iXkkzvFbd1sDzZjbVK3qvT5Uu0ntELHViLe7S88OhU7qGb9fqvT4Phs2eG1ZsmxnRj+ulsBXWjIZw53paRNHrk4bw+a0zNxhE14g11aym+GO8WmQa8IMuYW29gUuEnSU+Ny3sLPGTSF2X6ha2GGuM3Kd5CuvOdY3ciyUawhd1asSBXcwCL+ZML6ZJF7OkO3LMmcGwnw49KVxe5O9slchz0RT5JJ4fN7KjX0TM7uXGsCVsU8T6shY0Wf32fPJSiys0AWdd93TRsWlm9g7OcdONkibgGvGLzGx25PgRwP+8UcObRWUd5OdwXgZOwfkkKvReDgG+L2kcrseztz9+LLCDL+c5XEMJgJl9AewBHCdpb2AN4BEfdwxODPbmNl6fRCKRaHeasdxbvdLmHpLvFfUrOnZY5veDuKG14nSh4/fQYqiQPX45zhAiVI83gF1KHP+AlsYpy4Y+/DNgWOZ4yUUWZtYnVHYikUh0NvU8N5SXRVKpIZFIJBKtSXNIiUQikagL6nkoLi+yxWAirB45e9VDghc25qarR2TCeGZEIuc9whP3Q5vCk+W//WJsMGzTPoOCYcs2hPNsjJzDus1hI4IZsfNT+Kr1KDMVulYZo4cQ0yLZTo0YfPSJyMe8pfB96ho5j7UjBggxYs/MrEjYw/PCMjerdOkXDIs604vQI2II89dRvwuGnTb0V8Gw6RHDjHWbwkYiADMi9z4mCxYzsnhNs4NhV0y+uYwpRXm+uepeuV/mt7x5e5vLaw/KGjVIasosCB0rKWzyEs9nsvcaW3MkDZI00f/eXtI0r77wgqTTa5D/YZL+1vaaJhKJeifWGNUzZpZ7awuSBkq6X9Ir/v8lSsRZWdLD/h08SdKxefLOc+mzC0IHm1n4c6V+eMzMNsWpRXxb0pA8ibx/pUQikVjk6EAru5OAB81sLdyymlKdlPnAL8xsPZy376MlrV8u46q/BXyP5zeSRns9uoJ2XB9J//bHxkvar0Tan0ua6Lef+WO9Jf3P681NlHSQPz5E0iNeo+5eSctnjo+T9BRwdKk6erPu54A1JA2W9LSv062FVl3SCEnnSHoEOFbSMElP+rxHSurrs1tBTivvFUlh2eJEIpHoBDpQOmhvnLoO/v99iiOY2RQzG+1/T8eJC6xYLuM8DVJWw21soaHwfGxmm+GkeQo+in6NW4O0kZltDDyUzcz3Vg4HvoJrOX8oaVOcyfZ7ZraJdwtxj6SuwIXA/l6j7jLgbJ/Vv4GfmtmWoYpLWtKXMQlnzn2ir9MEIDuUN8DMvurLugE41mvf7UyL9v1gnDfajXDroVYuUd4CLbtnZyQtu0Qi0XFUIh2UfVf57YgKilrWewQveAZfJhZZzt3Ppjid0yh5hqhibhdu8f8/R4sy985kXJeb2dSiNNsAt/reC5JuwQmp3gP8QdLvcb6KHpO0IW690P1OfIFGYIqk/rhG5BGf51W0dne+raQxuI+B3+F8KGXjXwHcmIl/g/9/HWCKF1rFzD73dQTXRZ3m958HVsVJDy3AzC7GibxGjRoSiUSi1lQyFJd9V5VC0gOUFrc+tZI6yemM3gz8rPA+jdHWOZOCyVBTJi8RV8cpad1hZi/73tNuwLmS7gNuBSYV94LkpIliZTxmZntk4vePnQTwRY66Z82jsudbkmkRS5yYectSTWFro4aIo7l1LWz1NiNS4HF9BgfDYic4J3L1I+pAfByR1ekfsU6LWZl1LfN3+F5jdVZR3SN3qm+krr0iea4XuU9fRKzeYnJEMWLO5npHzmHPLisEw6LXOxIWc6YXuw8xS7ozR/02GHZGJN2nkYe0nPnZEhEJoJjs0GbNYaeHtaCW0kFmtnMoTNIHkpY3syl+CuXDQLyuuMboGjO7pVScYtrDnuQ+4JhMpYotMB4F9pHUS1JvYF/gMUkrADPN7GrgDzhXES8BS0va0ufVVdIGXl1hmqRtfJ6HxCrkezZTJW3rDxW084p5ETdXNMyX1zcZOiQSiUWBDlT7vh041P8+FOc1oRVyw0r/B7xQicfwauaQylnZ/RZYwhsmjAN2yAb6ia7LgZG4McVLzWwMbm5mpJz7iFOB35rZXGB/4Pc+r7G0OAQ8HPi7N2oIK1a2cChwvqTxuPmghdQcfXkHARf68u4Hwp+0iUQiUSd0oJXd74CvSXoF583hdwCSVpB0l4+zNe7Df8dM27FbuYzTwth24oRBw4MXNjYksHJkyG5m5PMhNkwWI1aX6JBdJGGsLlOrHLKLDROVG7J7vx2G7OZE/qhjQ3YxYkN2cyNhMWJDdl0j5xc7g3LXO0S1Q3axBbzVDtnFyit393pG0saG7HpGrtuxb13d5oWqO6309dx35sF37qvLhbFpOCqRSCQWAxYH6aDUICUSicRiQJMt+vKqNW2QJJ0KfAtnhdYMHGlmZW3Pa1yHETj35bOBGcD3zOylNuY5GRhqZh/nTRMbfooNQcyLdKS7VzlsFXtM32oM633FNOlWbqrOHmbJeeF0b3YJn8TKzdWPMCwZsYqK+FpjmUjg+11qPyy3bMRr3OyIheXbEad4y0XOfe25YWdyt/UMPzXrVamrNyPyJMac6U3oEq5nbFjujMhw3kURZ4Fzy9zamHO/WB9lyfBp1IRFv39UwwbJW8LtAWxmZnPkdOvKPrmSuphZrW/VIWZWWOx1PrBXjno0et9OiUQiscixOAzZ1dLse3mccsMcADP72MzeKyXFIydWeqOkO4D7vGzQZZKelRNF3RtcIyHpfH98vKQj/fHtveTPTZJelHSNNzMs5lFgTTnO95Z/E9QiS7S9nADgtcAEX94f1CJ79JNMXj9RkUxSIpFI1AvJY2xr7gNOk3Mv/gBO/eAp//9BZvaspH60mGhvCWxsZp9KOgd4yMy+5xe9jvQrhQ/ByRANk9QdeMIvmAUnRbEB8B7wBM7M8PGiOu2Jkwn6Js7UexOcu/VnJT3q42wObGhmb0j6EbAasKmZzZc0MJPXx2a2maQf42SSflB8AXyP7AiAvQduzrA+a1Z0AROJRKJaFgeL6Zr1kMxsBjAE90L+CNcQHUmRFE9meO5+M/vU//46cJJfgzQCt/ZnFX/8u/74M8CSwFo+zUgze8fMmnHrkwZlqnONT7M1rvHYBrjOzJq8S/NHaHFbPtK7Pwcne3RRoY6Z+kFrmaRsWdlrcLGZDTWzoakxSiQSHUnqIRXh52BGACMkTcCpcIfO/ovMbwH7FRsf+GG4n5jZvUXHtycu5XOImY0qyidEcT3KSQeVlQ1KJBKJjqY5Wdm1IGkdoNnMXvGHBuMkx3eRNMwP2fWltKrCvbg5mp+YmUna1Ks33Av8SNJDZjZP0trAu1VU71HgSElXAAOB7YBfAsVzQfcBR0kaURiyK+ol5aZ/xCospkm33pywfcfbXcO3K2adNzWyUjVmDRgj5k11rbnh8t7uGllsGrFA6xMxNyl3Bs0Ra8HYdVtyfrjQmQ3hBcyfRyq0ROS5mBZxttov8q6JeaiNLcZ8r0v4eVoq8hU9K3J+fSL1XH9+uLyY5VrMu2tMky5mSXfUmIWEWhZwwWbhdBDXqZwVsSRcrp1VyOq555OXWl6hPjjJnQE450yv4obv/u2P98Q1RqVE+84C/gKM972ZyTiLvUtxw2Oj/fGPKOF7Iwe34uasxuF6QCeY2fsljBMuBdb29ZgHXAIkT7GJRKLuWRzmkGrWIJnZc7TozGX5GOeTKMvlfiuknYWbbyrOsxk4xW9ZRvitEO+YzO/tS+RjuB7RL4uOF+czH/i537LxBmV+jwIWKiORSCQ6k9RDSiQSiURdUAMV704nNUiJRCKxGNCchuwSIWKTrTGe7hGe2e5fpeO7mMzPmxEl7Jiq8czIxO5L3WJGjeGTiMzpM6l7JLAMvSLXbV6kPp/0CF+3OZHzjylsxxTbw1P3MDViCLNMxFBiaqS8mBFJU+y6RM7988ZwXWLXJaaSHVNPjz1pMQmgmOHCsaPDBg8A5w75dTCsV+QpfqNamfScLA5adu3hoK/dkGSSrsrsd5H0kaQ7/f5ekk6qMM8zJJ1bdGywpBfKpDm+0vonEolEe9GBDvrajUWqQcKtGdrQW+yBcw61wAzczG43s3IOBIu5DueUL8vBwLVV1zKRSCQ6mGaz3Fu9sqg1SAB3A7v738NxDQoAXiPvb/73AQWvtQWZoFJadX4x7meSvpIp40Dgekk/9Dp64yTdLKlXx5xiIpFIVEbqIXUO1wMHS+oBbIyTFCrFacA3zGwTWtS+j6BFq25j4Bp//DpcrwhJWwCf+AW+t5jZMJ/HC8D3YxWTdISkUZJGjZrxavVnmEgkEhWSekidgJmNxy2WHQ7cFYn6BHC5pB/SMl8e0qq7HthfUgOuYSr0ujaU9JiXQToEJ+Yaq9sCLbuhScsukUh0IM3WlHurVxZVK7vbgT/gFqguWSqCmR3lh+F2B8ZKGkxAq87M3pZzwvdVYD+cqgO4xbv7mNk4SYdRwYLYHhH7n5mRLnP3SLoZEauomCXdRxGLv34R2ZmY1Vus1z8vli7CEhFncjGJn7YYL82IXJtlI9f0g8Zwut4Rq7CYk8WYZWafSLqZkWsTu4d9IvWM2WvFpIpir7qYj8V+kYRvRyxBY89MTI4oJv8Ts6IDOPm5s4Jhhw75RTDsK829o/m2lcVhYewi10PyXAacaWYTQhEkrWFmz5jZaTi1iJVp0arr4uNk3UtcB/wZeM3M3vHH+gJTJHXF9ZASiUSiLjGz3FtbkDRQ0v2SXvH/LxGJ2yjn4+7OPHkvkg2SdztxQZlo53vjhYk4cdVxOK26t3BadeNw7tYL3Igbkrs+c+zXuDmq+4EXa1X/RCKRqDUd6H7iJOBBM1sLeNDvhzgWN/+ei0VqyM7M+pQ4NgKvR2dml+M18szsmyWyKKlV5+N/RNHaRDP7J/DPEnHPqKzmiUQi0b50oLjq3rRMX1yBe/+eWBxJ0kq4KZOzKfHOLcUi2UNKJBKJRGsqsbLLWgT77YgKilrWzKYA+P+XCcT7C3AC8SnJVixSPaREIpFIlKYSB31mdjFwcShc0gPAciWCTs2Tv6Q9gA/N7DnvUDUXi3yD5P0kPQacbWZ3+2MHAt8zs12K4n4POA5nI9YAnGpm/43kfTlwp5ndVHR8e+B4M9sjlHZOZJw2Zm0UWyMQs2B6J2KJtHTEEmlqxHKvb8QKKyYiFrMwjFnEfdgQPsOeEcuu2TFBM2Be5BxjvBe5pqtGLPBebwyfR4/IoESXSDXfj2gVLhW5vx9G0sUs8GI6htXmGbPofLkx7JhygIVzjWngxe56zJFeTI8O4pZ0Vzz3x2DYGUN/Fc23rdTSys7MSvmtA0DSB5KWN7MpkpYHPiwRbWtgL0m7AT2AfpKuNrNvx8pd5IfsvK+jo4A/SeohqTduzPLoQhw5VsG17tv4RbFbAOM7o86JRCJRazrKyg637OZQ//tQYKGPejM72cxW8r7kDgYeKtcYwWLQIAGY2UTgDtzE2unAlUCTpBck/QMYjVNomA7M8GlmmNkbsEBM9WkvJ3RrKTNGSbtIelHS40Apg4lEIpHoNDpQqeF3wNckvYLTE/0dgKQVJMXECsqyWDRInt/gzLh3Bc7zx9YBrjSzTYHHgQ+ANyT9W9KembRXAif6ntMEXKO2AC9TdAmwJ7AtpcdWk3RQIpHoNDqqh2Rmn5jZTma2lv//U3/8PTPbrUT8EbHpjSyLTYNkZl8ANwBXmdkcf/hNM3vahzcBuwD7Ay8Df/ZuJPoDA8zsEZ/mCmC7ouzXBd4ws1f8EOHVgTok6aBEItEpdOA6pHZjkTdqKKKZ1iaGX2QDfWMyEhgp6X7g3zh1hjxUdBdjUjefEp7APa7vZ8GwadN6BMPWu3inYNiJP3oiGHb2LtOCYTYvPDnfPCN8DjPfDgZx8bsrBMN2nx3Oc8gxZTz0NYdvz7vXfRoMu3LWwGDYab9ZJRg2+sRwD/i9xnBdT9h/RjDsjZvDE+1vzVxoCd4Cru8xMxj2jz1mB8PmfxBON+eDYBD99gp/bNm8sHDUlKveD4Y1RQwzzpkdFtnfrLlnMGzJ8OPEynSJ/o3GnOnFJIBihgtnjPptuMAa0NScHPQtMvjxzc0yhwbjelDTgKmStvXHvwM8UpT8RWA1SWv4/eHtWtlEZUQao0SiFNU2RvXM4uB+YnHrIcXoCvxB0grAbOAjnHUeOEuRi7y/o9eBw7MJzWy2Xzj2P0kf4+ajNuywmicSiUQZ6tmtRF4WqwYpK+ljZpPJNBpm9iawYyDdWJwZePHxwzK/78HNJSUSiUTd0YHSQe3GYtUgJRKJxJeVeh6Ky0tqkBKJRGIxoHkxMGpIDVIikUgsBiz6/SMqW0yVtuo34IiUrvPTLUp1TekW7XRtTftl3L40Zt91QCXy7ild+6XrjDJTui9nuram/dKRGqREIpFI1AWpQUokEolEXZAapI4j6AwrpevQdJ1RZkr35UzX1rRfOuQn3hKJRCKR6FRSDymRSCQSdUFqkBKJRCJRF6QGKVHXeNfziUTiS0BqkL7kSPp9nmOdyG2FH5Ju7sR61C2SGiUd19n1iLG4f1hIukPS7aGts+u3qJCMGtoBSd+MhZvZLTny2AZYy8z+LWlpoI+ZvVGrOmbKGW1mmxUdG2/OnXue9LsDGwALvAea2ZmR+P2Apc3staLjG5vZ+BLxx5hzQd/qd866bWHeY3C1SFoCWIvW5/dozrSNwLJkJLrM7K0yaboD+wGDitIFr6lPN8LMts9Tr6J0awDvmNkcSdsDGwNXmtlntUyXfc4k3Wxm+1VR1xWBVWl9XaL3QtLawC9LpCup/C/p57H8zOxPgXRf9T+/CSxHi1fp4cBkMzsllm/CkbTs2oc9/f/LAFsBD/n9HYARQLRBknQ6MBRYB+fVtivuAd86EH86paWshHOU269Emh8BPwZWl5RtCPoCYRezrfO4COiFO69Lce7hR0biHwj8BfhQUlfgMDN71gdfDmxWIpkFfufhH4U8JT1lZltWkljSD4BjgZWAsTgXJU8RcGNSlPYnwOnAB7R4MTbcizvGf4FpwHPAnAqq+4SkvwE3kPGUbGajy6S7GRgqaU3g/4DbgWuB3WqcLusSb/UyeS+c2PXaDwKeBwqujA0o93FwI3ARcEkmXYy+ldYNwMwe8fU8y8y2ywTdISnXB0yCpGXXnhtwJ7B8Zn954JYc6cbi/oDHZI6Nr3Hd+uO+wq/DfT0WtoEV5DG+6P8+wH1lzmt5/3tznCfeb/r9MYE0TcDnwHRgfub3dODzMvUbU+p3Bec3AdczGuv31wVuyJn2VWDJKsqcWOX9fLjE9lCOdKP9/78EfpL3WlWarhC/+HcF5/cS0L2KdM9Vcz2r3YAXgNUz+6sBL3RkHRblLfWQ2pdBZjYls/8BsHaOdHPNzCQZgKTelRQqaRlaDzGVGiZqxL3cjy6RfqCZfZqjqFn+/5neE+8nuD/AEI2F62FmIyXtANwpaSUCvR8za8xRjxANfsitIfN7wZd6jnOcbc5bMJK6m9mLktbJWfbbuJ5OpTwpaSMzm1BJIjPboYqyAOZJGo7zmlzo2Xdth3SbSPocd/17Zn5DoBdfxOs+/1y9RkkD/c87JP0YuDWbtty9l9QD+D4LD0d/r0zRxwEjJL3u9wcBR+apcyIN2bU3IyTdi+uFGHAw7su1HP+R9C9ggKQfAt/DDTlEkbQX8EdgBeBDXI/nBdwfVTHP0dIIqCjMyDescqekAcD5wGif7tJI/OmS1jA/f2RmU/z8w22BOuLdys8zs3l+fx3csNBkM7u1TP36486zcH7Z4as85/iOP7/bgPslTQXeiyXIzEG8jrv//6P1izA0BzHB16kLcLh/oc2hZdi15FCfb8wHmdnjmfL7+OBrzezVMud4OHAUcLaZvSFpNVrmP2qWrtoPC0kX4q7LTGCspAdpfT1/GkhaeL4L9/6X2epQ/t5fhevBfwM4EzgE97cUxczukbQWLd6lXzSzSoZev9Qko4Z2xhs4bOt3H83xEi2k+xrwddwf1L1mdn+ONONw8xsPmNmmvgcy3MzaXXHYT8b3MLNgr0DSJsAXxS9JP590oJldUyLNo8D3zewVP18xErgGWB941sxOquV5hPCT1v2Be8xsbiTe6ZFszALGCZJWjZVvZm8G0l0HXGNmd/r9l3ByNb2Adc3skFi+Pk1PYBUze6lcXB+/EbjCzL6dJ75PU9WHhaRDY/ma2RV561AJBQOagoGPf0bvtbAxRJsNmRKkOaTFaQNG+f/HAQ3+98hA3HX9/5uV2nKW1wv4NXCJ318L2CMSf4sqzmlC5vdZwN/9727ZsEDaVYH+mf0dgAtwwyrdcpa/DXC4/700sFrOdAfkOVYizlV5jmXCRhftj8n8fixHeXvi5mfe8PuDgdtzpLs37zX08R/FWY0CrAl8ClwIPAj8Lkf63rgh38J+I9ArR7qjgQGZ/SWAH+dINzJT7w2BpYDXI/H/Hdkuy3udvuxbp1dgcdzwE+4ltrIT8ZH0b+PGwVePpHsAN1xzIW6Y8ALgyUDci/3/VU2G+7Q3ACfgJ+KBnngDgED87MT2UznLGJ/5/QSwT2Z/XJm0zwAr+N+DgY+BXwBXAJfmKPt04A7gZb+/AvBEznovNHFf6li5OP7F+3wk/vNF+wNDYYH0z+F6fmMyx6INvY/zL+BZ3AfJzwtbJH7VHxY+3tO4pQ+F/T6hZ7so3ULPI/mMNn6Aa7y+iht+/RA4Ms+9T1v1W5pDagfMrCrT0Qx/ws1VXIsbsjsYt7bhJeAyYPtAur2B2bgewCG4F03JISLzw3hW/WQ4wBpmdpCf3MbMZkkqno/Kkg3rEYzVmvGS/oC7HmsC9wH4uZ1y9DSzwpzPt3Ffqn+U1ICz+CvHvsCm+LknM3tPUvTeStoVNxS1oqS/ZoL64awEQ+lOBk6hZcIf3PWaS1wxerqktc3sZV/HT31+6wIzYnX1zDezaUW3Lc84/nt+ayCfqXQ2zx1x846Y2VxJzaWTtKKHmS04HzOb4YcBy9EgSeZbGT/c2C0UWdLzuCHh681sKvAIFZipS+qP+5ApmH4/ApxpkaHsRAupQapPdjGzr2T2L5b0tJmdKSm4wM7Mvsjs5hpbl/TdQF5X5kg+188/FP7Y1yBuBVWN1dsPcWuBVgG+bmYz/fH1gT+UqV/2LbsjcLIvpznebi6gGmvH94BRwF643keB6bgPhZKY2bnAuZLONbOT81TOczrOuORsWow2huAat2NzpJ8o6VtAo5+M/ynwZLlEZvabCuoILR8W71L5hwXAF5I2M7+uStIQWqw8Y9yHMxK6CPecHgXcE4k/HPcBeJ+kj3EjDTdYa2vZGJcBE4ED/f53cMN20TmmhCMZNdQhkp4C/gzc5A/tjxsO2ULSWDMbHEiXXSDbDWcm+4VFTGq9FVOBHsBOuGGj/XPU82vAr3CNw324hbuHmdmIQPzJuEWipVoDM7Pgl6ikY83sgnLHisIvwK39eh83V7K2mc2TtDxwh5kNjZweko7HzYt9DTgXZ+14rZldGEvn03Y1P4FfKapQHULShrih04Kl4kTgfDObmKOsXsCpOAMacHNDvzWz2WXSLZ0pM1vP0KR/T1wDuTyupzrOH98K19O+qkx5Q3FDxIUe7/LAQWb2XDgV+B77kcDOuOfuPtxwbdlFspK2wC3G3Q+3ruw6M4tau5b6+4z9zSaK6Owxw7QtvOGGCO7AzXl85H+viZuj2aaCfPYBzqmw7P7km9RuwH0FLgnsDuwBLNWO16TUnMyYMmkKw50/A1bMHN8U+EaOtCvjGqPzcb2xr1VQ37VwHxTP4+YgXicyKZ5J9wPcgtypuPm8WeRb4LppBz+j9+HW6byAm2e5DPh9jnRDShzbs0yaRlzvsivOwGAjoGvOZ7SqhcZF+WwPjAHm5Ij7VPZvFPeRlmu+NG3JqGGx34CnK4zflZwry3Fm7JXkXbHVG24I5Q7/gr49sz2MM28vV2ZjnniBtFWv8gcex/U2x/vzPgP4TY50ValD+OvxIs5gYIMK6nk/C1uh3Zv32tDa6OSRHOlGAxsV3d9ncqQbUeV9uAZn0l5pumG4udw3cfNAPyLHBxewCc7KdbJPOwbYpNrn6Mu2pTmkOqTaVeJFayEacHp40TFZSXdk4jTght/+k7Oq9/thrWL9tNAq+P/gDAWmSRqM0xk7F2cB9w9c76CYJ4EpOLPbP2aOT8e97KOYWZOkmZL6W+UTy09LGmYtenuV0NPMHvQT6m8CZ0h6DDfnE6MqdQgz20HScrhe68VyIrY3mNlvyyRdyjKCqGY2VU7poxyF4cgpcgK77+E0/8qxP3CTpENwJvXfpWW4MEa1Wn3LA5MkjSxKt1epyJLOwQ3TTQWuB7Y2s3dy1K+Q7zicKkU/v/95mSSJDKlBqk+qWiVOi4QLOIuuyTjLuxhZw4D5wJsV/AEWGsis/JARtkqq2OrNv8zfBLaEBWrhhee2H249SzlmAxMk3U/rl1JolX+BHYAjJb3p00VVE4rL9Of1iqRjcJP5eV70FatDFDCz94G/SnoYN79zGlCuQWqWtIp5eSm/QDfPxPJvvUXZL3DLDPoRMdrI1PF1SQfjzu9tnKFKHuOErfz/WatRo7zQbaXGF3OAXc1bLeZF0p643mJhAfPPgP38s3OstYNS/+JIMmqoQypdJV7DcpcCPrE2PBSSullAyUDSBDPbyP8eDZxsZvf6/ajLC0lH4IajZtFiGGEWMYTIpD201HErs8pfAfUEC6gmFKUdhvuIGICrd3/gPKvAHYZyqkP4uOvhvuwPwM09Xg/cbGYflkm3C86s/BF/aDvgiMJ9qRVqkUYqsAxO628OQM5Gvtqyl8UNwYFb8Bq9Jj7N0TgFjM/8/hI41ZN/BOKPxy38nilpD9xw33DcfOUBZvaNtp/Jl4DOHjNM28IbFa4S93H3xi0c/dRv9+EnV8nM22Tib0GLK4xNcZZZ7+MWAO5SYX2F+1K9FPggEu8C3LDdBcAb+Ilp3LDKqDJlvEI7Gk3kOMfeuJ7q/zqovF64Idelc8Z/GmfFtkIVZS2FM0rZs9w1Bs4Djipx/DgiRg20VpRfaMtRx/64l/wov/2x1HNdIt2BuB72FcCV/rnbP0e6sSWOjYnEH5f5fRlwYma/YnXzL+vW6RVIW4mb0rJKfDtyrBLH+TUa5RuFfn7bETf/chAlFA18/K/jvqin4mV9cJPoY3LW8yu+cXkLtwjzUGCJSPyC1dtxVG71dg85pGKK0kzAzTOV3HKk74azVPwPTi3j35S3CFsKN0/0U5yawD9xjf1/gTUj6fbCDbGOxi2sfcM3Mu8Dh+Y83244f0sbUZmszxI4dyDbFbZI3OfxslRFx3NZtOE+hPpm9vsCX8mR7mbc8NvqfjudfK5cxgHLZPaXLvX3UCLdePwIkt9vBCaVid/HX4c3gaHZa1bJc/tl3jq9AmkrcVNK6KWVOpYJe4ESfoxwJtmzgB+VCBubTV8UNqZM/c7G9VgexDWeS+K10NrxmmyKm2f6F/DXwlYmTVVf5ThT78tw8z5X43oOk3PW8z7gHNy8yvM4lel1cQt8R0TSjcO5JhmGa9xX98eXIZ+0zm64OZkRuOG3t3BzIeXSVWRmXualHAzLPltFL/oG8kkqjc1zrEScCUX7DTmv5/k4o5udcB93/wH+GIn/PdxapdG4Idbsc/tge/xNLI5bp1cgbSVuSuk1N0ET5OIGpSjsxXJlFJdX7gWBWxv1OM5iqoc/VnaNTSb9N32DNo2cGn84le8/4dweHFrYyqSpWMzVp2v2L/XVMsdynR/+6xvXG3yrKGxsJN2YzO/il+iYHOW+SKYHBqwRuvdF6SoyM8fp161V4vhalBl2DV0D8vVWq1rf4xuWe4HD/HY3+dZLNeBUHW7C9c6OJCPuGkizMq6H2ZA5tjxVmJ1/WbdkZVdHeP2xDYD+RSbc/Yhrv30uaRPzq98z+W1C2ElcKYdp+P1yOnPL4Yb7hgN/8VZdPSV1MbOgXluG83BDX3ksBwvMN7Ofl4/WimpdmA/BDS0+IOeX6HrckE0emsBZW3jpmSwxzbasrFJzkaxSQ45yP7TWbj0KQ73lqNTM/DTgbkm/pUUaaShOlulnOcp7XdJPcUOZ4IabX4/EL3AUcKW37APXozu0XCIz+6X/W9oGdz0vthwuYMysGef6/CI5Z38rWRl1BzN7W9JtZjYkcyyv5FCCZPZdb6yDm1weQGsT7um4IZ8QvwBul/RvWhyTDcP9wZb0WWNt8MTq/zDvxr2Yevg69wLelfSgmX2rTBYfVNgYATzsLe3uIL/nz2rEXDGzMbihpRMlbY1reLtJuhu41cxiYqerS7rdl134XajLapF0/Yg7EyxJ5sNlkqS7cENLhpsbzLN+qiIzczO7W9I+eNfl/vBEYD/L5+X2KNxw6698PR8Eov66JG2K6/EdjBtGxcqs75HT5fuDTzcBON7M3s1Rv0L6Ebh5vS64oeKPJD2S46OoLWvXvvQks+86RNKWZvZUhWmWw31tboB7qU3CSfy/H0nTgBsu2bCKOjbgrJX+kznWD9jXyptTX4DrZd1G68Yl6MRM0hslDpvF9e/G4WRfGoCH/O9yYq6hvBpwc0sHm9nhkXhfjeVjZo+UOi5pGzN7XFIPK6MjV5Tu3/Hiyrrczub1VXKamWfS9LGMCnetkXQa7qPqOZwRzblWRk/Op3sMZ1X3KO7jbiszyy1wmll68QNgZTM7vdzSBJ/uedxcYDVr1770pAapDpETrvwhMIhML7aSl0sFZV2DWw/0VhVpHzWz7crHXChdqZdoRS/PnOVMpkoxV5/+dtxw3X+ttZJ6LM2DZraTpN+b2YkV1PU5MxsiabSZbZY3XZk8g1/qfhgqSLnGWtKWwP/hfBSt4oeHjzSzH5dJtzZuuG5ZM9tQ0sbAXhZQlJA0CRhmbn3PkrjGclipuEXpxlpG0LTS6+rXTX0dZy5+qpk9G2uQfO/0xwR6s5Zj7VoiDdnVK/8FHsM53MujSly86HBBEOW/ziqSVimiUumgQniwhxFC0gG4l9F0Sb/CzQ2d5YfXQuUMqrScIv6IM5s/11+fG4A7y/Rglvc9jb0kXU9RY2hhqZt5vqFeSa39KBXSlVOVAEDS+rihreG4+cOQonlhaLdkY015H0B/wSmJ3O7rN05Sno+TS3DDff/y6cZLupawosRs8y5HzOwT31PNQw8/1Fc4v57Z/ch9KHAmzhjicd8YrY4zxAlxOc7C8grcAuiqlN6/7KQeUh1S/HWXI/6qsfDY11loiCk0tFSUtqJhNEknmNl5ci4vFnrwYi9dtahWbIPTv/sDcIq19htVnCb6RZzjpVTIpxFn+vtD3KLhmDuP/XE6hNvg1noVFRl0z7AUzkXC73GGA8UJg8Og/v4P99t8nFn7UDObHD6rtiHpGTP7SmFoyx8bZ2ablEn3rJkNK0oXfN4lfYYbdgPXmGyb2Q9+OHlDmxDB+9AW5PxlnQbsgpP/WmDEYmZ/qnV5iyOph1Sf3ClpNzO7K0/ktgwH5Gl4Imljk/SleN7/X/yizkOhp7g78E8z+6+kM8qkKYix9sD1FMbhXmob49ybb1OuUDk/PnviekqbUcbxoZndhBMP/bWZnVUu/0y6j4HrJb1gRdaSZer3JG7e53rcnN4rkt6opDHKWKEZ8JiZ3ZYj2dtyvoxMUjfcQuA8hiofyzlyNF/2/jjx3BB7F+2Xc8oIVO8JuS0fTTjB2S+A7rgFv3k84SYypAapPjkWOEXSXFpUlS30Za7WjvlaBcXS+bRb4BZxrodb6d9IGad+Rem3YuG5rpC32f1xQ15XSDq0nPFDEe9K+he+FyGpO2XMoQsvJT90doR5KzA5h3bHlytQ0g24ifR7gL/jFrZGXzKZXtn/SvXQQr2y7AtQJbzZRl6EH+FUtpfFqRC8QulnIVTff+B8bV3nDx0l6WtmdnQkGThruQuAFYF3cMNV5dLg41wMrCvpXZwixSGhyG35YCpQ4TNaaFQr+miS0wT8E24IczNr8WycqIA0ZPclR9Io3JzDjbhexHdxCx+DrtIzaa/CmdWOpaUHY6GXZ3ZiuYpJ5l64oZAJvhewPM6vzn050i40JJRnWNS/ZO63HN5FM2mqGipSQAA2kzA2ZNcf59V0OK5xGYCTYhqZo76TgA3Nvwj8HM0EM9sgnrJt+OGtBjObXiZeaH4UKC/KWukzWi3equ8oM5tUy3y/bKQeUp0iaS/cqm9wX+Z3VpB2GVr7UYpa0JnZq5Ia/Yv3334YKA9DgfWtA75q/BfnLZJ6ybmzfjNPY+R5QdKlOBkgw5kRB4eXJO1oZg/h1lbtXdxjsYh5erVDRRX2FovTTsNJHV0mp2x9EG7B8spmtnKZ5C8Bq+DMlMGpDZT1M1XK8AJnRDHKzP4bSLMObs3Ruv7QC5Iutrirhz38/4XeV8HV+SFAnl5IRc+oWtaNlSQ0Z2Vm2+bJPxEnNUh1iKTf4Ra2XuMPHSu3TuWkMun2ws2brIBbpb8q7sUb+9qd6ecAxko6Dzee3ztnVSfi1hPlXY1esCATJazJSn21+nP6K07B/Fe4obMPgEGSTsz5Ij8c5/HzWL//KC1KAaX4Km7d0p4lwgynkF4WPzS4Pq0/DkJDRYU0SwMnlkiXaxLezD7A6/yVM3bxLIlrGAq9qWHAU4UXc8TasgeuYbnR7++HW/v2fUk7mNnPis5rS9x1+xduyE44nbcRkr5pAbcchflRSVub2daZoJMkPUFr/0ilqPQZ3RKnCXgdbp6xlBViop1IQ3Z1iJxvlcGF+Qpv5TUmx/DEOJw12APmFvXtgPPhElwJ719aH+Dmj47DTZD/w1rL0ITSPozz9jqS1gtcQ5ZPFQ9L+XM6wNfrYWBjc07elsGJVm5Urp61RNJ+ZnZzjnin4xbirg/cBeyKMyHev0y6+3Dm5cfj5mkOBT6yMmua5Nb3/BL3EZKdK4k2ZCEry0z60ELeh3DO9eb7/S64eaSv4Yb81i+KX9CQG1Gi/JPMbNcy9RwLHGNmj/v9rXDP6eAy6Sp9Rhv9OQzHGb/8D7guDcV1EFYHgnppa73hhkwGZvYHkk+AcpT/fxxe4BHvW6lMup7AOlXU86ulthzpDshzzB8fk/ldseioj7c1cD/wMk437XUqEIMtyuutnPEm4IwuCmKrywJ35Ej3XOEZyBx7JEe6cbhe4OY4Lb4hwJCcdV0V2DnzLPTNkeYlMv6IcB8ML4buC/ByLK8c5Q3x5zgZZwgxFmc80C7PqE/bHSfI+hHwk2qel7RVtqUhu/rkHGCM/7oTbi7p5BzpPpPUBzckdY2kD3HrUoLIuV7+A66HtJqkwcCZFlkYK+lvwLVWvQXUybQM9cSOQdtFR8EpChyHWwya20AhQN4hnFlm1ixpvpyk0oeUX2wKLVaVUyTtjtOVWylHuvlmFhuGLImkH+LmdQbiJv9XwomK7lQm6Xm4Yd4RtDyj53hjhQdKxI8ZL5RVwTCz53CCwP1wIzsh0eDidI/4UYC1zOwBbxwT1XH0Fpy743pJg3BDoLmGaRNtIzVIdYa3cmrGOTIbhvtjP9EimnQZ9sb5szkON+nbn/Jj7GfgvqpHAJjZWEmDyqR5Bfijt3S7ATekMbZc5STtivPbs2LR/FE/wg1nf6oQHS1impndnTNuOfKWOUpOtPQSXP1n4IaNyvFbbzX3C5w5fj/c/SzHHZJ+DNxKfvFZcMYCm+PmSzBnwbhMucLM7P/k5HI2x92bU8ysIMr6yxJJVg4YQghnOh7FG2ucg/OIu6ucIsWWZvZ/ZdIVN7grEmlwJV2B89J8N/AbM5tYrm6J2pHmkOoQVaER58e+7zWznStMV2rFfVkRSR9vVZzJ+MG4Se7rgOstYDUlp3c2GNdIZtUIpgMPm9nUSuqeF28k0oj7ys2+rENrgmJSTGubWfcKyx8E9DOzstZr1aIqxGd9ulb3388Fjc55/5fA+UHKGl88GohbtVm7T383zmPvqWa2ia/nGCszh+jnnjYHnsk83xNC6SQ109Jjyz4DZdf0JdpO6iHVJxVrxJlZk6SZkvrnGc7wX7dHAxMlfQtolJPs/ynO9XlZzFlA/R63UHVTnOnx6QSGRMwpEIyTdK3l1PpSbeR/CvJCWV03wxmAlGKPwPGyxOorabNII1hSGaCAlVk3Y5WrZhR4RNIpOK23r+EEQu8ol0hOBftY3BDfWFyP/ikC17Rcg5ODpczsP5JO9vnNl5Rn+HWOmc0tmO77hix2nfMOAyfagdQg1ScF1evsyvc8gpezgQmS7qd1Q1bqZXY5TjzyKtwQxRzgWn8sl+SNpK64xaoH44ZAHgF+kyPpNySdRYtFWOzr848ljhWINSqFOq6LE+58xjJuEvzwYelMzd6stsdZVN8htDixK1ffrDLAb3ANe2783MjPcd5Jj/AfF+tY+fVrJ9LixvxInEXgpTmKPBY3pPy0me3gr3Pw3ku6g3hDUE7M9ws5te/CAt4tCDufzFJVg5voHNKQXR3h12Pc4n8PzDH+X5y+5LBI6OtUC4tBWkuSsBik/8MejutJPIPTUbvN8rtoeBXnxnyCteMDKOeZ9GjcWqzBwLHmF20qh1KE3Fqc7+SdQC+RfsEwaHunk5M5eg74rjm3Dj1xLr4HR9K0xR9WQSR1LPAVM5ujuEhqwbz8m7h1QVf7/eHAZCujDOJ7nhfiPp4m4mSS9i83DOrP8fs4VxLCfXBd2p7PXaJ6Ug+pvvgVLdY8D+Ddb+fFnEZcT9xX8ks5kmTFIPuQf8L+FFxv6vhKG03P28DESl8Kqnyh6Q9xps8z/DzOTZIGmdkF5LOWq6THWYpqX3rVpFvDzA6SNBzAzGZJJUTxsoU4K8Bxklaxyv1hVepp9hEASWcVzY/eIankvFNR+tG+UVsHd+9eyjPs68/xauDRnH8TiU4kNUj1hQK/8yWuwIRbbRCDtBbR0jUkfeG/jrfHLSS80sw+K5PFCcBdkh6htZFBrFdWcqEpzitoiMbCMJ2ZTfZ1vMkbY+S5vv/zG7Q0EvW6cn+u/xgpDGmtQebaRqjKH5aZ7et/niG3PKE/ToS2HEtLWt3MXvf1XA3X24miFn9Yk+T9YUn6bbk5RDmlj/OpYFlDovNIDVJ9UXAi1sDCDsbyTOCfwcIm3KHJ7lNxi1HbsgL9ZmCopDVxa31ux/WcdiuT7mycGXQP3IsiD/sDm+Asqw6XMwMuN9fxvqTBBZN031PaA2d8EbTOkrQ3sJKZ/d3vj8S9NA035xIkY5yQWx7Jp8sqtveS9HkhiHzWXafjGoSV5bwAb41b1FmOPHN+xXVtNdRnla1HOw4nF/S63x+EM8sux6/N7EY5f1jfwH14/ZMWg5UQp1P5soZEJ5EapPpiCq7XAvB+5jfkmMDHLY6cVjRSU3L4x2ojBtnsrZ32Bf5iZhdKGpMj3UAz+3qFZVWz0PS7FK1vMid18105VxYhTsAZahTohjNQ6IMzPS61gLfAqMDvKGbWN2/cQPr7JY3GWbsJN1/2cY50FS9ubstQn5nd4w0uCgKrL5pZnp5cNf6woPTfRKJOSQ1SHZEZCuthRW6yJfUonaoVVZtwV8k8P2dxKC1CpF1zpHtA0tctv1o3VLHQ1MzeiYQ9EUnazczezuw/7ufKPvWGILEyrwA3xGRmrRouP+zUnvQApuL+rteXFFsX9LiZbaOFfWnl7ZFVNdTnLTOPJKNkL+lfOeaDKvaH5enov4lEG0hWdnVIKQuwnFZhvXBDcYXex73Ab4sbtxrWc32cAOhTZnadHx48yMx+VybddJyi+BycYUVFiw7VzgtNJb1qZmsGwl4zszVy5FHVPawWSb/HuZ2YRIunUgs1EJJWtTZ4GlZAlLVcj0vODUhXWjzvfgdoMrMflElXlT+sjv6bSLSN1CDVEZKWw0mbXA18i5b5o37ARWa2biitT7+pmeUZMlvkkPSgme1U7liNyroG54PqkqLjRwLbm9nwSNqCPNKBuIXNBfrh/PJsXuv6+nJfwimh5xn+atU4SrrZzPZrj3qVKHecmW1S7lgg7SZAYaj5MSvj6l3VryVLdBJpyK6++AZuInolWs8fTceZWpfjT/7L8UachE+7Sub7IZBzWdgUu5xczdbAWDP7QtK3cebtfyk1H+GHKnsBS6m1sGo/nN+n9uA44DY/1FMwJBmCM4/fp0za93BzR3vRelHsdPJp0lXL67ieR64GidbWgnlEX1sndgtTLwTWw82xNQJf5OjlNklaw8xe8/msTg7BW0nH4sz4C8sirpZz7ndhKI1VqF6S6HxSD6kOUU6fO4G0y+G+zg/CvbRvMLPf1rJ+mbIex1kx/Rk3h3Q47pmKqgzI+XvaBGcmfhXOQu+bZrbQMJB/Ef0M1/hk17l8DlxiZn9r+5kE67kjLc4NJ5nzIps3bdc862TaSsaqb0XcNX2Q1qb0NXcn79OMwhl+3IiTZPouTlG73ALXnXCGIa/jGsVVgcPN7OEy6cbjxFS/8Pu9cUPF5XyE/Qdn6FHtWrJEB5IapDrET96fRsvE7yO4tRO5v/IkbYSzFjvIzPKaVleEpOfMbIgyYpWSHitnwVd4AUo6DXjXnHJ09KUo6Sexr+F6w5uX55VHaks5VYmWyunAfeHr1ZMWd+C56ilplJkNVUaIV9KTZrZVjjp3p2WBay4rOznB22GFuR/fc37WyourVqRekuhc0pBdffJ/OHmUA/3+d3Bfld+MJZK0Hq5ntD/wCW4O4xftV01m+zUpr0g6BngXKOu6AJguJ5L5bWA7P9ZfzjrvX3JSQAuss4A81lmdxV/oAHmkjFVfb2C2mTX5/UbcEGMoXdQnUA5mSuqGE8s9D7dkIWqB6OtVrZXdv4FnJN3q9/fB/Z2U4yYquC6JziX1kOoQldAEK3WsRLpngDtxL+tn29uSSNIwnE7cAFxvoD9wnpk9XSbdcjijjWfN7DFJq+CMBYKqC9VaZ3UWcuoFO5l3Q98B5T2N8/o6w+/3Ae7L02OpsrxVgQ9w80fH4YaH/2lmr5ZJV/V9lNOz2wbXs3o0jwFPR1+XRNtIPaT6ZJakbczscVhgBDArFFlOUv8cnAOyfXFf5itJKviPaZdehJk963/OwM0f5U23YNGvpKWAt0ONkaQu5hazDiuyxHpIUtTKqpOpWB6pjfSwjJq5OVWKXrUuRAurWDyC6xUbzv1EtEGiwvsoaWBmd7LfFoRZeS3FDrkuidqQGqT65CjgSjnPoeAWO8bmCs4H+gKrmdl0ADk1gz/47dhaVk5OBTtIZO3LFsDvgE9xPaqrgKVwbsq/a2altNBG4qzwqrLO6kSqkUdqC18o429J0hAiHzFtoFjFojutVSxuKpO+0vv4HC1STNBaUzCPS5bi6zKU9rkuiRqQGqQ6xK+v2MQ3KpjZ55J+BoQWgu6B82S6YPzVp/kR8CI1bpCALXGK3dfh3E/k1WX5G858vT/wELCrmT0t50vnOkqLcxbyPh54WK010HL3yjqBauSR2sLPgBslFSwRl6d1w1ErqlKx8M/vE8BJuF5RwcPtIFr8fy2EVe94sMDPaLkuhrPWPKiNeSbaiTSHtIgg6S0zWyUQ9rKZrV1pWBvq0ggUfCJtjFPEvq7cuqfsPJikF8xsvUzYGCvhA0jSO7SsyeqJX++C63nMaschsDYh5zb9IatMHqkt5XXHKTQssF4DGvIulK2gnKpULCT9AdgKt27pZZwBzHPAv80s6LYik35f3PWc5vcH4OYdbwvEH4YbCn4/Y0jxTeB54LQcQ32JTiC56110iPVCnpf03YUSuEWnL9a6ImbWZGb3mNmhuDUer+KspX5SJml2gr942CT0ZdSIGw7qS4v5dB//u02CpO3M0cA9kmZJ+lzSdLUoeLcHT5nZPDObaGYT/LzhU+1QzjOSflh8UE7FIqgtaGbHe0OCZXFGEE/ihmJHSXo+R7mnZ5c9mHNxElvv9i9grv+9Ja5n/nfc8PfFOcpLdAJpyG7RIdaVPRq4RdL3aBlzH4brUewbSVc1/ot8d1wvaRDwV1pW0YfYxL+UhXO1kXWxEBKPnWJmZ7a9xh2LtVG9Oy9qkZsquC7JKlm0x+R9W1QswD2T/XDDtv1xi50n5EhX6uM59v5qzPSCDgIu9ovNb5bzcpuoQ1KDVEdoYeXlBUG4P+SSmNm7wFfUoiwg4G4ze7Cd6nkFzpX03cBvzGxinnRVrn1ZJP0GqAJ5pDbSVrmpijCzD4Gt1FrF4n9WRsVC0sU+/nTcvOOTwJ/MbGrOokdJ+hOul2PAT2gtzVRMY8ZCcyda+1xK7706Jc0hJSpGUjMtMizVuC6opKw8pr11hyqQR6pReVXLTXUEku7BWVROxDVGT1GBG3tvMPFrnPsJAffhVLu/CMQ/FSdy+zGwCs4rssk5k7zCzLZu4ykl2oHUICUS7YCqkEeqspxvm9nVkn5Bid51PRl9SBKul7SV3zbELQF4ysroH1ZZ3hY4a8P7rEUDb22gj5X3vpzoBFLXNZFoH6qRR6qGgql1nxJhdfW16XtDEyV9Bkzz2x44F+PlBHnXxpn+DyLz3jKzoBflUoohZvZyFVVPdBCph5RItAPVyCNVWc5KFvCMK2lPM7ujluVVi5wO4VbA1jinjE/ghu2ewOn9RSWWvJrDRbh5owULac0sNo+UWMRIDVIi0c54eaRP8s6XVJj3S8A3zGxy0fHDgV+F1gV1NN4g4UngCTObUkX658xsSO1rlqgn0jqkRKKGSNpC0ghJt0jaVNJE3ET+B5J2aYcijwPul3OWWKjDycDPgXYxoKgGM/u5md1UTWPkuUPSjyUtL2lgYatpJROdTuohJRI1RM5xXUEe6WKK5JFKqVHUoMydcAtB9wF+gFuDtkcFJtV1T0ZqKItZGe/EiUWL1CAlEjWkGnmkGpW7DXAbbljsQGtn1yOJRHuQhuwSidpSjTxS1WQkie7GKSDsBHzYAVJFHYKkEzK/DygKO6fja5RoT1IPKZGoIYq7Bu9hZu1h+r3Ykl27VbyOqz3WdSU6l7QOKZGoIVXKIyXCKPC71H5iEScN2SUSiXrGAr9L7ScWcdKQXSKRqFvSEOiXi9QgJRKJRKIuSEN2iUQikagLUoOUSCQSibogNUiJRCKRqAtSg5RIJBKJuuD/AdP20jJ1FLfEAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#correlation matrix\n",
    "sns.heatmap(df.corr())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "2e77ae6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       208500\n",
       "1       181500\n",
       "2       223500\n",
       "3       140000\n",
       "4       250000\n",
       "         ...  \n",
       "1455    175000\n",
       "1456    210000\n",
       "1457    266500\n",
       "1458    142125\n",
       "1459    147500\n",
       "Name: SalePrice, Length: 1460, dtype: int64"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#take out the column to be predicted\n",
    "n=df.columns\n",
    "x_col=n[:80]\n",
    "x_data=df[x_col]\n",
    "m = df['SalePrice']\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "1b10fe06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>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>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\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</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>856</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>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>2</td>\n",
       "      <td>548</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\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</td>\n",
       "      <td>0</td>\n",
       "      <td>284</td>\n",
       "      <td>1262</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>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>2</td>\n",
       "      <td>460</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\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</td>\n",
       "      <td>0</td>\n",
       "      <td>434</td>\n",
       "      <td>920</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>6</td>\n",
       "      <td>1</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>2</td>\n",
       "      <td>608</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\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</td>\n",
       "      <td>0</td>\n",
       "      <td>540</td>\n",
       "      <td>756</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>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>3</td>\n",
       "      <td>642</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\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</td>\n",
       "      <td>0</td>\n",
       "      <td>490</td>\n",
       "      <td>1145</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>9</td>\n",
       "      <td>1</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>3</td>\n",
       "      <td>836</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",
       "    </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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>1456</td>\n",
       "      <td>60</td>\n",
       "      <td>62.0</td>\n",
       "      <td>7917</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1999</td>\n",
       "      <td>2000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>953</td>\n",
       "      <td>953</td>\n",
       "      <td>953</td>\n",
       "      <td>694</td>\n",
       "      <td>0</td>\n",
       "      <td>1647</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>2</td>\n",
       "      <td>460</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>8</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>1457</td>\n",
       "      <td>20</td>\n",
       "      <td>85.0</td>\n",
       "      <td>13175</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1978</td>\n",
       "      <td>1988</td>\n",
       "      <td>119.0</td>\n",
       "      <td>790</td>\n",
       "      <td>163</td>\n",
       "      <td>589</td>\n",
       "      <td>1542</td>\n",
       "      <td>2073</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2073</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>1978.0</td>\n",
       "      <td>2</td>\n",
       "      <td>500</td>\n",
       "      <td>349</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>1458</td>\n",
       "      <td>70</td>\n",
       "      <td>66.0</td>\n",
       "      <td>9042</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>1941</td>\n",
       "      <td>2006</td>\n",
       "      <td>0.0</td>\n",
       "      <td>275</td>\n",
       "      <td>0</td>\n",
       "      <td>877</td>\n",
       "      <td>1152</td>\n",
       "      <td>1188</td>\n",
       "      <td>1152</td>\n",
       "      <td>0</td>\n",
       "      <td>2340</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>1941.0</td>\n",
       "      <td>1</td>\n",
       "      <td>252</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2500</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>1459</td>\n",
       "      <td>20</td>\n",
       "      <td>68.0</td>\n",
       "      <td>9717</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1950</td>\n",
       "      <td>1996</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49</td>\n",
       "      <td>1029</td>\n",
       "      <td>0</td>\n",
       "      <td>1078</td>\n",
       "      <td>1078</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1078</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>1</td>\n",
       "      <td>240</td>\n",
       "      <td>366</td>\n",
       "      <td>0</td>\n",
       "      <td>112</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>1460</td>\n",
       "      <td>20</td>\n",
       "      <td>75.0</td>\n",
       "      <td>9937</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1965</td>\n",
       "      <td>1965</td>\n",
       "      <td>0.0</td>\n",
       "      <td>830</td>\n",
       "      <td>290</td>\n",
       "      <td>136</td>\n",
       "      <td>1256</td>\n",
       "      <td>1256</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1256</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>1</td>\n",
       "      <td>276</td>\n",
       "      <td>736</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1460 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Id  MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  \\\n",
       "0        1          60         65.0     8450            7            5   \n",
       "1        2          20         80.0     9600            6            8   \n",
       "2        3          60         68.0    11250            7            5   \n",
       "3        4          70         60.0     9550            7            5   \n",
       "4        5          60         84.0    14260            8            5   \n",
       "...    ...         ...          ...      ...          ...          ...   \n",
       "1455  1456          60         62.0     7917            6            5   \n",
       "1456  1457          20         85.0    13175            6            6   \n",
       "1457  1458          70         66.0     9042            7            9   \n",
       "1458  1459          20         68.0     9717            5            6   \n",
       "1459  1460          20         75.0     9937            5            6   \n",
       "\n",
       "      YearBuilt  YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  \\\n",
       "0          2003          2003       196.0         706           0        150   \n",
       "1          1976          1976         0.0         978           0        284   \n",
       "2          2001          2002       162.0         486           0        434   \n",
       "3          1915          1970         0.0         216           0        540   \n",
       "4          2000          2000       350.0         655           0        490   \n",
       "...         ...           ...         ...         ...         ...        ...   \n",
       "1455       1999          2000         0.0           0           0        953   \n",
