Feature_Engineering_Project_01.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Understand the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Import all necessary libraries\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>...</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>50</td>\n",
       "      <td>RL</td>\n",
       "      <td>85.0</td>\n",
       "      <td>14115</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MnPrv</td>\n",
       "      <td>Shed</td>\n",
       "      <td>700</td>\n",
       "      <td>10</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>143000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>75.0</td>\n",
       "      <td>10084</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>307000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10382</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Shed</td>\n",
       "      <td>350</td>\n",
       "      <td>11</td>\n",
       "      <td>2009</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>50</td>\n",
       "      <td>RM</td>\n",
       "      <td>51.0</td>\n",
       "      <td>6120</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>129900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>190</td>\n",
       "      <td>RL</td>\n",
       "      <td>50.0</td>\n",
       "      <td>7420</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>118000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 80 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
       "Id                                                                    \n",
       "1           60       RL         65.0     8450   Pave   NaN      Reg   \n",
       "2           20       RL         80.0     9600   Pave   NaN      Reg   \n",
       "3           60       RL         68.0    11250   Pave   NaN      IR1   \n",
       "4           70       RL         60.0     9550   Pave   NaN      IR1   \n",
       "5           60       RL         84.0    14260   Pave   NaN      IR1   \n",
       "6           50       RL         85.0    14115   Pave   NaN      IR1   \n",
       "7           20       RL         75.0    10084   Pave   NaN      Reg   \n",
       "8           60       RL          NaN    10382   Pave   NaN      IR1   \n",
       "9           50       RM         51.0     6120   Pave   NaN      Reg   \n",
       "10         190       RL         50.0     7420   Pave   NaN      Reg   \n",
       "\n",
       "   LandContour Utilities LotConfig  ... PoolArea PoolQC  Fence MiscFeature  \\\n",
       "Id                                  ...                                      \n",
       "1          Lvl    AllPub    Inside  ...        0    NaN    NaN         NaN   \n",
       "2          Lvl    AllPub       FR2  ...        0    NaN    NaN         NaN   \n",
       "3          Lvl    AllPub    Inside  ...        0    NaN    NaN         NaN   \n",
       "4          Lvl    AllPub    Corner  ...        0    NaN    NaN         NaN   \n",
       "5          Lvl    AllPub       FR2  ...        0    NaN    NaN         NaN   \n",
       "6          Lvl    AllPub    Inside  ...        0    NaN  MnPrv        Shed   \n",
       "7          Lvl    AllPub    Inside  ...        0    NaN    NaN         NaN   \n",
       "8          Lvl    AllPub    Corner  ...        0    NaN    NaN        Shed   \n",
       "9          Lvl    AllPub    Inside  ...        0    NaN    NaN         NaN   \n",
       "10         Lvl    AllPub    Corner  ...        0    NaN    NaN         NaN   \n",
       "\n",
       "   MiscVal MoSold  YrSold  SaleType  SaleCondition  SalePrice  \n",
       "Id                                                             \n",
       "1        0      2    2008        WD         Normal     208500  \n",
       "2        0      5    2007        WD         Normal     181500  \n",
       "3        0      9    2008        WD         Normal     223500  \n",
       "4        0      2    2006        WD        Abnorml     140000  \n",
       "5        0     12    2008        WD         Normal     250000  \n",
       "6      700     10    2009        WD         Normal     143000  \n",
       "7        0      8    2007        WD         Normal     307000  \n",
       "8      350     11    2009        WD         Normal     200000  \n",
       "9        0      4    2008        WD        Abnorml     129900  \n",
       "10       0      1    2008        WD         Normal     118000  \n",
       "\n",
       "[10 rows x 80 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#read dataset using pandas\n",
    "df = pd.read_csv('PEP1.csv', index_col=0)\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSSubClass\n",
      "MSZoning\n",
      "LotFrontage\n",
      "LotArea\n",
      "Street\n",
      "Alley\n",
      "LotShape\n",
      "LandContour\n",
      "Utilities\n",
      "LotConfig\n",
      "LandSlope\n",
      "Neighborhood\n",
      "Condition1\n",
      "Condition2\n",
      "BldgType\n",
      "HouseStyle\n",
      "OverallQual\n",
      "OverallCond\n",
      "YearBuilt\n",
      "YearRemodAdd\n",
      "RoofStyle\n",
      "RoofMatl\n",
      "Exterior1st\n",
      "Exterior2nd\n",
      "MasVnrType\n",
      "MasVnrArea\n",
      "ExterQual\n",
      "ExterCond\n",
      "Foundation\n",
      "BsmtQual\n",
      "BsmtCond\n",
      "BsmtExposure\n",
      "BsmtFinType1\n",
      "BsmtFinSF1\n",
      "BsmtFinType2\n",
      "BsmtFinSF2\n",
      "BsmtUnfSF\n",
      "TotalBsmtSF\n",
      "Heating\n",
      "HeatingQC\n",
      "CentralAir\n",
      "Electrical\n",
      "1stFlrSF\n",
      "2ndFlrSF\n",
      "LowQualFinSF\n",
      "GrLivArea\n",
      "BsmtFullBath\n",
      "BsmtHalfBath\n",
      "FullBath\n",
      "HalfBath\n",
      "Bedroom\n",
      "Kitchen\n",
      "KitchenQual\n",
      "TotRmsAbvGrd\n",
      "Functional\n",
      "Fireplaces\n",
      "FireplaceQu\n",
      "GarageType\n",
      "GarageYrBlt\n",
      "GarageFinish\n",
      "GarageCars\n",
      "GarageArea\n",
      "GarageQual\n",
      "GarageCond\n",
      "PavedDrive\n",
      "WoodDeckSF\n",
      "OpenPorchSF\n",
      "EnclosedPorch\n",
      "3SsnPorch\n",
      "ScreenPorch\n",
      "PoolArea\n",
      "PoolQC\n",
      "Fence\n",
      "MiscFeature\n",
      "MiscVal\n",
      "MoSold\n",
      "YrSold\n",
      "SaleType\n",
      "SaleCondition\n",
      "SalePrice\n"
     ]
    }
   ],
   "source": [
    "#see list of coloumns in python\n",
    "for col in df.columns:\n",
    "    print(col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1460, 80)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Print shape of dataset\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1460 entries, 1 to 1460\n",
      "Data columns (total 80 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   MSSubClass     1460 non-null   int64  \n",
      " 1   MSZoning       1460 non-null   object \n",
      " 2   LotFrontage    1201 non-null   float64\n",
      " 3   LotArea        1460 non-null   int64  \n",
      " 4   Street         1460 non-null   object \n",
      " 5   Alley          91 non-null     object \n",
      " 6   LotShape       1460 non-null   object \n",
      " 7   LandContour    1460 non-null   object \n",
      " 8   Utilities      1460 non-null   object \n",
      " 9   LotConfig      1460 non-null   object \n",
      " 10  LandSlope      1460 non-null   object \n",
      " 11  Neighborhood   1460 non-null   object \n",
      " 12  Condition1     1460 non-null   object \n",
      " 13  Condition2     1460 non-null   object \n",
      " 14  BldgType       1460 non-null   object \n",
      " 15  HouseStyle     1460 non-null   object \n",
      " 16  OverallQual    1460 non-null   int64  \n",
      " 17  OverallCond    1460 non-null   int64  \n",
      " 18  YearBuilt      1460 non-null   int64  \n",
      " 19  YearRemodAdd   1460 non-null   int64  \n",
      " 20  RoofStyle      1460 non-null   object \n",
      " 21  RoofMatl       1460 non-null   object \n",
      " 22  Exterior1st    1460 non-null   object \n",
      " 23  Exterior2nd    1460 non-null   object \n",
      " 24  MasVnrType     1452 non-null   object \n",
      " 25  MasVnrArea     1452 non-null   float64\n",
      " 26  ExterQual      1460 non-null   object \n",
      " 27  ExterCond      1460 non-null   object \n",
      " 28  Foundation     1460 non-null   object \n",
      " 29  BsmtQual       1423 non-null   object \n",
      " 30  BsmtCond       1423 non-null   object \n",
      " 31  BsmtExposure   1422 non-null   object \n",
      " 32  BsmtFinType1   1423 non-null   object \n",
      " 33  BsmtFinSF1     1460 non-null   int64  \n",
      " 34  BsmtFinType2   1422 non-null   object \n",
      " 35  BsmtFinSF2     1460 non-null   int64  \n",
      " 36  BsmtUnfSF      1460 non-null   int64  \n",
      " 37  TotalBsmtSF    1460 non-null   int64  \n",
      " 38  Heating        1460 non-null   object \n",
      " 39  HeatingQC      1460 non-null   object \n",
      " 40  CentralAir     1460 non-null   object \n",
      " 41  Electrical     1459 non-null   object \n",
      " 42  1stFlrSF       1460 non-null   int64  \n",
      " 43  2ndFlrSF       1460 non-null   int64  \n",
      " 44  LowQualFinSF   1460 non-null   int64  \n",
      " 45  GrLivArea      1460 non-null   int64  \n",
      " 46  BsmtFullBath   1460 non-null   int64  \n",
      " 47  BsmtHalfBath   1460 non-null   int64  \n",
      " 48  FullBath       1460 non-null   int64  \n",
      " 49  HalfBath       1460 non-null   int64  \n",
      " 50  Bedroom        1460 non-null   int64  \n",
      " 51  Kitchen        1460 non-null   int64  \n",
      " 52  KitchenQual    1460 non-null   object \n",
      " 53  TotRmsAbvGrd   1460 non-null   int64  \n",
      " 54  Functional     1460 non-null   object \n",
      " 55  Fireplaces     1460 non-null   int64  \n",
      " 56  FireplaceQu    770 non-null    object \n",
      " 57  GarageType     1379 non-null   object \n",
      " 58  GarageYrBlt    1379 non-null   float64\n",
      " 59  GarageFinish   1379 non-null   object \n",
      " 60  GarageCars     1460 non-null   int64  \n",
      " 61  GarageArea     1460 non-null   int64  \n",
      " 62  GarageQual     1379 non-null   object \n",
      " 63  GarageCond     1379 non-null   object \n",
      " 64  PavedDrive     1460 non-null   object \n",
      " 65  WoodDeckSF     1460 non-null   int64  \n",
      " 66  OpenPorchSF    1460 non-null   int64  \n",
      " 67  EnclosedPorch  1460 non-null   int64  \n",
      " 68  3SsnPorch      1460 non-null   int64  \n",
      " 69  ScreenPorch    1460 non-null   int64  \n",
      " 70  PoolArea       1460 non-null   int64  \n",
      " 71  PoolQC         7 non-null      object \n",
      " 72  Fence          281 non-null    object \n",
      " 73  MiscFeature    54 non-null     object \n",
      " 74  MiscVal        1460 non-null   int64  \n",
      " 75  MoSold         1460 non-null   int64  \n",
      " 76  YrSold         1460 non-null   int64  \n",
      " 77  SaleType       1460 non-null   object \n",
      " 78  SaleCondition  1460 non-null   object \n",
      " 79  SalePrice      1460 non-null   int64  \n",
      "dtypes: float64(3), int64(34), object(43)\n",
      "memory usage: 923.9+ KB\n"
     ]
    }
   ],
   "source": [
    "#print out columns and see null values\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Identify Variables with null values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MSSubClass         0\n",
       "MSZoning           0\n",
       "LotFrontage      259\n",
       "LotArea            0\n",
       "Street             0\n",
       "                ... \n",
       "MoSold             0\n",
       "YrSold             0\n",
       "SaleType           0\n",
       "SaleCondition      0\n",
       "SalePrice          0\n",
       "Length: 80, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check for null values\n",
    "df.isna().sum() #we see there are some null values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['LotFrontage', 'Alley', 'MasVnrType', 'MasVnrArea', 'BsmtQual',\n",
       "       'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2',\n",
       "       'Electrical', 'FireplaceQu', 'GarageType', 'GarageYrBlt',\n",
       "       'GarageFinish', 'GarageQual', 'GarageCond', 'PoolQC', 'Fence',\n",
       "       'MiscFeature'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns[df.isnull().any()] # we can see which columns have null values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSSubClass         0\n",
      "MSZoning           0\n",
      "LotFrontage      259\n",
      "LotArea            0\n",
      "Street             0\n",
      "                ... \n",
      "MoSold             0\n",
      "YrSold             0\n",
      "SaleType           0\n",
      "SaleCondition      0\n",
      "SalePrice          0\n",
      "Length: 80, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "nan_count = df.isna().sum()\n",
    "print(nan_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 8450  9600 11250 ... 17217 13175  9717]\n",
      "[ 60  20  70  50 190  45  90 120  30  85  80 160  75 180  40]\n"
     ]
    }
   ],
   "source": [
    "#Print unique values\n",
    "print(df['LotArea'].unique())\n",
    "print(df['MSSubClass'].unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Generate a separate dataset for numerical and categorical variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "below are the data types detetced in this dataframe:\n",
      "[dtype('int64') dtype('O') dtype('float64')]\n"
     ]
    }
   ],
   "source": [
    "#Select Numerical and Categorical numbers\n",
    "print(\"below are the data types detetced in this dataframe:\")\n",
    "print(df.dtypes.unique()) #Checks all unique types in dataframe, we see there are int, float, and 0 (or null) values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "37"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Numerical Values in DataFrame (confriming new size of dataset)\n",
    "numerical_feature_columns = list(df._get_numeric_data().columns)\n",
    "numerical_feature_columns\n",
    "len(numerical_feature_columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1460, 37)\n",
      "(1460, 43)\n"
     ]
    }
   ],
   "source": [
    "#Create new dataframe of only Numerical Data\n",
    "df_n = df.select_dtypes(include='number')\n",
    "print(df_n.shape)\n",
    "\n",
    "#Create New dataframe of only Categorical Data\n",
    "df_c = df.select_dtypes(include='object')\n",
    "print(df_c.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Exterior1st', 'Fence', 'CentralAir', 'BsmtCond', 'LandContour', 'Utilities', 'PoolQC', 'MiscFeature', 'KitchenQual', 'BldgType', 'MasVnrType', 'HeatingQC', 'Neighborhood', 'ExterQual', 'GarageType', 'GarageCond', 'SaleType', 'PavedDrive', 'Electrical', 'Condition2', 'FireplaceQu', 'LotShape', 'SaleCondition', 'RoofMatl', 'RoofStyle', 'GarageFinish', 'LotConfig', 'Exterior2nd', 'BsmtQual', 'Heating', 'Street', 'Alley', 'GarageQual', 'Foundation', 'BsmtFinType1', 'BsmtFinType2', 'HouseStyle', 'MSZoning', 'BsmtExposure', 'LandSlope', 'ExterCond', 'Functional', 'Condition1']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "43"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Categorical Features (confriming new dataset has all categorical data\n",
    "categorical_feature_columns = list(set(df.columns) - set(df._get_numeric_data().columns))\n",
    "print(categorical_feature_columns)\n",
    "len(categorical_feature_columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# EDA of numeric values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Removing Missing Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original shape:  (1460, 37)\n",
      "Dropped  0 entries from MSSubClass\n",
      "Dropped  259 entries from LotFrontage\n",
      "Dropped  0 entries from LotArea\n",
      "Dropped  0 entries from OverallQual\n",
      "Dropped  0 entries from OverallCond\n",
      "Dropped  0 entries from YearBuilt\n",
      "Dropped  0 entries from YearRemodAdd\n",
      "Dropped  6 entries from MasVnrArea\n",
      "Dropped  0 entries from BsmtFinSF1\n",
      "Dropped  0 entries from BsmtFinSF2\n",
      "Dropped  0 entries from BsmtUnfSF\n",
      "Dropped  0 entries from TotalBsmtSF\n",
      "Dropped  0 entries from 1stFlrSF\n",
      "Dropped  0 entries from 2ndFlrSF\n",
      "Dropped  0 entries from LowQualFinSF\n",
      "Dropped  0 entries from GrLivArea\n",
      "Dropped  0 entries from BsmtFullBath\n",
      "Dropped  0 entries from BsmtHalfBath\n",
      "Dropped  0 entries from FullBath\n",
      "Dropped  0 entries from HalfBath\n",
      "Dropped  0 entries from Bedroom\n",