       "1456       1978          1988       119.0         790         163        589   \n",
       "1457       1941          2006         0.0         275           0        877   \n",
       "1458       1950          1996         0.0          49        1029          0   \n",
       "1459       1965          1965         0.0         830         290        136   \n",
       "\n",
       "      TotalBsmtSF  1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  \\\n",
       "0             856       856       854             0       1710             1   \n",
       "1            1262      1262         0             0       1262             0   \n",
       "2             920       920       866             0       1786             1   \n",
       "3             756       961       756             0       1717             1   \n",
       "4            1145      1145      1053             0       2198             1   \n",
       "...           ...       ...       ...           ...        ...           ...   \n",
       "1455          953       953       694             0       1647             0   \n",
       "1456         1542      2073         0             0       2073             1   \n",
       "1457         1152      1188      1152             0       2340             0   \n",
       "1458         1078      1078         0             0       1078             1   \n",
       "1459         1256      1256         0             0       1256             1   \n",
       "\n",
       "      BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  \\\n",
       "0                0         2         1             3             1   \n",
       "1                1         2         0             3             1   \n",
       "2                0         2         1             3             1   \n",
       "3                0         1         0             3             1   \n",
       "4                0         2         1             4             1   \n",
       "...            ...       ...       ...           ...           ...   \n",
       "1455             0         2         1             3             1   \n",
       "1456             0         2         0             3             1   \n",
       "1457             0         2         0             4             1   \n",
       "1458             0         1         0             2             1   \n",
       "1459             0         1         1             3             1   \n",
       "\n",
       "      TotRmsAbvGrd  Fireplaces  GarageYrBlt  GarageCars  GarageArea  \\\n",
       "0                8           0       2003.0           2         548   \n",
       "1                6           1       1976.0           2         460   \n",
       "2                6           1       2001.0           2         608   \n",
       "3                7           1       1998.0           3         642   \n",
       "4                9           1       2000.0           3         836   \n",
       "...            ...         ...          ...         ...         ...   \n",
       "1455             7           1       1999.0           2         460   \n",
       "1456             7           2       1978.0           2         500   \n",
       "1457             9           2       1941.0           1         252   \n",
       "1458             5           0       1950.0           1         240   \n",
       "1459             6           0       1965.0           1         276   \n",
       "\n",
       "      WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  \\\n",
       "0              0           61              0          0            0   \n",
       "1            298            0              0          0            0   \n",
       "2              0           42              0          0            0   \n",
       "3              0           35            272          0            0   \n",
       "4            192           84              0          0            0   \n",
       "...          ...          ...            ...        ...          ...   \n",
       "1455           0           40              0          0            0   \n",
       "1456         349            0              0          0            0   \n",
       "1457           0           60              0          0            0   \n",
       "1458         366            0            112          0            0   \n",
       "1459         736           68              0          0            0   \n",
       "\n",
       "      PoolArea  MiscVal  MoSold  YrSold  \n",
       "0            0        0       2    2008  \n",
       "1            0        0       5    2007  \n",
       "2            0        0       9    2008  \n",
       "3            0        0       2    2006  \n",
       "4            0        0      12    2008  \n",
       "...        ...      ...     ...     ...  \n",
       "1455         0        0       8    2007  \n",
       "1456         0        0       2    2010  \n",
       "1457         0     2500       5    2010  \n",
       "1458         0        0       4    2010  \n",
       "1459         0        0       6    2008  \n",
       "\n",
       "[1460 rows x 37 columns]"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#separate the columns that are numeric\n",
    "h=x_data.select_dtypes(include=np.number)\n",
    "num=h.columns.to_list()\n",
    "numeric=x_data[num]\n",
    "numeric"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "a08ad054",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-128-59bed0a712b6>:2: DeprecationWarning: `np.object` is a deprecated alias for the builtin `object`. To silence this warning, use `object` by itself. Doing this will not modify any behavior and is safe. \n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  j=x_data.select_dtypes(include=np.object)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>MSZoning</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>Functional</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Grvl</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>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>Unf</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Typ</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>RFn</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>Gd</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Shed</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Grvl</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>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</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>Unf</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>TA</td>\n",
       "      <td>Typ</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>RFn</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>Gd</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Shed</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  MSZoning Street Alley LotShape LandContour Utilities LotConfig LandSlope  \\\n",
       "0       RL   Pave  Grvl      Reg         Lvl    AllPub    Inside       Gtl   \n",
       "1       RL   Pave  Grvl      Reg         Lvl    AllPub       FR2       Gtl   \n",
       "\n",
       "  Neighborhood Condition1 Condition2 BldgType HouseStyle RoofStyle RoofMatl  \\\n",
       "0      CollgCr       Norm       Norm     1Fam     2Story     Gable  CompShg   \n",
       "1      Veenker      Feedr       Norm     1Fam     1Story     Gable  CompShg   \n",
       "\n",
       "  Exterior1st Exterior2nd MasVnrType ExterQual ExterCond Foundation BsmtQual  \\\n",
       "0     VinylSd     VinylSd    BrkFace        Gd        TA      PConc       Gd   \n",
       "1     MetalSd     MetalSd       None        TA        TA     CBlock       Gd   \n",
       "\n",
       "  BsmtCond BsmtExposure BsmtFinType1 BsmtFinType2 Heating HeatingQC  \\\n",
       "0       TA           No          GLQ          Unf    GasA        Ex   \n",
       "1       TA           Gd          ALQ          Unf    GasA        Ex   \n",
       "\n",
       "  CentralAir Electrical KitchenQual Functional FireplaceQu GarageType  \\\n",
       "0          Y      SBrkr          Gd        Typ          Gd     Attchd   \n",
       "1          Y      SBrkr          TA        Typ          TA     Attchd   \n",
       "\n",
       "  GarageFinish GarageQual GarageCond PavedDrive PoolQC  Fence MiscFeature  \\\n",
       "0          RFn         TA         TA          Y     Gd  MnPrv        Shed   \n",
       "1          RFn         TA         TA          Y     Gd  MnPrv        Shed   \n",
       "\n",
       "  SaleType SaleCondition  \n",
       "0       WD        Normal  \n",
       "1       WD        Normal  "
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#separate the non numeric columns\n",
    "j=x_data.select_dtypes(include=np.object)\n",
    "nonum=j.columns.to_list()\n",
    "non_numeric=x_data[nonum]\n",
    "non_numeric.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "bd481abf",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import preprocessing\n",
    "# X = df.iloc[:,:-1].values\n",
    "# Y = df.iloc[:, 80].values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "5532cc26",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-130-e8382b9992df>:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\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",
      "  non_numeric[i]=label_encoder.fit_transform(non_numeric[i])\n"
     ]
    },
    {
     "data": {
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      ],
      "text/plain": [