      "Dropped  0 entries from Kitchen\n",
      "Dropped  0 entries from TotRmsAbvGrd\n",
      "Dropped  0 entries from Fireplaces\n",
      "Dropped  74 entries from GarageYrBlt\n",
      "Dropped  0 entries from GarageCars\n",
      "Dropped  0 entries from GarageArea\n",
      "Dropped  0 entries from WoodDeckSF\n",
      "Dropped  0 entries from OpenPorchSF\n",
      "Dropped  0 entries from EnclosedPorch\n",
      "Dropped  0 entries from 3SsnPorch\n",
      "Dropped  0 entries from ScreenPorch\n",
      "Dropped  0 entries from PoolArea\n",
      "Dropped  0 entries from MiscVal\n",
      "Dropped  0 entries from MoSold\n",
      "Dropped  0 entries from YrSold\n",
      "Dropped  0 entries from SalePrice\n",
      "New shape:  (1121, 37)\n"
     ]
    }
   ],
   "source": [
    "#For Loop Removing Missing Value Rows\n",
    "print('Original shape: ', df_n.shape)\n",
    "for column in df_n:\n",
    "    percentage_of_missing_values = (df_n[column].isna().sum(axis=0)/df_n.shape[0])*100 #check for percentage of missing values and see if we need to remove the rows\n",
    "    if percentage_of_missing_values <= 30 : #Less than 30% missing values is industry practice\n",
    "        count = df_n[column].isna().sum() #count how many missing values will be removed\n",
    "        df_n = df_n.dropna(subset=[column]) #dropna rows in column\n",
    "        print('Dropped ', count, 'entries from', column) #print process\n",
    "print('New shape: ', df_n.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Saleprice Correlation Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "k = 10 #number of variables for heatmap\n",
    "cols = df_n.corr().nlargest(k, 'SalePrice')['SalePrice'].index\n",
    "cm = df_n[cols].corr()\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.heatmap(cm, annot=True, cmap = 'viridis')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1121, 33)\n"
     ]
    }
   ],
   "source": [
    "#Remove Multi-Correlated Values\n",
    "#We can see from above matrix that \"OverallQual, GrLiv, and Garage cars are highly correlated with salePrice\n",
    "#We need to remove confounding variables, variables that also highly influcecne these other correlated vairables\n",
    "\n",
    "#removing TotRmsAbvGrd, GarageCars, 1stFlrSF and GarageYrBlt\n",
    "\n",
    "df_n = df_n.drop(['TotRmsAbvGrd', 'GarageCars', '1stFlrSF', 'GarageYrBlt'], axis=1)\n",
    "print(df_n.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# new heat map\n",
    "k = 10 #number of variables for heatmap\n",
    "cols = df_n.corr().nlargest(k, 'SalePrice')['SalePrice'].index\n",
    "cm = df_n[cols].corr()\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.heatmap(cm, annot=True, cmap = 'viridis')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true,
    "tags": []
   },
   "source": [
    "Notes:\n",
    "\n",
    "OverallQual, GrLivArea, GarageArea, TotalBsmtSF, and FullBath are the 5 srongest correlated numeric values. However printing FullBath unique values reveal that these are discrete variables. Thus for the purposes of analysis it may be better to analyze YearBuilt instead of fullbath.\n",
    "OverallQual is also a discrete variable, but it is by far the highest correlated variable with SalePrice, as expected."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Skewness and Distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting histograms to detect skewness we are intrested in 5 values, Saleprice, OverallQual, GrLivArea, GarageArea, TotalBsmtSF\n",
    "num_cols = ['TotalBsmtSF', 'GrLivArea', 'SalePrice', 'GarageArea']\n",
    "\n",
    "for i in range(0,len(num_cols),2):\n",
    "        plt.figure(figsize=(10,4))\n",
    "        plt.subplot(121)\n",
    "        sns.histplot(df_n[num_cols[i]], kde=False)\n",
    "        plt.subplot(122)            \n",
    "        sns.histplot(df_n[num_cols[i+1]], kde=False)\n",
    "        plt.tight_layout()\n",
    "        plt.show()\n",
    "sns.histplot(df_n['OverallQual'])\n",
    "plt.show()\n",
    "\n",
    "#We see positevly skewed ToalMsmtSF, GrLivArea, SalePrice, and GarageArea, OverallQual is also slighlty positevly skewed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Kernel Density, better visualize distribution of numerical data\n",
    "num_cols = ['TotalBsmtSF', 'GrLivArea', 'SalePrice', 'GarageArea']\n",
    "for i in range(0,len(num_cols),2):\n",
    "        plt.figure(figsize=(10,4))\n",
    "        plt.subplot(121)\n",
    "        sns.histplot(df_n[num_cols[i]], kde=True)\n",
    "        plt.subplot(122)            \n",
    "        sns.histplot(df_n[num_cols[i+1]], kde=True)\n",
    "        plt.tight_layout()\n",
    "        plt.show()\n",
    "sns.histplot(df_n['OverallQual'], kde=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## PairPlot for distribution and density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 42 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#PairPlot\n",
    "cols = ['SalePrice', 'OverallQual', 'GrLivArea', 'GarageArea', 'TotalBsmtSF', 'YearBuilt']\n",
    "sns.pairplot(df_n[cols])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>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>...</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1121.000000</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>1121.000000</td>\n",
       "      <td>1121.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>56.146298</td>\n",
       "      <td>70.665477</td>\n",
       "      <td>10122.956289</td>\n",
       "      <td>6.212310</td>\n",
       "      <td>5.561106</td>\n",
       "      <td>1972.264942</td>\n",
       "      <td>1985.683318</td>\n",
       "      <td>108.487957</td>\n",
       "      <td>438.399643</td>\n",
       "      <td>44.589652</td>\n",
       "      <td>...</td>\n",
       "      <td>92.610169</td>\n",
       "      <td>46.130241</td>\n",
       "      <td>21.844781</td>\n",
       "      <td>3.348796</td>\n",
       "      <td>16.100803</td>\n",
       "      <td>2.934880</td>\n",
       "      <td>23.429081</td>\n",
       "      <td>6.339875</td>\n",
       "      <td>2007.795718</td>\n",
       "      <td>185506.152542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>41.772684</td>\n",
       "      <td>24.266812</td>\n",
       "      <td>8129.302641</td>\n",
       "      <td>1.380822</td>\n",
       "      <td>1.068236</td>\n",
       "      <td>30.967730</td>\n",
       "      <td>21.025974</td>\n",
       "      <td>189.500966</td>\n",
       "      <td>468.385038</td>\n",
       "      <td>157.828725</td>\n",
       "      <td>...</td>\n",
       "      <td>121.868623</td>\n",
       "      <td>64.390029</td>\n",
       "      <td>61.282083</td>\n",
       "      <td>29.772540</td>\n",
       "      <td>57.801829</td>\n",
       "      <td>40.222087</td>\n",
       "      <td>165.759816</td>\n",
       "      <td>2.687854</td>\n",
       "      <td>1.335043</td>\n",
       "      <td>82999.159004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>20.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>1300.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1880.000000</td>\n",
       "      <td>1950.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2006.000000</td>\n",
       "      <td>35311.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>20.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>7590.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1953.000000</td>\n",
       "      <td>1966.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>2007.000000</td>\n",
       "      <td>131000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>50.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>9416.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1974.000000</td>\n",
       "      <td>1995.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>374.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2008.000000</td>\n",
       "      <td>164900.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>70.000000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>11361.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>2003.000000</td>\n",
       "      <td>2005.000000</td>\n",
       "      <td>170.000000</td>\n",
       "      <td>702.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>168.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>2009.000000</td>\n",
       "      <td>219500.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>190.000000</td>\n",
       "      <td>313.000000</td>\n",
       "      <td>215245.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>1600.000000</td>\n",
       "      <td>5644.000000</td>\n",
       "      <td>1474.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>857.000000</td>\n",
       "      <td>547.000000</td>\n",
       "      <td>552.000000</td>\n",
       "      <td>508.000000</td>\n",
       "      <td>480.000000</td>\n",
       "      <td>648.000000</td>\n",
       "      <td>2500.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>2010.000000</td>\n",
       "      <td>755000.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        MSSubClass  LotFrontage        LotArea  OverallQual  OverallCond  \\\n",
       "count  1121.000000  1121.000000    1121.000000  1121.000000  1121.000000   \n",
       "mean     56.146298    70.665477   10122.956289     6.212310     5.561106   \n",
       "std      41.772684    24.266812    8129.302641     1.380822     1.068236   \n",
       "min      20.000000    21.000000    1300.000000     2.000000     2.000000   \n",
       "25%      20.000000    60.000000    7590.000000     5.000000     5.000000   \n",
       "50%      50.000000    70.000000    9416.000000     6.000000     5.000000   \n",
       "75%      70.000000    80.000000   11361.000000     7.000000     6.000000   \n",
       "max     190.000000   313.000000  215245.000000    10.000000     9.000000   \n",
       "\n",
       "         YearBuilt  YearRemodAdd   MasVnrArea   BsmtFinSF1   BsmtFinSF2  ...  \\\n",
       "count  1121.000000   1121.000000  1121.000000  1121.000000  1121.000000  ...   \n",
       "mean   1972.264942   1985.683318   108.487957   438.399643    44.589652  ...   \n",
       "std      30.967730     21.025974   189.500966   468.385038   157.828725  ...   \n",
       "min    1880.000000   1950.000000     0.000000     0.000000     0.000000  ...   \n",
       "25%    1953.000000   1966.000000     0.000000     0.000000     0.000000  ...   \n",
       "50%    1974.000000   1995.000000     0.000000   374.000000     0.000000  ...   \n",
       "75%    2003.000000   2005.000000   170.000000   702.000000     0.000000  ...   \n",
       "max    2010.000000   2010.000000  1600.000000  5644.000000  1474.000000  ...   \n",
       "\n",
       "        WoodDeckSF  OpenPorchSF  EnclosedPorch    3SsnPorch  ScreenPorch  \\\n",
       "count  1121.000000  1121.000000    1121.000000  1121.000000  1121.000000   \n",
       "mean     92.610169    46.130241      21.844781     3.348796    16.100803   \n",
       "std     121.868623    64.390029      61.282083    29.772540    57.801829   \n",
       "min       0.000000     0.000000       0.000000     0.000000     0.000000   \n",
       "25%       0.000000     0.000000       0.000000     0.000000     0.000000   \n",
       "50%       0.000000    27.000000       0.000000     0.000000     0.000000   \n",
       "75%     168.000000    68.000000       0.000000     0.000000     0.000000   \n",
       "max     857.000000   547.000000     552.000000   508.000000   480.000000   \n",
       "\n",
       "          PoolArea      MiscVal       MoSold       YrSold      SalePrice  \n",
       "count  1121.000000  1121.000000  1121.000000  1121.000000    1121.000000  \n",
       "mean      2.934880    23.429081     6.339875  2007.795718  185506.152542  \n",
       "std      40.222087   165.759816     2.687854     1.335043   82999.159004  \n",
       "min       0.000000     0.000000     1.000000  2006.000000   35311.000000  \n",
       "25%       0.000000     0.000000     5.000000  2007.000000  131000.000000  \n",
       "50%       0.000000     0.000000     6.000000  2008.000000  164900.000000  \n",
       "75%       0.000000     0.000000     8.000000  2009.000000  219500.000000  \n",
       "max     648.000000  2500.000000    12.000000  2010.000000  755000.000000  \n",
       "\n",
       "[8 rows x 33 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_n.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# EDA of Categorical Variables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Missing Value Treatment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original shape:  (1460, 43)\n",
      "Dropped  0  entries from MSZoning\n",
      "Dropped  0  entries from Street\n",
      "Dropped  0  entries from LotShape\n",
      "Dropped  0  entries from LandContour\n",
      "Dropped  0  entries from Utilities\n",
      "Dropped  0  entries from LotConfig\n",
      "Dropped  0  entries from LandSlope\n",
      "Dropped  0  entries from Neighborhood\n",
      "Dropped  0  entries from Condition1\n",
      "Dropped  0  entries from Condition2\n",
      "Dropped  0  entries from BldgType\n",
      "Dropped  0  entries from HouseStyle\n",
      "Dropped  0  entries from RoofStyle\n",
      "Dropped  0  entries from RoofMatl\n",
      "Dropped  0  entries from Exterior1st\n",
      "Dropped  0  entries from Exterior2nd\n",
      "Dropped  8  entries from MasVnrType\n",
      "Dropped  0  entries from ExterQual\n",
      "Dropped  0  entries from ExterCond\n",
      "Dropped  0  entries from Foundation\n",
      "Dropped  37  entries from BsmtQual\n",
      "Dropped  0  entries from BsmtCond\n",
      "Dropped  1  entries from BsmtExposure\n",
      "Dropped  0  entries from BsmtFinType1\n",
      "Dropped  1  entries from BsmtFinType2\n",
      "Dropped  0  entries from Heating\n",
      "Dropped  0  entries from HeatingQC\n",
      "Dropped  0  entries from CentralAir\n",
      "Dropped  1  entries from Electrical\n",
      "Dropped  0  entries from KitchenQual\n",
      "Dropped  0  entries from Functional\n",
      "Dropped  74  entries from GarageType\n",
      "Dropped  0  entries from GarageFinish\n",
      "Dropped  0  entries from GarageQual\n",
      "Dropped  0  entries from GarageCond\n",
      "Dropped  0  entries from PavedDrive\n",
      "Dropped  0  entries from SaleType\n",
      "Dropped  0  entries from SaleCondition\n",
      "New shape:  (1338, 43)\n"
     ]
    }
   ],
   "source": [
    "#For Loop Removing Missing Categorical Values\n",
    "print('Original shape: ', df_c.shape)\n",
    "for column in df_c:\n",
    "    percentage_of_missing_values = (df_c[column].isna().sum(axis=0)/df_c.shape[0])*100 #check for percentage of missing values and see if we need to remove the rows\n",
    "    if percentage_of_missing_values <= 30: #Less than 30% missing values is industry practice\n",
    "        count = df_c[column].isna().sum() #count how many missing values will be removed\n",
    "        df_c = df_c.dropna(subset=[column]) #dropna rows in column\n",
    "        print('Dropped ', count, ' entries from', column)#print process\n",
    "print('New shape: ', df_c.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Count Plot for bivariate analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1338 entries, 1 to 1460\n",
      "Data columns (total 43 columns):\n",
      " #   Column         Non-Null Count  Dtype \n",
      "---  ------         --------------  ----- \n",
      " 0   MSZoning       1338 non-null   object\n",
      " 1   Street         1338 non-null   object\n",
      " 2   Alley          81 non-null     object\n",
      " 3   LotShape       1338 non-null   object\n",
      " 4   LandContour    1338 non-null   object\n",
      " 5   Utilities      1338 non-null   object\n",
      " 6   LotConfig      1338 non-null   object\n",
      " 7   LandSlope      1338 non-null   object\n",
      " 8   Neighborhood   1338 non-null   object\n",
      " 9   Condition1     1338 non-null   object\n",
      " 10  Condition2     1338 non-null   object\n",
      " 11  BldgType       1338 non-null   object\n",
      " 12  HouseStyle     1338 non-null   object\n",
      " 13  RoofStyle      1338 non-null   object\n",
      " 14  RoofMatl       1338 non-null   object\n",
      " 15  Exterior1st    1338 non-null   object\n",
      " 16  Exterior2nd    1338 non-null   object\n",
      " 17  MasVnrType     1338 non-null   object\n",
      " 18  ExterQual      1338 non-null   object\n",
      " 19  ExterCond      1338 non-null   object\n",
      " 20  Foundation     1338 non-null   object\n",
      " 21  BsmtQual       1338 non-null   object\n",