       "   MSZoning  Street  Alley  LotShape  LandContour  Utilities  LotConfig  \\\n",
       "0         3       1      0         3            3          0          4   \n",
       "1         3       1      0         3            3          0          2   \n",
       "2         3       1      0         0            3          0          4   \n",
       "3         3       1      0         0            3          0          0   \n",
       "4         3       1      0         0            3          0          2   \n",
       "\n",
       "   LandSlope  Neighborhood  Condition1  Condition2  BldgType  HouseStyle  \\\n",
       "0          0             5           2           2         0           5   \n",
       "1          0            24           1           2         0           2   \n",
       "2          0             5           2           2         0           5   \n",
       "3          0             6           2           2         0           5   \n",
       "4          0            15           2           2         0           5   \n",
       "\n",
       "   RoofStyle  RoofMatl  Exterior1st  Exterior2nd  MasVnrType  ExterQual  \\\n",
       "0          1         1           12           13           1          2   \n",
       "1          1         1            8            8           2          3   \n",
       "2          1         1           12           13           1          2   \n",
       "3          1         1           13           15           2          3   \n",
       "4          1         1           12           13           1          2   \n",
       "\n",
       "   ExterCond  Foundation  BsmtQual  BsmtCond  BsmtExposure  BsmtFinType1  \\\n",
       "0          4           2         2         3             3             2   \n",
       "1          4           1         2         3             1             0   \n",
       "2          4           2         2         3             2             2   \n",
       "3          4           0         3         1             3             0   \n",
       "4          4           2         2         3             0             2   \n",
       "\n",
       "   BsmtFinType2  Heating  HeatingQC  CentralAir  Electrical  KitchenQual  \\\n",
       "0             5        1          0           1           4            2   \n",
       "1             5        1          0           1           4            3   \n",
       "2             5        1          0           1           4            2   \n",
       "3             5        1          2           1           4            2   \n",
       "4             5        1          0           1           4            2   \n",
       "\n",
       "   Functional  FireplaceQu  GarageType  GarageFinish  GarageQual  GarageCond  \\\n",
       "0           6            2           1             1           4           4   \n",
       "1           6            4           1             1           4           4   \n",
       "2           6            4           1             1           4           4   \n",
       "3           6            2           5             2           4           4   \n",
       "4           6            4           1             1           4           4   \n",
       "\n",
       "   PavedDrive  PoolQC  Fence  MiscFeature  SaleType  SaleCondition  \n",
       "0           2       2      2            2         8              4  \n",
       "1           2       2      2            2         8              4  \n",
       "2           2       2      2            2         8              4  \n",
       "3           2       2      2            2         8              0  \n",
       "4           2       2      2            2         8              4  "
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#encode the categorical columns \n",
    "from sklearn import preprocessing \n",
    "label_encoder=preprocessing.LabelEncoder()\n",
    "\n",
    "pn=non_numeric.columns\n",
    "for i in pn:\n",
    "     non_numeric[i]=label_encoder.fit_transform(non_numeric[i])\n",
    "non_numeric.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "edbcdf3a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</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>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>Functional</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\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</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>856</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>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>2</td>\n",
       "      <td>548</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>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\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</td>\n",
       "      <td>0</td>\n",
       "      <td>284</td>\n",
       "      <td>1262</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>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>2</td>\n",
       "      <td>460</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>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\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</td>\n",
       "      <td>0</td>\n",
       "      <td>434</td>\n",
       "      <td>920</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>6</td>\n",
       "      <td>1</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>2</td>\n",
       "      <td>608</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>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\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</td>\n",
       "      <td>0</td>\n",
       "      <td>540</td>\n",
       "      <td>756</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>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>3</td>\n",
       "      <td>642</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>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\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</td>\n",
       "      <td>0</td>\n",
       "      <td>490</td>\n",
       "      <td>1145</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>9</td>\n",
       "      <td>1</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>3</td>\n",
       "      <td>836</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>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>1456</td>\n",
       "      <td>60</td>\n",
       "      <td>62.0</td>\n",
       "      <td>7917</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1999</td>\n",
       "      <td>2000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>953</td>\n",
       "      <td>953</td>\n",
       "      <td>953</td>\n",
       "      <td>694</td>\n",
       "      <td>0</td>\n",
       "      <td>1647</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>2</td>\n",
       "      <td>460</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>8</td>\n",
       "      <td>2007</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>1457</td>\n",
       "      <td>20</td>\n",
       "      <td>85.0</td>\n",
       "      <td>13175</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1978</td>\n",
       "      <td>1988</td>\n",
       "      <td>119.0</td>\n",
       "      <td>790</td>\n",
       "      <td>163</td>\n",
       "      <td>589</td>\n",
       "      <td>1542</td>\n",
       "      <td>2073</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2073</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>1978.0</td>\n",
       "      <td>2</td>\n",
       "      <td>500</td>\n",
       "      <td>349</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2010</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>1458</td>\n",
       "      <td>70</td>\n",
       "      <td>66.0</td>\n",
       "      <td>9042</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>1941</td>\n",
       "      <td>2006</td>\n",
       "      <td>0.0</td>\n",
       "      <td>275</td>\n",
       "      <td>0</td>\n",
       "      <td>877</td>\n",
       "      <td>1152</td>\n",
       "      <td>1188</td>\n",
       "      <td>1152</td>\n",
       "      <td>0</td>\n",
       "      <td>2340</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>1941.0</td>\n",
       "      <td>1</td>\n",
       "      <td>252</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2500</td>\n",
       "      <td>5</td>\n",
       "      <td>2010</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>1459</td>\n",
       "      <td>20</td>\n",
       "      <td>68.0</td>\n",
       "      <td>9717</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1950</td>\n",
       "      <td>1996</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49</td>\n",
       "      <td>1029</td>\n",
       "      <td>0</td>\n",
       "      <td>1078</td>\n",
       "      <td>1078</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1078</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>1</td>\n",
       "      <td>240</td>\n",
       "      <td>366</td>\n",
       "      <td>0</td>\n",
       "      <td>112</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2010</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>1460</td>\n",
       "      <td>20</td>\n",
       "      <td>75.0</td>\n",
       "      <td>9937</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1965</td>\n",
       "      <td>1965</td>\n",
       "      <td>0.0</td>\n",
       "      <td>830</td>\n",
       "      <td>290</td>\n",
       "      <td>136</td>\n",
       "      <td>1256</td>\n",
       "      <td>1256</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1256</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1965.0</td>\n",