      " 22  BsmtCond       1338 non-null   object\n",
      " 23  BsmtExposure   1338 non-null   object\n",
      " 24  BsmtFinType1   1338 non-null   object\n",
      " 25  BsmtFinType2   1338 non-null   object\n",
      " 26  Heating        1338 non-null   object\n",
      " 27  HeatingQC      1338 non-null   object\n",
      " 28  CentralAir     1338 non-null   object\n",
      " 29  Electrical     1338 non-null   object\n",
      " 30  KitchenQual    1338 non-null   object\n",
      " 31  Functional     1338 non-null   object\n",
      " 32  FireplaceQu    747 non-null    object\n",
      " 33  GarageType     1338 non-null   object\n",
      " 34  GarageFinish   1338 non-null   object\n",
      " 35  GarageQual     1338 non-null   object\n",
      " 36  GarageCond     1338 non-null   object\n",
      " 37  PavedDrive     1338 non-null   object\n",
      " 38  PoolQC         7 non-null      object\n",
      " 39  Fence          261 non-null    object\n",
      " 40  MiscFeature    49 non-null     object\n",
      " 41  SaleType       1338 non-null   object\n",
      " 42  SaleCondition  1338 non-null   object\n",
      "dtypes: object(43)\n",
      "memory usage: 459.9+ KB\n"
     ]
    }
   ],
   "source": [
    "##looking at some categorical data now\n",
    "df_c.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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SND52AFa0ccibAR+vqs8nuRr4WJL/BlwKnNbqnwZ8JMka4CfAS0cRtCQNmwmyJI2JqrqcKeZLrqrrgD2nKP8V3QwZkjRWHGIhSZIk9ZggS5IkST0myJIkSVKPCbIkSZLUY4IsSZIk9ZggS5IkST0myJIkSVKPCbIkSZLUY4IsSZIk9ZggS5IkST0myJIkSVKPCbIkSZLUM7IEOckDklya5PNtfZckFyVZk+SsJFu08ge29TVt+7JRxSxJkqTFb5Q9yK8BrumtvxM4oap2BW4DjmjlRwC3tfITWj1JkiRpIEaSICfZCfhD4NS2HmBf4OxWZQVwYFs+oK3Ttu/X6kuSJEnzblQ9yO8B3gD8W1vfFvhpVd3V1tcCO7blHYEbAdr221t9SZIkad4NPUFO8gLglqpaPc/7PTLJqiSr1q1bN5+7liRJ0hgZRQ/y3sALk1wPfIxuaMWJwFZJlrQ6OwE3teWbgJ0B2vYtgVsn77SqTqmq5VW1fOnSpYO9B5IkSVq0hp4gV9XfVtVOVbUMeClwXlUdAnwVOKhVOwz4bFte2dZp28+rqhpiyJIkSRojC2ke5DcCxyRZQzfG+LRWfhqwbSs/Bjh2RPFJkiRpDCxZf5XBqarzgfPb8nXAnlPU+RXw4qEGJkmSpLG1kHqQJUmSpJEzQZYkSZJ6TJAlSZKkHhNkSZIkqccEWZLGRJKdk3w1ydVJrkrymla+TZJzknyv/d+6lSfJe5OsSXJ5kj1Gew8kaThMkCVpfNwF/E1VPQ7YCzgqyePops88t6p2A87l3uk0nw/s1v6OBE4efsiSNHwmyJI0Jqrq5qq6pC3/HLgG2BE4AFjRqq0ADmzLBwBnVOdCuiue7jDcqCVp+EyQJWkMJVkGPBm4CNi+qm5um34IbN+WdwRu7N1sbSuTpEXNBFmSxkyShwGfBF5bVT/rb6uqAmqO+zsyyaokq9atWzePkUrSaJggS9IYSbI5XXJ8ZlV9qhX/aGLoRPt/Syu/Cdi5d/OdWtl9VNUpVbW8qpYvXbp0cMFL0pCYIEvSmEgS4DTgmqp6d2/TSuCwtnwY8Nle+aFtNou9gNt7QzEkadFaMuoAJElDszfwcuCKJJe1sjcB7wA+nuQI4Abg4Lbti8D+wBrgDuDwoUYrSSNigixJY6KqvgFkms37TVG/gKMGGpQkLUAOsZAkSZJ6TJAlSZKkHhNkSZIkqccEWZIkSeoxQZYkSZJ6TJAlSZKkHhNkSZIkqccEWZIkSeoxQZYkSZJ6TJAlSZKkHhNkSZIkqccEWZIkSeoxQZYkSZJ6TJAlSZKkHhNkSZIkqccEWZIkSeoxQZYkSZJ6low6AEmSBHuftPdIjvvNo785kuNKC5k9yJIkSVLP0BPkJDsn+WqSq5NcleQ1rXybJOck+V77v3UrT5L3JlmT5PIkeww7ZkmSJI2PUfQg3wX8TVU9DtgLOCrJ44BjgXOrajfg3LYO8Hxgt/Z3JHDy8EOWJEnSuBh6glxVN1fVJW3558A1wI7AAcCKVm0FcGBbPgA4ozoXAlsl2WG4UUuSJGlcjHQMcpJlwJOBi4Dtq+rmtumHwPZteUfgxt7N1rayyfs6MsmqJKvWrVs3uKAlSZK0qI0sQU7yMOCTwGur6mf9bVVVQM1lf1V1SlUtr6rlS5cuncdIJUmSNE5GkiAn2ZwuOT6zqj7Vin80MXSi/b+lld8E7Ny7+U6tTJIkSZp3o5jFIsBpwDVV9e7eppXAYW35MOCzvfJD22wWewG394ZiSJJmKcnpSW5JcmWvzBmEJGmSUfQg7w28HNg3yWXtb3/gHcBzk3wPeE5bB/gicB2wBvgg8J9HELMkLQYfBp43qcwZhCRpkqFfSa+qvgFkms37TVG/gKMGGpQkjYGquqCdHN13ALBPW14BnA+8kd4MQsCFSbZKsoO/4EkaB15JT5LG20bNICRJi5EJsiQJ2LAZhMBpNiUtPibIkjTeNnoGIafZlLTYmCBL0nhzBiFJmmToJ+lJkkYjyUfpTsjbLsla4Di6GYM+nuQI4Abg4Fb9i8D+dDMI3QEcPvSAJWlETJAlaUxU1cum2eQMQpLU4xALSZIkqccEWZIkSeoxQZYkSZJ6TJAlSZKkHk/S08jsfdLeow5hRt88+pujDkGSJI2APciSJElSjwmyJEmS1OMQC0mSpHnw9j87aCTHffP/Pnskx13M7EGWJEmSekyQJUmSpB4TZEmSJKnHMcibmB+87QmjDmG9HvmWK0YdgiRJ0gazB1mSJEnqMUGWJEmSekyQJUmSpB4TZEmSJKnHBFmSJEnqMUGWJEmSekyQJUmSpB7nQZYkSZuU9/3N50Zy3Fe9649GclwNnz3IkiRJUo8JsiRJktRjgixJkiT1mCBLkiRJPSbIkiRJUo+zWEgb6WvPevaoQ5jRsy/42qhDkLSJGlX7Zrs1f655+3kjOe5/fPO+IznufNlkepCTPC/JtUnWJDl21PFI0jiw7ZU0jjaJHuQkDwDeDzwXWAtcnGRlVV092sikxWNU84rOlvOPDp9tr6RBOf744xf0cTeVHuQ9gTVVdV1V/Rr4GHDAiGOSpMXOtlfSWEpVjTqG9UpyEPC8qvqLtv5y4GlV9apenSOBI9vqY4BrBxzWdsCPB3yMYVks98X7sbB4P2bvUVW1dMDHmLPZtL2tfFDt70J8DS3EmGBhxrUQYwLjmouFGBPMb1xTtr+bxBCL2aiqU4BThnW8JKuqavmwjjdIi+W+eD8WFu/H+BhU+7sQH/uFGBMszLgWYkxgXHOxEGOC4cS1qQyxuAnYube+UyuTJA2Oba+ksbSpJMgXA7sl2SXJFsBLgZUjjkmSFjvbXkljaZMYYlFVdyV5FfBl4AHA6VV11YjDGtpwjiFYLPfF+7GweD82cQug7V2Ij/1CjAkWZlwLMSYwrrlYiDHBEOLaJE7SkyRJkoZlUxliIUmSJA2FCbIkSZLUM5YJcpJK8q7e+uuSHD/kGM5PssFTlCQ5sN2Px7b1fZJ8fv4i3KCYrk+y3Ubu4+4klyW5MsknkjxkDrfdPcn+vfUXru/SuElekeR9GxPzNPuduB8Tf8s2cn/33Jckxyd53bwEOvvjT369LUtyZVse+WtvKpNjnmL7Pe/BJF9MslVb/sUAYhn6c7YQJNk5yVeTXJ3kqiSvaeV7JbmovTeumWh/22vpGUOI6/Qkt0y8hhdCTDPFNmn7Pklu77Utb+ltu1+7k+Rbo4in30b06s7qfZDko0kuT/LXM9R5c3tNXd6O+7T2nr62F8tBc72/gzJDvLPKAzb0s2q69+CkOqN6Djc4trZt3l/vfZvESXoDcCfwoiR/X1Vznmg6yZKqumsAcc3Fy4BvtP/HDeogI7ivv6yq3duxzwT+Cnj3+m6UZAmwO7Ac+CJAVa1kdGfc33M/5sOI7wsM6fU2z2Ydc1XtP9N2bbC7gL+pqkuSPBxYneQcYAVwcFV9J93lrB/T6u8D/AKY9YfcBrZRHwbeB5zRKxt1TDPFNtnXq+oFU5RP1e5sbHK/MfHMWZLfAp5aVbvOUOfpwAuAParqznQdM1u0zYdU1ar5iGWG48/p+V1PvIM25XtwisvFD/U5nKfYBvF6v8dY9iDTPSmnAPf7ZtO+gZzXvvmcm+SRrfzDST6Q5CLgf7T1k5NcmOS69i3n9Nbz8OHe/k5Osqp9O3rrfASf5GHA7wJH0E27NOERSb7QvkF/IMlmrf4vkrw9yXdavNsP4r4OwNeBXZP8UbqenUuT/N9e/Mcn+UiSbwIfAd4GvKR9k3xJ/xv3dPsYliQPa4/xJUmuSHJAK1+W5J/bY/zdJGcmeU6Sbyb5XpI9W7379R4keXSSS3rru/XX5zN2pn69TVV3mySfaa+pC5M8cWIfST7U7vvlSf6klc/7+2O6mJM8OMnH2uv208CDe/Wvzwy/fqznNXh6up6g65K8unebN7fn9Bvcm2yNlaq6uaouacs/B64BdgT+HXBzK7+7qq5O9yvLXwF/3d7Dz5xDG/W9JEvbts2SrJlYnyauC4CfTCoeaUzriW2Dpf0i0trt85Oc3dqcM5Nk2PH04jo/yTuTfLu9T57ZNn0F2HHi8Z7m5jsAP66qO1uMP66q/zfNce7XJrXnY8rnp/19MsnF7W/vVmfy581czCXeC5P8zqTHaYN/bZ7hPbjRNvI5HEhsG/t67xvXBBng/cAhSbacVH4SsKKqngicCby3t20n4BlVdUxb3xp4Ol2ivRI4Afgd4AlJdm913tyu9vJE4NkTCcNGOgD4UlV9F7g1yVNa+Z7A0cDjgEcDL2rlDwUurKonARcA/2lA93XepOsRfj5wBV0v4F5V9WTgY8AbelUfBzynql4GvAU4q6p2r6qzJu1ypn0MwoNz788+nwZ+BfxxVe0B/B7wrt6bdVfgXcBj29+f0iV3rwPeNN0BqupfgNt7j//hwIcGcF+me71N5a3Ape019Sbu7XX6O+D2qnpC23ZeKx/E+2O6mF8J3FFV/5GuR3mm+zHZTK+fxwJ/QPf+Oy7J5u14L6X7VWN/4KkbeX82eS3ZfDJwEV37cW2STyf5yyQPqqrrgQ8AJ7T38NeZfRv1v4FDWvlzgO9U1bo5hrgQY5rO09N1ePyffjLF/dudyZ4MvJau3fz3wN4Djmd9llTVni2miV95Xgj8S+/xnspXgJ1bUvb/JXl2b9uZvcdgW6Zok6rq35j++TmR7vl+KvAnwKm9ffc/b+ZipngnOws4GCDJDsAO89UjPuk9ONmwn8P5iG2gr/exTZCr6md0H96vnrTp6cA/tuWP0CUqEz5RVXf31j9X3Tx5VwA/qqor2hvvKmBZq3Nwul69S+kSysfNQ/gvo/uQpv2feLN+u6quazF+tBf7r4GJMaKre7HN932dDw9OchmwCvgBcBrdh86Xk1wBvJ7ucZywsqp+OYv9zrSPQfhlaxx2r6o/BgL89ySXA/+X7lvyRC/29yc9nuf2Hutl6znOqcDh6X4Sfgn3Pp/zabrX21R+l9a7UlXnAdsmeQTdB9D7JypV1W1tcRDvj+lifhbdhyJVdTlw+Rz2N9Pr5wtVdWcbrnUL3fP6TODTVXVHa2vG+uIa6Xr0Pwm8tqp+VlVvoxsO9RW6L4Rfmuams22jTgcObct/zgZ8UVyIMU3jEuBRrcPjJOAzvW2T253Jvl1Va1tbcxnz03ZPF890c8j2yz/V/vc/l9arqn5B9wX3SGAdcFaSV7TNh/Qeg1uZvk2a7vl5DvC+9jm0ku6X2Ye1bbP9vJlLvJN9HJgYO30wcPZcjzeVye/BSZuH/hzOQ2ww4Nf7uI5BnvAeugd/tg3Xv05av7P9/7fe8sT6kiS70PUCPrWqbks3HOFBGxwt3c9FwL50PbdFN3l/AV/g/i/mifXftIQL4G5m97zP6b7OLvpZud+YoiQnAe+uqpVJ9gGOnyHO6cy0j2E4BFgKPKWqfpPkeu59LUx+PPuP9foe20/SfWs/D1jdPhDmzQyvt/fPeMPZ7Xve3x9tv9PFfOlG7Ham10//+Zvt+2tsJNmc7nV6ZlVNfJhO/AJycpIPAutab99c3PPer6obk/woyb50PfmHTH+z6S3EmKaI8We95S+2Hsntanbn08z7a3W6eIBb6X557NsG+P4U8cw5lvZF5Hzg/PbF9bA53n6652czul+LftWv337wm+3nzQbHW1U3Jbm1/Zr2ErohPhtluvdg75gjeQ43JrZhvN7HtgcZoKp+Qvdt7Yhe8be4d5zlIXTjYDfUI+jeULenG7P4/I3Y14SDgI9U1aOqallV7Uz3Yn0msGe6S8JuRvfG+sZ69jWf93WQtgRuasszNYI/Bx6+kfsYlC2BW1py/HvAo+Zjp60R/zJwMoMZXjHd623naep/nfZB0xLJH7cG7hzgqIlKSbZmMO+PmWJeTdczSJLH0w3rmK25vn4uAA5MN+754cAfzeFYi0YbRnQacE1VvbtX/oe9IUa70X14/ZT7v4fn0kadSvcLweRfv2Yb64KLaZo4f2siznTnKGxGl8iMxHTxtF7Tm1sCOvHF9Xms/3NpNsd8TJLdekW7AzdMU326Ngmmfn6+QjdUceJYuw85XuiGWbwB2LL92rUxx57yPTipztCfw42NbT6Ovz72dHRjP1/VWz8a+FCS19P9FHL4hu64urOhLwX+GbgR+ObGBNq8DHjnpLJP0o2vvJjubONdga8CU43J6Zu3+zpgxwOfSHIbXU/pLtPU+ypwbPtp7O83cB+DcibwudZzsIruNTGf+/5juoZ9vk33evvbaeofD5zehpLcwb3J5H8D3p9uyqC7gbdW1acG8P6YKeYn0w3huYbuZJDVk+pM/MrykCRre+XvZo6vn+rOyj4L+A7dsIuLN+B+LAZ7Ay8HrmjvS+jGgb4cOCHJHXQnTR9SVXcn+RxwdrqTWI9mbm3USroviev9opjko3SzU2zXnuvjgOeOMqb1xLY5QFV9gO4L4CuT3AX8Enhp7xfCebeR8RxK976fSH7e2nrpN9bDgJPSTc14F7CGbvjCVMMRjmfqNgmmfn5e3WK+nC5HuoCN78WdKd4vJPlNq/dPVfXiVn4i8F838rgw/XvwkTDS53A+YhsoLzUtbeLSzUm5ZVX93ahj2RSlG799C/BbVfWb9dXXwpTuTP8Tqmras+aHbSHGpHv5/Ggm9iBLm7B0Z+4+mm7MrTbMVcCpJsebrnQX0Xkl8zTOdz4sxJh0L58frY89yJIkSVLPWJ+kJ0mSJE1mgixJkiT1mCBLkiRJPSbI2mQkeXOSq5Jcnu7Skk+boe6Hkxw03fZevdelu077ZUkuTnLo+m4zy1ivbxOtk+Rb7f+yJH/aq7M8yXun24ckLWRJfjFp/RVJ3jekY78gyaXpLkF8dZK/bOUHJlnvFTmTnN9msZCm5CwW2iQkeTrwAmCPqrqzJZ9bbOQ+/4pu7tM9q+pn6S4/OtXlKjdKVT2jLS6ju1DFP7byVXRzIkuSZind