       "      <td>1</td>\n",
       "      <td>276</td>\n",
       "      <td>736</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2008</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1460 rows × 80 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Id  MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  \\\n",
       "0        1          60         65.0     8450            7            5   \n",
       "1        2          20         80.0     9600            6            8   \n",
       "2        3          60         68.0    11250            7            5   \n",
       "3        4          70         60.0     9550            7            5   \n",
       "4        5          60         84.0    14260            8            5   \n",
       "...    ...         ...          ...      ...          ...          ...   \n",
       "1455  1456          60         62.0     7917            6            5   \n",
       "1456  1457          20         85.0    13175            6            6   \n",
       "1457  1458          70         66.0     9042            7            9   \n",
       "1458  1459          20         68.0     9717            5            6   \n",
       "1459  1460          20         75.0     9937            5            6   \n",
       "\n",
       "      YearBuilt  YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  \\\n",
       "0          2003          2003       196.0         706           0        150   \n",
       "1          1976          1976         0.0         978           0        284   \n",
       "2          2001          2002       162.0         486           0        434   \n",
       "3          1915          1970         0.0         216           0        540   \n",
       "4          2000          2000       350.0         655           0        490   \n",
       "...         ...           ...         ...         ...         ...        ...   \n",
       "1455       1999          2000         0.0           0           0        953   \n",
       "1456       1978          1988       119.0         790         163        589   \n",
       "1457       1941          2006         0.0         275           0        877   \n",
       "1458       1950          1996         0.0          49        1029          0   \n",
       "1459       1965          1965         0.0         830         290        136   \n",
       "\n",
       "      TotalBsmtSF  1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  \\\n",
       "0             856       856       854             0       1710             1   \n",
       "1            1262      1262         0             0       1262             0   \n",
       "2             920       920       866             0       1786             1   \n",
       "3             756       961       756             0       1717             1   \n",
       "4            1145      1145      1053             0       2198             1   \n",
       "...           ...       ...       ...           ...        ...           ...   \n",
       "1455          953       953       694             0       1647             0   \n",
       "1456         1542      2073         0             0       2073             1   \n",
       "1457         1152      1188      1152             0       2340             0   \n",
       "1458         1078      1078         0             0       1078             1   \n",
       "1459         1256      1256         0             0       1256             1   \n",
       "\n",
       "      BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  \\\n",
       "0                0         2         1             3             1   \n",
       "1                1         2         0             3             1   \n",
       "2                0         2         1             3             1   \n",
       "3                0         1         0             3             1   \n",
       "4                0         2         1             4             1   \n",
       "...            ...       ...       ...           ...           ...   \n",
       "1455             0         2         1             3             1   \n",
       "1456             0         2         0             3             1   \n",
       "1457             0         2         0             4             1   \n",
       "1458             0         1         0             2             1   \n",
       "1459             0         1         1             3             1   \n",
       "\n",
       "      TotRmsAbvGrd  Fireplaces  GarageYrBlt  GarageCars  GarageArea  \\\n",
       "0                8           0       2003.0           2         548   \n",
       "1                6           1       1976.0           2         460   \n",
       "2                6           1       2001.0           2         608   \n",
       "3                7           1       1998.0           3         642   \n",
       "4                9           1       2000.0           3         836   \n",
       "...            ...         ...          ...         ...         ...   \n",
       "1455             7           1       1999.0           2         460   \n",
       "1456             7           2       1978.0           2         500   \n",
       "1457             9           2       1941.0           1         252   \n",
       "1458             5           0       1950.0           1         240   \n",
       "1459             6           0       1965.0           1         276   \n",
       "\n",
       "      WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  ScreenPorch  \\\n",
       "0              0           61              0          0            0   \n",
       "1            298            0              0          0            0   \n",
       "2              0           42              0          0            0   \n",
       "3              0           35            272          0            0   \n",
       "4            192           84              0          0            0   \n",
       "...          ...          ...            ...        ...          ...   \n",
       "1455           0           40              0          0            0   \n",
       "1456         349            0              0          0            0   \n",
       "1457           0           60              0          0            0   \n",
       "1458         366            0            112          0            0   \n",
       "1459         736           68              0          0            0   \n",
       "\n",
       "      PoolArea  MiscVal  MoSold  YrSold  MSZoning  Street  Alley  LotShape  \\\n",
       "0            0        0       2    2008         3       1      0         3   \n",
       "1            0        0       5    2007         3       1      0         3   \n",
       "2            0        0       9    2008         3       1      0         0   \n",
       "3            0        0       2    2006         3       1      0         0   \n",
       "4            0        0      12    2008         3       1      0         0   \n",
       "...        ...      ...     ...     ...       ...     ...    ...       ...   \n",
       "1455         0        0       8    2007         3       1      0         3   \n",
       "1456         0        0       2    2010         3       1      0         3   \n",
       "1457         0     2500       5    2010         3       1      0         3   \n",
       "1458         0        0       4    2010         3       1      0         3   \n",
       "1459         0        0       6    2008         3       1      0         3   \n",
       "\n",
       "      LandContour  Utilities  LotConfig  LandSlope  Neighborhood  Condition1  \\\n",
       "0               3          0          4          0             5           2   \n",
       "1               3          0          2          0            24           1   \n",
       "2               3          0          4          0             5           2   \n",
       "3               3          0          0          0             6           2   \n",
       "4               3          0          2          0            15           2   \n",
       "...           ...        ...        ...        ...           ...         ...   \n",
       "1455            3          0          4          0             8           2   \n",
       "1456            3          0          4          0            14           2   \n",
       "1457            3          0          4          0             6           2   \n",
       "1458            3          0          4          0            12           2   \n",
       "1459            3          0          4          0             7           2   \n",
       "\n",
       "      Condition2  BldgType  HouseStyle  RoofStyle  RoofMatl  Exterior1st  \\\n",
       "0              2         0           5          1         1           12   \n",
       "1              2         0           2          1         1            8   \n",
       "2              2         0           5          1         1           12   \n",
       "3              2         0           5          1         1           13   \n",
       "4              2         0           5          1         1           12   \n",
       "...          ...       ...         ...        ...       ...          ...   \n",
       "1455           2         0           5          1         1           12   \n",
       "1456           2         0           2          1         1            9   \n",
       "1457           2         0           5          1         1            5   \n",
       "1458           2         0           2          3         1            8   \n",
       "1459           2         0           2          1         1            6   \n",
       "\n",
       "      Exterior2nd  MasVnrType  ExterQual  ExterCond  Foundation  BsmtQual  \\\n",
       "0              13           1          2          4           2         2   \n",
       "1               8           2          3          4           1         2   \n",
       "2              13           1          2          4           2         2   \n",
       "3              15           2          3          4           0         3   \n",
       "4              13           1          2          4           2         2   \n",
       "...           ...         ...        ...        ...         ...       ...   \n",
       "1455           13           2          3          4           2         2   \n",
       "1456           10           3          3          4           1         2   \n",
       "1457            5           2          0          2           4         3   \n",
       "1458            8           2          3          4           1         3   \n",
       "1459            6           2          2          4           1         3   \n",
       "\n",
       "      BsmtCond  BsmtExposure  BsmtFinType1  BsmtFinType2  Heating  HeatingQC  \\\n",
       "0            3             3             2             5        1          0   \n",
       "1            3             1             0             5        1          0   \n",
       "2            3             2             2             5        1          0   \n",
       "3            1             3             0             5        1          2   \n",
       "4            3             0             2             5        1          0   \n",
       "...        ...           ...           ...           ...      ...        ...   \n",
       "1455         3             3             5             5        1          0   \n",
       "1456         3             3             0             4        1          4   \n",
       "1457         1             3             2             5        1          0   \n",
       "1458         3             2             2             4        1          2   \n",
       "1459         3             3             1             3        1          2   \n",
       "\n",
       "      CentralAir  Electrical  KitchenQual  Functional  FireplaceQu  \\\n",
       "0              1           4            2           6            2   \n",
       "1              1           4            3           6            4   \n",
       "2              1           4            2           6            4   \n",
       "3              1           4            2           6            2   \n",
       "4              1           4            2           6            4   \n",
       "...          ...         ...          ...         ...          ...   \n",
       "1455           1           4            3           6            4   \n",
       "1456           1           4            3           2            4   \n",
       "1457           1           4            2           6            2   \n",
       "1458           1           0            2           6            2   \n",
       "1459           1           4            3           6            2   \n",
       "\n",
       "      GarageType  GarageFinish  GarageQual  GarageCond  PavedDrive  PoolQC  \\\n",
       "0              1             1           4           4           2       2   \n",
       "1              1             1           4           4           2       2   \n",
       "2              1             1           4           4           2       2   \n",
       "3              5             2           4           4           2       2   \n",
       "4              1             1           4           4           2       2   \n",
       "...          ...           ...         ...         ...         ...     ...   \n",
       "1455           1             1           4           4           2       2   \n",
       "1456           1             2           4           4           2       2   \n",
       "1457           1             1           4           4           2       2   \n",
       "1458           1             2           4           4           2       2   \n",
       "1459           1             0           4           4           2       2   \n",
       "\n",
       "      Fence  MiscFeature  SaleType  SaleCondition  \n",
       "0         2            2         8              4  \n",
       "1         2            2         8              4  \n",
       "2         2            2         8              4  \n",
       "3         2            2         8              0  \n",
       "4         2            2         8              4  \n",
       "...     ...          ...       ...            ...  \n",
       "1455      2            2         8              4  \n",
       "1456      2            2         8              4  \n",
       "1457      0            2         8              4  \n",
       "1458      2            2         8              4  \n",
       "1459      2            2         8              4  \n",
       "\n",
       "[1460 rows x 80 columns]"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#concat the numeric and categorical columns\n",
    "concat_data=pd.concat([numeric,non_numeric],axis=1)\n",
    "concat_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "9afe3362",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn import metrics\n",
    "\n",
    "#split the data into train and test\n",
    "# X_train, X_test, y_train, y_test=train_test_split(concat_data, m ,test_size=0.29, random_state = 4)\n",
    "# X_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "224c1747",
   "metadata": {},
   "outputs": [],
   "source": [
    "#fitting multiple linear regression to the training set\n",
    "lr=LinearRegression()\n",
    "# linear= lr.fit(X_train,y_train)\n",
    "# met=lr.score(X_train,y_train)\n",
    "# met"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "2031e121",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "847"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#predicting the test set result\n",
    "\n",
    "                   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "68289b9c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-2.09506575e+01 -4.72204519e+01 -6.33275685e+01  5.81169597e-01\n",
      "  3.10697144e+03  4.71020066e+03  2.66324115e+02 -7.20825025e+01\n",
      "  1.01699134e+01  7.65457668e+00  3.15789824e+00  2.00906622e+00\n",
      "  1.28215409e+01  7.75587926e+00  1.88411868e+01 -1.47343276e+01\n",
      "  1.18627384e+01  9.58976257e+02 -5.17025521e+02  2.05837874e+03\n",
      " -3.77273236e+03 -6.93380644e+03 -1.81014167e+04  6.10717127e+03\n",
      "  2.42579164e+03 -4.30573690e+01  1.38664999e+02  6.27933160e+00\n",
      "  2.97961629e+00 -1.70428070e+01 -4.82750963e+00  1.56596530e+01\n",
      "  4.97259073e+01  1.69526524e+02 -2.01728537e+00  7.13401408e+02\n",
      " -2.95472999e+03 -1.69259061e+01 -1.94824700e+03 -2.40602331e+03\n",
      "  5.43678999e+02  1.77462119e+03 -2.96718515e+04 -5.63298962e+01\n",
      " -1.39790334e+03  3.44115662e+02 -1.08797306e+03 -5.65982342e+03\n",
      " -9.57491436e+02 -3.62260789e+02  9.63008203e+02  2.45687807e+03\n",
      " -4.74996846e+02  1.43767062e+02  6.22610172e+03 -7.30419293e+03\n",
      "  1.81415407e+03  5.79618585e+02 -1.23495246e+03  2.30193862e+02\n",
      " -2.00779998e+03  4.46106729e+02  4.35883777e+01 -6.68045484e+03\n",
      " -1.20184311e+02 -5.98543842e+03  1.42906430e+03 -1.78232592e+03\n",
      "  2.73865761e+03  1.23420535e+02 -1.74477161e+02 -1.11080980e+03\n",
      " -2.76820769e+03  2.89657618e+03 -3.79016430e+03 -1.93982622e+05\n",
      " -8.06879611e+02 -6.29613483e+03 -1.03805804e+03  1.16521790e+03]\n"
     ]
    }
   ],
   "source": [
    "#Calculating the coefficients\n",
    "print(lr.coef_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "3c8d7229",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5751526.688290222\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "a5b86191",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3514014413050832"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculating the R squared value\n",
    "from sklearn.metrics import r2_score\n",
    "r2_score(y_test, ypred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "22fab77f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-133-a3a13111e217>:6: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n",
      "  new_array = np.array(array_val)\n",
      "<ipython-input-133-a3a13111e217>:39: DeprecationWarning: `np.object` is a deprecated alias for the builtin `object`. To silence this warning, use `object` by itself. Doing this will not modify any behavior and is safe. \n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  jim=df1.select_dtypes(include=np.object)\n",
      "<ipython-input-133-a3a13111e217>:48: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\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",
      "  catego[i]=label_encoder.fit_transform(catego[i])\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>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>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>Functional</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1461</td>\n",
       "      <td>20</td>\n",
       "      <td>80.0</td>\n",
       "      <td>11622</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1961</td>\n",
       "      <td>1961</td>\n",
       "      <td>0.0</td>\n",
       "      <td>468.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>882.0</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>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>730.0</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>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1462</td>\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>1958.0</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>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Id  MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  \\\n",
       "0  1461          20         80.0    11622            5            6   \n",
       "1  1462          20         81.0    14267            6            6   \n",
       "\n",
       "   YearBuilt  YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  \\\n",
       "0       1961          1961         0.0       468.0       144.0      270.0   \n",
       "1       1958          1958       108.0       923.0         0.0      406.0   \n",
       "\n",
       "   TotalBsmtSF  1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  \\\n",
       "0        882.0       896         0             0        896           0.0   \n",
       "1       1329.0      1329         0             0       1329           0.0   \n",
       "\n",
       "   BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  TotRmsAbvGrd  \\\n",
       "0           0.0         1         0             2             1             5   \n",
       "1           0.0         1         1             3             1             6   \n",
       "\n",
       "   Fireplaces  GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  \\\n",
       "0           0       1961.0         1.0       730.0         140            0   \n",
       "1           0       1958.0         1.0       312.0         393           36   \n",
       "\n",
       "   EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal  MoSold  YrSold  \\\n",
       "0              0          0          120         0        0       6    2010   \n",
       "1              0          0            0         0    12500       6    2010   \n",
       "\n",
       "   MSZoning  Street  Alley  LotShape  LandContour  Utilities  LotConfig  \\\n",
       "0         2       1      0         3            3          0          4   \n",
       "1         3       1      0         0            3          0          0   \n",
       "\n",
       "   LandSlope  Neighborhood  Condition1  Condition2  BldgType  HouseStyle  \\\n",
       "0          0            12           1           2         0           2   \n",
       "1          0            12           2           2         0           2   \n",
       "\n",
       "   RoofStyle  RoofMatl  Exterior1st  Exterior2nd  MasVnrType  ExterQual  \\\n",
       "0          1         0           10           12           2          3   \n",
       "1          3         0           11           13           1          3   \n",
       "\n",
       "   ExterCond  Foundation  BsmtQual  BsmtCond  BsmtExposure  BsmtFinType1  \\\n",
       "0          4           1         3         3             3             4   \n",
       "1          4           1         3         3             3             0   \n",
       "\n",
       "   BsmtFinType2  Heating  HeatingQC  CentralAir  Electrical  KitchenQual  \\\n",
       "0             3        0          4           1           3            3   \n",
       "1             5        0          4           1           3            2   \n",
       "\n",
       "   Functional  FireplaceQu  GarageType  GarageFinish  GarageQual  GarageCond  \\\n",
       "0           6            2           1             2           3           4   \n",
       "1           6            2           1             2           3           4   \n",
       "\n",
       "   PavedDrive  PoolQC  Fence  MiscFeature  SaleType  SaleCondition  \n",
       "0           2       0      2            2         8              4  \n",
       "1           2       0      2            0         8              4  "
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = df1.columns\n",
    "array_val =[]\n",
    "for i in a:\n",
    "    modal_val = df1[i].mode()\n",
    "    array_val.append(modal_val)\n",
    "new_array = np.array(array_val)\n",
    "array_new_val = [l[0] for l in new_array]\n",
    "modal_array_values = np.array(array_new_val)\n",
    "dict_missing = dict(zip(a, modal_array_values))\n",
    "for l, k in dict_missing.items():\n",
    "    df1[l] = df1[l].fillna(k)\n",
    "\n",
    "df1\n",
    "\n",
    "df1['LotFrontage']=pd.to_numeric(df1['LotFrontage'])\n",
    "df1['GarageYrBlt']=pd.to_numeric(df1['GarageYrBlt'])\n",
    "df1['MasVnrArea']=pd.to_numeric(df1['MasVnrArea'])\n",
    "df1['BsmtFinSF1']=pd.to_numeric(df1['BsmtFinSF1'])\n",
    "df1['BsmtFinSF2']=pd.to_numeric(df1['BsmtFinSF2'])\n",
    "df1['BsmtUnfSF']=pd.to_numeric(df1['BsmtUnfSF'])\n",
    "df1['TotalBsmtSF']=pd.to_numeric(df1['TotalBsmtSF'])\n",
    "df1['BsmtFullBath']=pd.to_numeric(df1['BsmtFullBath'])\n",
    "df1['BsmtHalfBath']=pd.to_numeric(df1['BsmtHalfBath'])\n",
    "df1['GarageCars']=pd.to_numeric(df1['GarageCars'])\n",
    "df1['GarageArea']=pd.to_numeric(df1['GarageArea'])\n",
    "\n",
    "#take out the column to be predicted\n",
    "# nim=df1.columns\n",
    "# xcoil=nim[:80]\n",
    "# xidata=df1[xcoil]\n",
    "#m = h_data['SalePrice']\n",
    "\n",
    "#separate the columns that are numeric\n",
    "hin=df1.select_dtypes(include=np.number)\n",
    "numi=hin.columns.to_list() # converts to an array\n",
    "numerici=df1[numi]\n",
    "\n",
    "#separate the non numeric columns\n",
    "jim=df1.select_dtypes(include=np.object)\n",
    "no_num=jim.columns.to_list()\n",
    "catego =df1[nonum]\n",
    "\n",
    "#encode the categorical columns \n",
    "label_encoder=preprocessing.LabelEncoder()\n",
    "\n",
    "pin =catego.columns\n",
    "for i in pin:\n",
    "     catego[i]=label_encoder.fit_transform(catego[i])\n",
    "catego\n",
    "\n",
    "data2 =pd.concat([numerici,catego],axis=1)\n",
    "data2.head(2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "81d40455",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-140-3df512085807>:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\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",
      "  submission['SalePrice'] = predictions\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1461</td>\n",
       "      <td>342341.599252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1462</td>\n",
       "      <td>393283.886147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1463</td>\n",
       "      <td>401650.933489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1464</td>\n",
       "      <td>420255.824603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1465</td>\n",
       "      <td>421764.571737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>2915</td>\n",
       "      <td>305939.864825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>2916</td>\n",
       "      <td>291992.809377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>2917</td>\n",
       "      <td>374978.266031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>2918</td>\n",
       "      <td>350039.845586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>2919</td>\n",
       "      <td>473497.732020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1459 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Id      SalePrice\n",
       "0     1461  342341.599252\n",
       "1     1462  393283.886147\n",
       "2     1463  401650.933489\n",
       "3     1464  420255.824603\n",
       "4     1465  421764.571737\n",
       "...    ...            ...\n",
       "1454  2915  305939.864825\n",
       "1455  2916  291992.809377\n",
       "1456  2917  374978.266031\n",
       "1457  2918  350039.845586\n",
       "1458  2919  473497.732020\n",
       "\n",
       "[1459 rows x 2 columns]"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train = concat_data\n",
    "X_test = data2\n",
    "y_train = df['SalePrice']\n",
    "model = LinearRegression()\n",
    "model.fit(X_train,y_train)\n",
    "predictions = model.predict(X_test)\n",
    "len(predictions)\n",
    "submission = df1[['Id']]\n",
    "submission['SalePrice'] = predictions\n",
    "submission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "e85c4ede",
   "metadata": {},
   "outputs": [],
   "source": [
    "submission.to_csv('submission.csv', index = None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "3ecbca17",
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'LinearRegression' object has no attribute 'intercept_'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-137-9eb2cd8a23c6>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[1;31m#Calculating the intercept\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mintercept_\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      3\u001b[0m \u001b[0mypred\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX_test\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mypred\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'LinearRegression' object has no attribute 'intercept_'"
     ]
    }
   ],
   "source": [
    "#Calculating the intercept\n",
    "print(lr.intercept_)\n",
    "ypred = lr.predict(X_test)\n",
    "ypred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d132c87f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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