1ddOoWu71yZ5IPdeRvhA4PPA1aOJTouFPcjaVOxAdwWkOwGq6sdV9f+SvKX1/F6Z5JTelbDukeQpSb6WZHWSLyfZoW16E/DKiasqVdXPqmpFu81+rXfiiiSntwZ4omf4rUkuadse28q3TfKV1sN9KpDe8Sd6Wd4BPLP1Vv91kn2SfL7V2SbJZ1rv+IXpLjNKkuPb8c9Pcl2SV8//QytJ86v9YnZea9POTfLIVn6fX/cm2sckOyS5oLWPVyZ5Ziv//ST/1NrcTyR5GN2VDZfQrqhWVXdW1bVJngG8EPiHtp9HJ7mkd6zd+uu98qmOoTFngqxNxVeAnZN8N9212J/dyt9XVU+tqscDD6brZb5H62k4CTioqp4CnA68vfUWP7yqrpt8oCQPAj4MvKSqnkDXEL+yV+XHVbUH3eWdX9fKjgO+UVW/Q3cFw0dOcR+OBb5eVbtX1QmTtr0VuLSqnkiXuJ/R2/ZY4A+APYHj2n2SpFF7cEtEL0t3JbS39badBKxobdqZwPqGk/0p8OWq2h14EnBZ+6XwvwDPaW3uKuCYqvoJ3VXwbkjy0SSHJNmsqr7Vyl/f2tl/obuU/e7tGIcz6aqG0x1jgx4NLSoOsdAmoap+keQpwDOB3wPOSjfR+8+TvAF4CLAN3UUfPte76WOAxwPntM7lBwA3r+dwjwG+X1XfbesrgKOA97T1T7X/q4EXteVnTSxX1RfSXZJ4Ln4X+JN2+/Naj/Qj2rYvtJ7zO5PcAmwPrJ1mP5I0LL9sCS3QjUEGJsb1Pp1728ePAP9jPfu6mO6S0JsDn6mqy1pHyOOAb7b2ewvgnwCq6i+SPAF4Dl1HxXOBV0yx31OBw5McA7yErqOhb6/pjqHxZoKsTUZV3Q2cD5yf5ArgL4EnAsur6sYkxwMPmnSzAFdV1dMn7y/JL5L8+6l6kdfjzvb/bobzHrqztzysY0rSINxF+/U6yWa0c0mq6oIkzwL+EPhwkncDtwHnVNXLptpRVV0BXJHkI8D3mTpB/iTdL3znAaur6tZJ2zPTMTS+HGKhTUKSxyTZrVe0O3BtW/5xGzM21awV1wJL20l+JNk8ye+0bX8PvH+ipzbJw9LNYnEtsCzJrq3ey4GvrSfEC+h+IiTJ84Gtp6jzc7qxc1P5Ou2Sp0n2oRvG8bP1HFOSFqpvAS9ty4fQtXEA1wNPacsvBDYHSPIo4EdV9UG6Xt89gAuBvSfa4iQPTfIfWlu9T+9YuwM3tOX7tLNV9Svgy3RD4u4zvKKZ8hgbdI+1qNgTpU3Fw4CTkmxF1wOxBjgS+ClwJfBDup/o7qOqft1OCHlvki3pXvPvoRuKcXLb78VJfgP8BnhXVf0qyeHAJ5Isafv9wHrieyvw0SRX0X0w/GCKOpcDdyf5Dt0Y50t7246n+3nxcuAO4LD1HE+SFrKjgQ8leT2wjm78L8AHgc+2dvBLwL+28n2A17e2+BfAoVW1rg3b+GjaidJ044VvBt6Q5H8Bv2z7eEXb/jHgg+2E5oPaOOQz6WYo+srkIGc4xncn19V4SVWNOgZJkqSBSPI6YMuq+rtRx6JNhz3IkiRpUUryaeDRwL6jjkWbFnuQJUmSpB5P0pMkSZJ6TJAlSZKkHhNkSZIkqccEWZIkSeoxQZYkSZJ6/n/0qcL3+f+NDwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_cols = ['HeatingQC', 'Condition1', 'SaleCondition', 'HouseStyle']\n",
    "for i in range(0,len(num_cols),2):\n",
    "        plt.figure(figsize=(10,4))\n",
    "        plt.subplot(121)\n",
    "        sns.countplot(x = df_c[num_cols[i]])\n",
    "        plt.subplot(122)            \n",
    "        sns.countplot(x = df_c[num_cols[i+1]])\n",
    "        plt.tight_layout()\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "sns.countplot(y='Neighborhood', data=df_c)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>HeatingQC</th>\n",
       "      <th>Ex</th>\n",
       "      <th>Fa</th>\n",
       "      <th>Gd</th>\n",
       "      <th>Po</th>\n",
       "      <th>TA</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Neighborhood</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Blmngtn</th>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Blueste</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BrDale</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BrkSide</th>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ClearCr</th>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CollgCr</th>\n",
       "      <td>127</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Crawfor</th>\n",
       "      <td>22</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Edwards</th>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gilbert</th>\n",
       "      <td>52</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IDOTRR</th>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MeadowV</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mitchel</th>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NPkVill</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NWAmes</th>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NoRidge</th>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NridgHt</th>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OldTown</th>\n",
       "      <td>30</td>\n",
       "      <td>6</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SWISU</th>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sawyer</th>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SawyerW</th>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Somerst</th>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StoneBr</th>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Timber</th>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Veenker</th>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mes</th>\n",
       "      <td>54</td>\n",
       "      <td>5</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "HeatingQC      Ex  Fa  Gd  Po   TA\n",
       "Neighborhood                      \n",
       "Blmngtn        17   0   0   0    0\n",
       "Blueste         0   0   0   0    2\n",
       "BrDale          1   0   2   0   12\n",
       "BrkSide        16   2  10   0   19\n",
       "ClearCr        12   1   6   0    7\n",
       "CollgCr       127   0   5   0   14\n",
       "Crawfor        22   5   8   0   15\n",
       "Edwards        31   6  12   0   21\n",
       "Gilbert        52   0  24   0    1\n",
       "IDOTRR          8   1   6   1   13\n",
       "MeadowV         1   1   1   0    9\n",
       "Mitchel        21   1   3   0   17\n",
       "NPkVill         0   1   0   0    8\n",
       "NWAmes         13   5  16   0   39\n",
       "NoRidge        38   0   3   0    0\n",
       "NridgHt        73   0   2   0    0\n",
       "OldTown        30   6  32   0   32\n",
       "SWISU          10   1   1   0    8\n",
       "Sawyer         21   1  11   0   36\n",
       "SawyerW        31   0  11   0   11\n",
       "Somerst        77   0   6   0    0\n",
       "StoneBr        18   0   5   0    2\n",
       "Timber         25   0   5   0    7\n",
       "Veenker         6   0   1   0    4\n",
       "mes            54   5  47   0  103"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#catagorical vs catagorical, using crosstab function\n",
    "\n",
    "crosstab = pd.crosstab(index=df_c[\"Neighborhood\"], columns=df_c[\"HeatingQC\"])\n",
    "crosstab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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stttuAOy+++5Mm+YguiRJUj8ZSo3xoCJiCeBNwGadbZn5CPBI8/UVEXET8EJg+sDHZ+ZxwHEAkyZNyuEex6Ji2rRp3HHHHZx00kkA/O1vf+OGG25g3XXXHeUjkyRJ0lCMZMT41cB1mTm7mDYiJkTE+ObrFwDrAjeP7BAXfX/605948MEHue2227jlllu45ZZbOPTQQx01liRJ6iNDadc2DbgUWC8iZkXEu5q7duepk+5eCVzVtG/7CbBvZg46cW8smTZtGrvssstc23bddVcTY0mSpD6ywFKKzJwyj+3vHGTbacBpIz+soVtQe7U2HX744fO8b+ONN2bmzNE7NkmSJC0cV76TJEmSMDGWJEmSABNjSZIkCVjEE+PMvu/itlAWt59XkiRpUbLIJsZLLbUU99xzz2KTLGYm99xzD0sttdRoH4okSdJiadgLfLRttdVWY9asWYyFVfGGaqmllmK11VYb7cOQJElaLC2yifGSSy7JWmutNdqHIUmSpMXEIltKIUmSJPWSibEkSZKEibEkSZIEmBhLkiRJgImxJEmSBJgYS5IkSYCJsSRJkgSYGEuSJEmAibEkSZIEmBhLkiRJgImxJEmSBJgYS5IkSYCJsSRJkgSYGEuSJEmAibEkSZIEmBhLkiRJgImxJEmSBJgYS5IkSYCJsSRJkgSYGEuSJEmAibEkSZIEmBhLkiRJgImxJEmSBJgYS5IkSYCJsSRJkgSYGEuSJEmAibEkSZIEmBhLkiRJgImxJEmSBJgYS5IkSYCJsSRJkgSYGEuSJEmAibEkSZIEmBhLkiRJwBAS44j4XkTcFRFXd207PCJui4gZzb/Xd913aETcGBHXR8T2bR24JEmSVNNQRoxPAF43yPavZubE5t/ZABGxIbA78KLmMd+MiPG1DlaSJElqywIT48y8CLh3iPvbCfhRZj6SmX8GbgQ2H8HxSZIkST0xkhrj/SPiqqbU4lnNtlWBv3Z9z6xm21NExNSImB4R0+++++4RHIYkSZI0csNNjI8F1gYmArcDRy7sDjLzuMyclJmTJkyYMMzDkCRJkuoYVmKcmXdm5hOZ+SRwPHPKJW4DVu/61tWabZIkSdIibViJcUSs0nVzF6DTseIsYPeIeHpErAWsC1w+skOUJEmS2rfEgr4hIqYB2wArRsQs4BPANhExEUjgFuC9AJl5TUT8GLgWeBzYLzOfaOXIJUmSpIoWmBhn5pRBNn93Pt//WeCzIzkoSZIkqddc+U6SJEnCxFiSJEkChlBKIS2Kztpjg4V+zOSTZ7ZwJJIkaaxwxFiSJEnCxFiSJEkCTIwlSZIkwMRYkiRJAkyMJUmSJMDEWJIkSQJMjCVJkiTAxFiSJEkCTIwlSZIkwMRYkiRJAkyMJUmSJMDEWJIkSQJMjCVJkiTAxFiSJEkCTIwlSZIkwMRYkiRJAkyMJUmSJMDEWJIkSQJMjCVJkiTAxFiSJEkCTIwlSZIkwMRYkiRJAkyMJUmSJMDEWJIkSQJMjCVJkiTAxFiSJEkCTIwlSZIkAJYY7QOQhmPHqduP9iFIkqQxxhFjSZIkCRNjSZIkCTAxliRJkgATY0mSJAkwMZYkSZIAE2NJkiQJMDGWJEmSABNjSZIkCTAxliRJkoAhrHwXEd8DdgTuyswXN9u+BLwReBS4Cdg7M/8ZEWsCM4Hrm4dflpn7tnHgWrydssIhC/2YKS0chyRJGjuGMmJ8AvC6Adt+Cbw4MzcG/gQc2nXfTZk5sflnUixJkqS+sMDEODMvAu4dsO0Xmfl4c/MyYLUWjk2SJEnqmRo1xvsA53TdXisifh8RF0bE1hX2L0mSJLVugTXG8xMRHwUeB05qNt0OrJGZ90TEZsAZEfGizLx/kMdOBaYCrLHGGiM5DEmSJGnEhj1iHBHvpEzK2zMzEyAzH8nMe5qvr6BMzHvhYI/PzOMyc1JmTpowYcJwD0OSJEmqYliJcUS8DvgwMDkz/921fUJEjG++fgGwLnBzjQOVJEmS2jSUdm3TgG2AFSNiFvAJSheKpwO/jAiY05btlcCnIuIx4Elg38y8d9AdS5IkSYuQBSbGmTlY+9fvzuN7TwNOG+lBSZIkSb3myneSJEkSJsaSJEkSYGIsSZIkASbGkiRJEmBiLEmSJAEmxpIkSRJgYixJkiQBJsaSJEkSYGIsSZIkASbGkiRJEmBiLEmSJAEmxpIkSRJgYixJkiQBJsaSJEkSYGIsSZIkASbGkiRJEmBiLEmSJAEmxpIkSRJgYixJkiQBJsaSJEkSYGIsSZIkASbGkiRJEmBiLEmSJAEmxpIkSRJgYixJkiQBJsaSJEkSYGIsSZIkASbGkiRJEmBiLEmSJAEmxpIkSRJgYixJkiQBJsaSJEkSAEuM9gFIkiRJ87Lj1O17FssRY0mSJAkTY0mSJAkwMZYkSZIAE2NJkiQJMDGWJEmSABNjSZIkCTAxliRJkgATY0mSJAkYYmIcEd+LiLsi4uqubc+OiF9GxA3N/89qtkdEfD0iboyIqyJi07YOXpIkSaplqCPGJwCvG7DtI8B5mbkucF5zG2AHYN3m31Tg2JEfpiRJktSuISXGmXkRcO+AzTsBJzZfnwjs3LX9B1lcBjwzIlapcKySJElSa5YYwWNXyszbm6/vAFZqvl4V+GvX981qtt3etY2ImEoZUWaNNdYYwWFIkrRoOGuPDRb6MZNPntnCkUgajiqT7zIzgVzIxxyXmZMyc9KECRNqHIYkSZI0bCNJjO/slEg0/9/VbL8NWL3r+1ZrtkmSJEmLrJEkxmcBezVf7wWc2bX9HU13ii2A+7pKLiRJkqRF0pBqjCNiGrANsGJEzAI+AXwB+HFEvAu4Fdit+fazgdcDNwL/BvaufMySJElSdUNKjDNzyjzuetUg35vAfiM5KEmSJKnXXPlOkiRJwsRYkiRJAkyMJUmSJMDEWJIkSQJMjCVJkiTAxFiSJEkCTIwlSZIkwMRYkiRJAkyMJUmSJMDEWJIkSQJMjCVJkiTAxFiSJEkCTIwlSZIkwMRYkiRJAkyMJUmSJMDEWJIkSQJMjCVJkiTAxFiSJEkCTIwlSZIkwMRYkiRJAkyMJUmSJMDEWJIkSQJMjCVJkiTAxFiSJEkCTIwlSZIkwMRYkiRJAkyMJUmSJMDEWJIkSQJgidE+AEmSpF578oIDF/ox47Y5qvpxaNHiiLEkSZKEibEkSZIEmBhLkiRJgImxJEmSBJgYS5IkSYCJsSRJkgSYGEuSJEmAibEkSZIEmBhLkiRJgImxJEmSBJgYS5IkSQAsMdwHRsR6wCldm14AfBx4JvAe4O5m+2GZefZw40iq76w9NhjW4yafPLPykUjS6DhlhUMW+jFTWjgOLVqGnRhn5vXARICIGA/cBpwO7A18NTO/XOMAJUmSpF4YdmI8wKuAmzLz1oiotEtJbdlx6vajfQiSJC1yatUY7w5M67q9f0RcFRHfi4hnVYohSZIktWbEI8YR8TRgMnBos+lY4NNANv8fCewzyOOmAlMB1lhjjZEehiRJg3ryggMX+jHjtjmq+nFIWvTVGDHeAbgyM+8EyMw7M/OJzHwSOB7YfLAHZeZxmTkpMydNmDChwmFIkiRJw1cjMZ5CVxlFRKzSdd8uwNUVYkiSJEmtGlEpRUQ8A3gN8N6uzUdExERKKcUtA+6TJEmSFkkjSowz81/AcwZse/uIjkiSNCrGan9r+9VKGipXvpMkSZIwMZYkSZIAE2NJkiQJMDGWJEmSABNjSZIkCaiw8p2keobTFWBR7wggSVK/cMRYkiRJwhFjSZI0H2O1v7U0GEeMJUmSJBwxliSpmh2nbj/ahyBpBBwxliRJkjAxliRJkgATY0mSJAkwMZYkSZIAE2NJkiQJMDGWJEmSABNjSZIkCTAxliRJkgATY0mSJAkwMZYkSZIAE2NJkiQJMDGWJEmSABNjSZIkCTAxliRJkgATY0mSJAkwMZYkSZIAE2NJkiQJgCVG+wAkSZKkedn81vMW+jHThxnLEWNJkiQJE2NJkiQJMDGWJEmSABNjSZIkCTAxliRJkgATY0mSJAkwMZYkSZIAE2NJkiQJMDGWJEmSAFe+kyRJ0iLsgxuf07NYjhhLkiRJOGIsSZIWEWftscFCP2byyTNbOBItrhwxliRJkqgwYhwRtwAPAE8Aj2fmpIh4NnAKsCZwC7BbZv5jpLEk1XHKCocM63FTKh+HJEmLklojxttm5sTMnNTc/ghwXmauC5zX3JYkSZIWWW2VUuwEnNh8fSKwc0txJEmSpCpqTL5L4BcRkcC3M/M4YKXMvL25/w5gpYEPioipwFSANdZYo8JhSO1wMogkSYuHGonxKzLztoh4LvDLiLiu+87MzCZpZsD244DjACZNmvSU+yVJkqReGnFinJm3Nf/fFRGnA5sDd0bEKpl5e0SsAtw10jjS4mDHqduP9iFIkrTYGlGNcUQ8IyKW63wNvBa4GjgL2Kv5tr2AM0cSR5IkSWrbSEeMVwJOj4jOvk7OzJ9HxO+AH0fEu4Bbgd1GGEeSJElq1YgS48y8GXjJINvvAV41kn1LkiRJveSS0GPccDoqgF0VJEnS4scloSVJkiRMjCVJkiTAxFiSJEkCTIwlSZIkwMRYkiRJAkyMJUmSJMDEWJIkSQJMjCVJkiTAxFiSJEkCXPlOkoZlOKtKuqKkNH87Tt1+tA9BizlHjCVJkiQcMZYkjYInLzhwoR8zbpujqh+HJHVzxFiSJEnCxFiSJEkCTIwlSZIkwMRYkiRJAkyMJUmSJMCuFJKkUXDKCocs9GOmtHAcktTNEWNJkiQJR4ylRcrmt5630I+Z3sJxSJL6z3BW5ARX5ezmiLEkSZKEI8aSJFXjVR+pvzliLEmSJOGIsbRAO07dfrQPQZIk9YAjxpIkSRKOGEuSGl4dkbS4c8RYkiRJwhFjSZI0H15J0OLEEWNJkiQJE2NJkiQJMDGWJEmSAGuMpUXKBzc+Z7QPQZJGzSkrHLLQj5nSwnFo8eWIsSRJkoQjxpIkVeNVH40mO4iMnCPGkiRJEo4YS2rZWXtssNCPmXzyzBaORJKk+XPEWJIkScIR4zHPeiNJkqShccRYkiRJwhFjaYE2v/W8hX7M9BaOQ5IktWvYI8YRsXpE/Coiro2IayLigGb74RFxW0TMaP69vt7hSpIkSe0YyYjx48AHM/PKiFgOuCIiftnc99XM/PLID0/9ZDjdB8AOBJIkadEw7MQ4M28Hbm++fiAiZgKr1jowSZIkqZeq1BhHxJrAJsBvga2A/SPiHZRSyw9m5j8GecxUYCrAGmusUeMwJKln7PgiaSh6eTX1lBUOGVasKcN61Ng04q4UEbEscBpwYGbeDxwLrA1MpIwoHznY4zLzuMyclJmTJkyYMNLDkCRJkkZkRIlxRCxJSYpPysyfAmTmnZn5RGY+CRwPbD7yw5QkSZLaNZKuFAF8F5iZmV/p2r5K17ftAlw9/MOTJEmSemMkNcZbAW8H/hgRM5pthwFTImIikMAtwHtHEEOSJKlvOR+hv4ykK8XFQAxy19nDPxxJkiRpdLjynbQAH9z4nNE+BC2CXBFRi4vhPNfB57v604i7UkiSJEljgSPGkjQMXknQ4sLnuhYnjhhLkiRJOGIsSVLf6eVqatLixBFjSZIkCUeMVZG9GiVJUj9zxFiSJEnCEeMxz/6TkobK9wupvlNWOGRYj5tS+Tg0NI4YS5IkSfTBiPG0389a6MdM2WS1Fo5EkiRJY5kjxpIkSRJ9MGKskXHFIo22/5t18EI/ZnILxyFJ0oI4YixJkiThiPGoGc6qRa5YpH509KeuGe1DkCRpSBwxliRJkjAxliRJkgATY0mSJAmwxlgVuWqW1N/sYiNpceeIsSRJkoQjxqrI0SaNNru9aHGx49TtR/sQpDHJEWNJkiQJR4wlSeo7zunQaBurV+gcMZYkSZJwxFiSpL7jnA6pHY4YS5IkSThiLKllw6mFtA5yjuHU8UF/1PJJ0qLGEWNJkiQJR4wltcxaSElSv3DEWJIkScIRY0mSJC2ksbr6oiPGkiRJEo4YS5IkaSGdssIhC/2YKS0cR22OGEuSJEmYGEuSJEmAibEkSZIEmBhLkiRJgImxJEmSBNiVYtSM1f5/0mjydSVJGglHjCVJkiRaHDGOiNcBXwPGA9/JzC+0FauWs/bYYKEfM/nkmS0ciaTh2PzW8xb6MdNbOA5JUn9qZcQ4IsYD3wB2ADYEpkTEhm3EkiRJkmpoa8R4c+DGzLwZICJ+BOwEXNtSvL4zVleMkUbTBzc+Z7QPobpPbT+8t+nJlY9DkhYHbdUYrwr8tev2rGabJEmStEiKzKy/04g3A6/LzHc3t98OvCwz9+/6nqnA1ObmesD1wwi1IvD3ER7uohZrLP5MYzXWWPyZjNU/cYzVP3GM1V+xxuLPZKy5PT8zJwx2R1ulFLcBq3fdXq3ZNltmHgccN5IgETE9MyeNZB+LWqyx+DON1Vhj8WcyVv/EMVb/xDFWf8Uaiz+TsYaurVKK3wHrRsRaEfE0YHfgrJZiSZIkSSPWyohxZj4eEfsD/0dp1/a9zLymjViSJElSDa31Mc7Ms4Gz29p/Y0SlGItorLH4M43VWGPxZzJW/8QxVv/EMVZ/xRqLP5OxhqiVyXeSJElSv3FJaEmSJAkTY0mSJAkwMVYLolh9wd8ptSMilhztY5DUPyLi6UPZ1i8iYnxEnNSjWOMiYrdexOqFvkuMI+LpEbFHRBwWER/v/Bvt4xqpiHh+RLy6+XrpiFiupTgrRcR3I+Kc5vaGEfGumjGyFK63PfESmP3iv26sxeqliPjiULa1GP+FEXF85d3eFhHfiYhXRURU3vdsEfGm+f1rK+5oiIhnRcTGLe4/IuJtnffziFgjIjZvIc5bhrJNT9W8B365B3Ge1XaMQVw6xG0j0qvfYWY+ATy/aZnbdqwngQ+3HacjItbunLRExDYR8YGIeGat/bfWlaJFZwL3AVcAj7QZKCJeCBwLrJSZL24+FCZn5mcqx3kPZRXAZwNrUxZE+RbwqppxGicA3wc+2tz+E3AK8N3Kca6MiJdm5u8q73cumflERFwfEWtk5l/GSiyAiDgC+AzwEPBzYGPgoMz878qhXgP854BtOwyybUSa18+XgecBZwDfAI4BXgYcWTMWsAHwZuBjwIkRcRowLTMvqxznjfO5L4Gf1goUEUc3+xw8WOYHasXqinkBMJnyWXEFcFdEXJKZB9eOBXwTeBLYDvgU8ABwGvDSynEOBU4dwrYRi4itgMOB51N+h0EZO3hBxRj/w9zPi6SsAvar2u8VzXvgK2rucx6uj4i/A5cAvwEuycw/tREoIlYGVgWWjohNKH8jgOWBZWrH6+HvEOBm4JKIOAv4V9cxfKWFWOdGxCGUfKI71r0txDoNmBQR61A6UpwJnAy8vsbO+zExXi0zX9ejWMcDHwK+DZCZV0XEyZRkpab9gM2B3zZxboiI51aO0bFiZv44Ig5tYj0eEU+0EOdlwJ4RcSvlRdL5QGhjxOlZwDURcTlzvyAn93ms12bmhyNiF+AW4E3ARUCVD7uIeB/wH8DaEXFV113LUT6QajuecqJ5KfA6YAZwIrBnZj5cM1Bm3kN53X47Ip4HvAX4avO6+lFmfnS+Oxh6nL1r7GeIpvcwVscKmXl/RLwb+EFmfmLAc6Wml2XmphHxe4DM/EfN0a6I2IHywblqRHy9667lgcdrxRngu8BBlJOKNt5noZxsDvRs4G0R8eLM/EjleL9vEq1Tmfs9sNpJYGY+txmYennz74MRMQG4jJIkH1ErFrA98E7KgNSRzEmMHwAOqxinW+u/w8ZNzb9xlPf1Nr21+X+/rm0JVDsJ7PJkk7vsAhydmUd33jdq6MfE+DcRsVFm/rEHsZbJzMsHXIlt4w30kcx8tBMnIpZgPiNDI/SviHhOZ/8RsQVlBL627VvY57z81xiN1Xl9vgE4NTPvq1wVcDJwDvB5oPvD84GWzvKfnpknNF9fHxEHZGbrl98y828R8V3gH8DBwLuZc8WkiohYCfgc8LzM3CEiNgS2zMxqV2Iy88Ra+1oIS0TEKsBuVP6dDeKxiBjPnPemCZQR5Fr+RklQJzf/dzxASV7bcF9mntPSvgHIzAsH294kXlcw92u7hqWAeygj+7MPg4pXRwCaEeI/ASdExNqUk5oDgNcC1RLj5nV1YkTsmpmn1drvAvTqd/hJgIhYJjP/XXPfg8Raq839D/BYREwB9mLOVbtq80r6MTF+BfDOiPgzpZSizZHIvzcvyM4b9ZuB21uIc2FEHEa5lPMayije/7QQB0picBZllPASYALlknMVEfFSyqj0OQO27wDcBdxaMdY6lDKXCwdsfwXt/J3IzAubJKhzeffyzLyrjVjAz5qa5oeA9zWJQrWR1SbRfhDYJDOr/V3mY6kBlyof6b6dmVfWDBYRS1HeNKdQRp1+TkkSflkzTuMEWi5RGuSS+VxaumrxKcoKppdk5u8i4gXADS3EAfg6cDrw3Ij4LHNKYarIzD8Af4iI/87MtkaIB/pVRHyJkvDMLv2r/VwfTHPJvo39tn6VJCI6I8VbAqtTSgIuA94GtPW7Wy0ilqecKB0PbAp8JDN/UTtQr640RcSWlPegZYE1IuIlwHsz8z9aiLUMJb9YIzOnRsS6wHqZ+bPasYC9gX2Bz2bmnyNiLeCHtXbedwt8RMTzB9vexgd78yFwHOUF+g/gz5TLvlVjRcQ44F2UM+GgfBB9J1v64zQj0us1sa7PzMcq7vt8YO+Bv6Pm7/b9zNxu8EcOK9bPgEMHXj2IiI2Az2Xm/Oo/hxtzN+BLwAWU39/WwIcy8ye1YzXxnk0ZdXoiIp4BLJeZd1SOcSbw/rbrpiPiV/O5Oys/N04GXk0pPZkG/G/tco0B8X6XmS+NiN9n5ibNthmZObFijP83v/vnNXLYTyJifcrcigDOy8yZFff9R+Z/YlF9cGUez/naz/VnD7L5WcA7gHUyc89asZp4rc+9iYgnKQnwV4HT2x7tbGL+ITNfEhHbU5KujwE/zMxNK8ZYilJy8A/K4NeHgFdSyh0+nZl/rxWrifdbygnmWV3vS1dn5otrxmn2ewrlCsU7mufFMsBvar4HDoi3NCUJv772vvtxxPgzmfn27g0R8UPg7fP4/pHIzHx1k5CMy8wHmjOT2kGepJyh1p6ZP1vMe4b8CyOiZm3TcoOdOGTmrRGxYqUYHSsNVlKTmX+MiDUrx+r4KPDSzihxM4p7LlAtMR7sbzVg5Kd2HVpP6qYzc9ua+1uAn1NGRh7oUbzWS5RGI/HtRRLUFevZlKtK07q2LVnxxH3Hzm6B/6XSRJ356dFz/grK867zJpGUy/QXAO9rIV4v5t48jzn1xe9tBnOupMxPuDQzb64Yq6Pz+3s9pZ7+mqg/5P4D4DHgGcAHgaspE5BfQbnqtOM8HzlMmfnXAT9GW7Xua2fmW5sSBzLz3y38/gCIiDdSauufBqwVEROBT9X6zOrHxPhF3TeamrTNWop1GrBpZv6ra9tPasXr8QhGZ/T0uZQ3m/Ob29tSZv3WSrbm12an9gzfZ87nvqUrx+oYN6B04h7qtz3s1d+qo5d100/RlA99ODNfU2ufmfmDZt83US7B/hr4dWZeUyvGAK2WKAFExI8zc7d5vW+0VE7WqwnIUBKf1SmjaUF5fd8REXcC78nMK+bz2AXqPmGPiEd6UT7Ui+dfj2s7oQdzb5qrYj9t/nUu0+8DfBJYCxhfM17jioj4RbP/Q6O0TK1Z4w6wYXOCuQQwKzM7V4F+HhF/qBwL4K9NWUpG6e1+AFDtKswAjzajuJ3BgbVpr3PY4ZSGBRcAZOaM5gp/FX2TGEfpotCpw72/sxl4lFLuUDPW+pQEfIUBo3fLU4rma6l+djgvnZqm5oW/YWbe3txehXKmWsu5TX3gxzqlIM1Z4yeZk+DVMj0i3pOZc420R5lBP6IP0fn4eUT8H3NGtd5K5Z7NPfxbdeJd2JS6rJuZ5zYfQtU/eCJiO0obwk67ti9S6nID+GzteI0NKR1Stga+FBHrAVdl5i41g2TmlU2pQyslSo1OO7aevW/QuwnIUGq/f5KZ/wcQEa8FdqU8R75J+Tv2m9aff1Hmdfy1U2IVEe+g/N5uBQ7P+hNpW597ExErUOqLO6PGm1Bq2/+HFjrmNJ9RH6ec0N7cjHY+h1LLWtOjMLsb1N8G3NfGSO6+wNco7ej+RinT3G++jxi+T1Cu1K0eZWGRrSjdPtrwWD51Mnq1k5i+SYwz8/PA5yPi85l5aMvh1qN8+DyTufuUPgC8p1aQHk14Gmj1TqLVuBNYo+L+Pwh8B7gxImY0215CaTX17opxAA4ETo+IPZmTCE+iXF6pmvhExNMz85HM/FBzstTpQ3lcZp5eM1aXtv9WwKB9tFelnT7aRzZxLqX0Sb6UMrnlmMpxuj1BuXT5BOWN867mXxs2B9akvK9u2pQo/aDi/s9vRmunZeZNFfc7P72agAywRWbOfn/NzF9ExJcz871RYQWyiOiuFR3Ys7atCXG9eP59m1JPT0S8EvgC8H5gImXQqOqVC0pidRywfkTcRjP3pnKMGynvD7+hTAD9XWY+VDnGbJmZEXF2Zm7Ute0eyhXBmlaL0iowur6mub1q5Vg0Ncu1/zbzcgWlpegWlJ/nANprEXdNROwBjI8yye8DlOdKFf04+W6wQvj7gFuz8kzjiNgyM6uvfDNInC2AoymLEjyNMlr3r8xcvoVYxwDrMveI542Z+f6KMTqT0lZoNl3TUk1YJ962QGcywTWZWXtkmoi4MkuP1R8OrHFvSy/+Vk2cGTR9tLsmaPyx+0OiUpwruyeyRMT1mblezRiDxPw38EfgK8C5zYddG3F+SDmpmMGckZ/MiotuRJlRvjulddo9lOfFKZk5cOSpmhh8AvLbMvOWFmL9AjgP+FGz6a2UxWdeR0mMRjQJKno4+bMrZuvPv2gmjTVffwO4OzMPb25XnQDa7HN8zpkMPK6tOv6mTPKLmXlIG/sfJN6JwDHZ4qJUEbHX/O7Pyi0Zm9fv1yjJalJONg5q4/O4KSHbITPvb25vQGkz2sZEv2Uo831e22z6P8rkxSqlG/2YGF9GaaNyFeWsZCNKAfsKwPuyYmuV6NHKYxExnfKBdyplxPMdwAvbGhlvRjy3bm5e1MaIZxuJ1XxiDTYr+4Gal7Ij4mpKn9pPU2ou51Jx8uLAuLtQZi1De3+r32bmy6LpqNDUv11Zu2Y1Im4Guj/kvkTX77KN32FE7EQZ3d+cchnzN5Tf43mV48yklL305A21OZl+K+WS+U3AyQNLiirHazUJamKsSLkc27kacwmlBOs+yuzzG9uK3ZZePP+a96aJzeX564CpmXlR577aiUnzOj4N+F5W7Boyj1iXZuaWbcboinUdZSDiFtpflKoTs9X+wk2+9A3mDK7sTulAVL0sKSLeQFkW+vXA+pSJhntm5owWYk2iJMZrMqfyodrfqh8T458C/9WZxBClkf6nKH+Qn9Y8O+6cbTfJyY6UCTYXdc7OK8aZnpmTIuKqzh82uto+9aNenH13xbqFQSbtUEoPRjxpp4nxCsolqd0ok6y6ZWbuM9IYA+KNp4x+r19zv/OIdQTwT8oJ2fspfbSvzUqrw3XF+f587q7+OxwQe31K+caBwHMzs+rkzIg4FfjAgNKX1kXENpSWVhtm5ojLDQbZ/zMpz4s16Sq9qzkS3msxeIee+4A/Zks9ydt8/kXERynJyN8ppVabNqUB6wAnZuZWtWI18ZajJFh7UyYef4+ymuT9833g8GIdSykxaHuFOKK3rWBn9xfOzNb6C3fnFF3b/lA7h+na986UXGw5YNdsbxnv6ymDLFfTVVtc62/Vj4nxU86AO9tqXzaKiGsy80UR8R3KpJCft/GkioiLKDVi36EkdLcD76wZJyIuzsxXRMQDzD2jvXNWXLVsozn7XocyAaTVs++IOJ55T9r5Ws2z44h4V1ZczWwBsXrVX7gnfbQj4k1tjazPJ+ZplBr3m2g6A1BKRqr0NI45i24sR6npvJy5F3KovuhGlMlWUyjP8T9TSg9Obeky/W8oXRX+yNwfQNUu+UaPFy6JiP+lTOzqlFZsQ6mPXIvS8qneQgEtP/+64mwBrAL8IpsuSlFa7S2bLS4mEmXC6cmUwYifUC5nVxvZn8fJdGsn0c0AyLqZ+f0orTiXzcw/txCn1f7CXVdR/5MyYPQjymvsrcCzal6Njoijmfv1+yrK8/0WaOckupPP1N7v7P33YWJ8CnAvc9ehrUjpY3xxZr50Xo8dRqwvADtTSik2p7z4f1b7MkRzpnonpb74IEpZyDf78dJhR4/Pvp9SttE5U27hZOli4ELKB9wlLV9avogyG7vV/sJNrKdRLn8lpaPCoy3EmKvGuBeaS26/z8xWendGDxfdiIjPUd7vOu9/p2TmrFr7n0fM1v9mXb/DNwErA51StSnAnZlZdbnmKF1l3pGZdza3V6Jc9p1CuSJYrfSg7edfE2OwUrLZsnJXiuZq1hsoI8ZrUlYcO4lSnve5zHxhzXi9EhGfoJQyrpeZL4yI51FOOKuOuDex5ipfa7ZVG3SLsjJwd2/rbpmZ1Vqb9bpuuon5Ksrr9TzmHoioMvDSj4nx0pRLvd11aN+kLJW7TGY+WDle6yuPNXEmAGTm3bX33ex/GUqLk8ea2+tRLr/dku11VSAinktXi7s2Rj+j5Uk7A2KtRfkA2JoyoeERSn/Sqh/eTaxBk66ayVYT5w2ULhQ3Ud5I16Jc1jtnvg9c+DijkRgvSVnkoFOnfSHwrazcSq15XtzeGQls3qdWyoqT1CLi45RawZuyLArUfd/Ts9LEkwH7PQh4EPgZc38A1W4BNrukbEHbKsS5NjM37LodlLKlDWuXsPXi+dfLJKiJdzNltP27mfmbAfd9veYIYfR2gZkZlIGIK7uS1aeUIlSK9RPKhMxjKO38DgAmZebutWONRRHx35SBnGuYcyWr2pWEvkuMeylaXvu7eUP+BLA/pVYrKD1Cj87MT9WI0RXrIuBdmXlDU3t2OeUsf0NK8viRyvEmU9pzPY/Snuj5wMzMfNF8Hzi8WD2dtBOln/D/oyTH2wJ/yczX1YzRS03Zy46d31OU9lz/m5Xrm6PM0B/sb9Fmmc13gCWBzqjF24EnMrNq68AoE2hf3hlpb0bgL6l5Basr1ve6PwAiYlngzMys3V6PiNiP0mP6n8y5XFo92WpizQTekM2M+eZk4+zM3KBynG9SanFPbTbtCsyiTAT9WVZcra5Xz79eiojls4V64nnEupBmgZk2Sg4GxLo8MzePOR2InkFZZa+N96UVKd0iXk15//sFcEDtcqiu0f01mXuOwFdqxmlibUVZeOP5TazO+3ob7xWtdjTqmz7GHYP88gFo45dPqVG9gtKqCOA2yptplcSYUjaxFWWJ4T8DRGmvcmxEHJSZX60UB0pd0Q3N13tReqG+v/kAvwKomhhTujdsQWlRtEmUlmpvqxwDmN2rcV4tzGonxTdRJrmcTJk88f6Bo3cVY/Wqjd8DA04ebqb07K7tz8zdF7wXXjrg8uT50c4KU0t0l59k5qPNa6sNt0XENzPzPyLiWZTljdvqSPFBYJ3mNda2g4ALmhHJoLzHv7eFOPtRkuHOJfIfAKdlGSWqvYRz68+/iDiD0u3iEsogR/UyqAGujLIaYadm+uLMrLr8eZdeLjDz44j4NvDMKL3d96Gl11X2rr/w/1Cups81R6Al36W8hq+gvWWnO34TERtm5rVt7LzvEmN6+8tve+3vtwOv6f7QycybI+JtlDPImolx96WB7Sitsjof4G28YB7LzHsiYlxEjMvMX0XEUTUDRI8n7TS+ThmZnkK57HZhRFyU7Sy4cAyDtPGrtfOYMzt/ekScDfyY8vt8C9BGN5FHs/eL2jwREWt3/j7NiWcb7xt3R8TkzDyribMT5QSqusz8r4g4IiK+RVme/guZeVobsSgnlq21k+qWZXLzupRLpADXtVEe0iTAP2n+tSIilsjSV78Xz7/vUAZvPgu8pBl57yTKv8mmlrqWzFwnItagXDF7A/CNiPhnVu6X3OjZAjOZ+eUoy9PfT1nk6+OZ+cs2YjWlk+/hqSO5tScVrtbGiPc83Fe7/G4+tgBmNGVEj1D5qmM/Jsa9/OW3vfb3koONxGTm3U1tWk1XRcSXKaPe61ASb6K0Y2rDP5tLvL8GToqIu+iaQFbJlyvvb4Ey82vA15qfbW/K1YvVaGEJ5SbejdE01Ae+HxG/B2rNKO4evb2TUh4CcDd1lz7vqL6U6xB8CPjVgFHI2su8Qll69aQoi7JAuTRfdSGYmLvN2G+B/6KURGW01/HjX5QPoF8xd41xzTrS7TLz/HhqG7W1o6weWGdCzVM78syl8pWYyyn99lt//jWlfT+D2ZfON6F02vgSZb5A1femiFiNMtq+NaXjxjXAxTVjdOnFKnuzZeYvo3SMWALKHKM26umBMymfjefS7gDfORHx2qy4vsN8/CoivgT8lLnfK9roitJq6WLf1RhH6RQxnh788puzx49R6nB/QbP2d2ZeUGn/85yMNL/7hhlraUqB/yqUxux/aLa/nDIyXq1FUbPfZ1C6eYyjvJGtAJxUu4aq1yLiSMqI8bKUUZmLKZPv2lhJqPU2fr0WES+m9LnsTH66BjgyM69qMebTKSNAUDputDFJba3M/HNzwkRmPtjZVjFGz/tAx+AzzjMrLnUdEZ/MzE/M4+er/nNFxKcpr6UfUpLVPYFVMvPjFWP8vqsmthfPvxUpo8Yvp4ymLUVZhfHSrL+a2pOUK0qfy8wza+57kFg9WWWvifVeytyUhyllB23WyFZfkXAecXahdHkZR1mavJX2rE2swVaWzGxhRcm29WNi3NNffkQ8hzlrf19Ws9YuIp6gq8dv913AUplZe9SYiNgsByx4ERE7ZqUJhQP2+3xKT8hzo0xkHF/zjS0i/sjgI0BtTuZ6MyURrnp5ch6xWm3jFxFfn9/9NUcFm3g7UUb5Pw9MbzZPooyAH1LzQ3aQ0ce51B5dHexENiKuyMzNasZp9rtij2p+B4u9OrB7Zn5pNOLXEIO0xRps2whjzKJ0HRhUVpz8FBE3UCYan0bpOf27rNydaUC8l1AGB15JmcR4A3BhttDfPXq7yt4NwJa9eG1FxGcoZS5ntxznz8BOlMVr+ivZG0V9V0qRFWcML0hEdFrsdJK5DZtLexfV2H9mtnL5fQGOj4h3ZObVAE399IHUm1BIs9/3AFOBZwNrU1Yv+hal+XctO1bc15Bk5k8i4lkRsTlzt6Gr8pwYYB3griwzwD/Zwv5HvCLgQvoUpab+lq5tV0XE+ZRLizVHnzplIs+ljKKdRzlh2pYy0l/r8vz6wIuAFQYk48tTuRwlInakTAh+rBm12y0HtMtqQ1MP+RZKXf3zgDaWJR9PmSD89+b204B3Agdl5a4UwL8iYk/mLHowhfplXuMpV5VqzkmZl+9RBm92BTYCXhwRl9JS/+TM/EOUScg3Ucop3kYpw2pj4aOXUOZZfDfKQkStrbJH+Xl6Uk9PuXp7WEQ8ShnJhXZGcv8KXN2LpDhKP/DPAc/LzB2irEq8ZRsnTG3rxxHjZ9KjJUqjTO7qWIqyyMcVNUeno4dL/zbxXkCZdLIH5U3tHZRWXVVnFUfpCbk5ZZWnziXFpyzEUTHeSkCnNdbl2d7Sru+mvKmtRrlUuQXlcmX1KxZRltXekrKgw6+BiygzwP9RO1YvRLOS5Dzum6u3bMWYvwD2ymap5iit9k7IzO0r7X8nyiJAk5l7qfAHKB/g1RLXiLiKkgxfFxEvA47IzPkuMDKCWMtRFtzYgzLh86fAWzNztRZi7Q58m5Kc3kCZRPY9yuX6T9cuk4uINSmtsraiJMaXAAdm3Z7TPe/Z3cR9IeVEcEvKqO7faz9HorQmfDrlBPPXlCtorU+qjfZX2duEcuL5W1qqp++1iDgBeAFwDnP/TG20azuH8vv7aGa+JCKWoJyctfKZ36a+GzEGzmaQJUrbkJlztZZqLiMeVTnGExFxfUSskS0v/dvEu7n5IDoD+Avw2sx8qIVQj2TpeAGUWdrMZ+LLSETEbpSJJhdQRmiOjogPZWYbs84PoCTgl2Xmts2I4edaiENm7gUQZQWmNwPfoIzYVXndRsRRmXlgzKO7R9bv6vH4YM/zpmSkrRZMq3eS4sadlMu/VTTlH2dGxJaZeWmt/c7D45l5XRP3t03y2pa7KBPIPkY5GcumXrENHwM2yzLRdFPgUuDNmfk/C3jcsDQJ8E5t7LtLL0aK5w5YBj02pywYsQXlakn15YyBHbKlhagGiqeusnckc1bZO5uKXXooJ2fn05vWZkTp9d+5Kn1BG+WMlL//nynleG21j+xYMTN/HBGHAmTm4025aN/px8R4qcw8eJRiz6L0lK3tWcA1EdHa0r+D1OM+m3K577dNeUjtetwLI+IwYOkokxj/g9JTsQ0fpfQLvQtmX/o9l3baMT2cmQ9HBFFWG7suyiqC1UVp27c15fLo3ynt235dMURnwmV3d4/Oc6SND/ZPAOdGWdq4U8YxidJD+z9biAdwXpQlgKc1t99KeW5UEREfzswjgD2asqS5VB5tem5EHDyv25VHgQ6lXML+JjAtIk6puO+BHu2M/GXmlRFxQxtJcedvFRFHM/iJYM2/1WtjPks1Z8VOBxFxOiUZvp8yivsb4Gudk6jasnRNegOlhKi7nKzqolSNGyir7H1pwNWXn3SVOtayZK9yiyhNBF5KSfIBDoiIrTKzVschADKzjRK8eflXMyer08VrC0rte9/px8T4h039ai+WKO1+Ax0HTATaaD3yXy3sc6Be1+N+BHgX5ez7vZSz+++0FGvcgNKJeyh/rzbMasp5zgB+GRH/ANq6jHgUpe7tW8Cval7qbawWEVtk5jcAmhOzCZTnfPVENTPPaCaDfJA5C7JcSykPaGPRDTJz/6b2d+tm03FZdwn0zoSg6fP9rjqOB5abz+1qMvMo4KhmFLJzhel5EfGfwOmZ+aeK4QYm/M9sKeHv5d/qcuYs07wG8I/m62dSrtStVTHW7ymrpv0FZncS+WJE3AocXvuzMUr/7GUo9frfoVzNurxmjC4T51VP3EKJwzkRMZUygNNqbgG8nvKzPQmzy+aqteKMiGOa975eXQ2EskrwWZQ2i5dQPkve3EKc1vVjjXEvlyjtblX0OHBLZrbaizVK25172iiW73U9c69E6Z24MXOPCl6VmW2NQnbi/j9Kp4ifZ0urTUXEiyiX214BrEtp91SlP27z5rV7Zv61uT2DMjnyGcD3s4UlhtW/orTam0KpNV6n4n4/Mb/7a456Ne+BX8zMQ2rtcwHxjqecSJzd3N4B2Dkzq63oFxFXAq/OzHubUdQfUU48JwIbZGbV5CQirsrMjbv+XxY4JzO3XuCDFz7WjZTyp9ZX2WtO2gdqK7e4Ctimk3Q3VxcuqHXlNiLuz8zlm8+op8jMC2vEGSTuEpTWhEH5rHpsAQ9ZJPXjiHHPlijNyv0fB2ouNXyBMrnq05RL2ysC46J0jvh5zXi9qGcepGRj4DFUK9mIiHWAlTLzQ82o4Cuauy5lziWqagaeWLT15tIVb3nKaNPzKfV1K1C39u1pnaS4cXGWPtP3ROkbWl1zsvkB5qxuNhP4elbsizsgXqvLakfEWfO7v3I51Pz67GZmfrpirHsok5AuoVya/22WTjYfbf5V08vLvc174FYL/s5qtsjM93TFPycijqgcY1zXqOZbKVdFTgNOa052a+vMSfl3M//hXkp//Oqyh6vsZWbNUfwF+Tzw+yjtZ4My+FGzjOImaP8zqluUlqwHA8/PzPdExLoRsV5LtdOt6sfEuPUlSueT3NXuj3sMcBgl4TmfMqnhsmZC1zSgamLcaLue+U3ASpQ2Md1WpyxSUdNRNG8mWfrS/hQgIjZq7nvjvB44HL04sRjg4q5/x2TmrMr7f1b3jczcv+vmhMqxOknxgZQ3zyspr6dNgS9FRGblRWYarS6rTZn9/1fK6/W3tDvparCWYs+glCw9h3JyXctalAlcL6e8xjZrRtQuAS7JzB9XjAVAlBXVjqZ0i4AyQnhAC8/7Gc0JzanM/R7YxsqBf4uIj1EWWYCymMjfKsdYIuYsQf0qSpvM2fdVjgXws6ac7AjmzBVopUwuerjKXpTVZt9H14Q44NttjHpm5rSIuIA5nZT+MzNrfj5OGFCeNDB+9a4UlI4UV1DeE6GssnsqlVvB9kI/llKcTin6b3OJ0ufP7/6s1Jomula/iYiZ2dWvM7pWTqqp7UsrEfEz4NDM/OOA7RtRVkqqlqxGxO8y86XzuK+V1nBRVqPbhFJT18pEyV6JiJMol++OH7D9vZTLfE+ZTDbCeJdRSjduGbB9TUprsy1qxmv2PT0zJ3Uu+zbbqr22mqsIr6GUGGwM/C8wLTOvqbH/+cRdjtIh5V3AjymrB7bSorCJ9wxKZ4ADgbWyhR7sEfFLSjuuzgnS24A9M/M1leP0ZIW9JtazKZNOO8nWRcAna9atRsRHKTWrf6dcYdo0M7O5onZiZlYZIY+IlwJ/7SRwEfEOyt/oOlqoZW5i9HKVve8ASwKdK8VvB57IzHe3EOu8gaVqg20bwf5vB45lHifqbVyl6Xqvnf3+GpUXzumVfhwxPqP515rBEt+Wan+7L4sPbJnWyhlLdwLc0s+00sCkuIn7xyYBqumZ87lv6ZqBOmUbPHWi5NaU5WVrxhp0wkRHxST8IOCMiNiDOZNKN6P0KN25Uoxuyw9MiqG0z2rKRtrw7yiLRcxoLmHfTsWJmVkWUPg58PMoS/9OAS6IsszxMbXidDSJ1sGUkccTKUlQ9b7WzSXyzhLDnZPPKyit1dpqSzchM7uT1hMi4sDaQTJz79r7nE+seyknMG3G+GxEnEcpZ/hF1/v5OOZMcq3h25Ql6mlqmb/AnFrm42hnotUmlBK5PSLiI7S4yh6ls1F3End+RFSdFBwRS1EmLq4YEc9iTuK6PGURrFpuz3a6hMzPoxGxNHO6UqxN1+BlP+m7xLjtul/oae3vSyLifsqLY+nma5rbtVfN6tXP9Mz53Fc1WQWmR8R7BhnxfDf1V3U7isFHwu+l9DGu+UbdaZ/2JmBl5lyGnUKZiFJFM8L48ojYjnIVBuB/M/P8WjEGmF+/7DZ6aUMZ9RkH7E85EVidskJYNU1C/AbK32dN4Ou0szrclyjPieOAjbLFZX8prSmvBL4KfCRbmlw6wD1RWhR2JtFOoXSYqaLHNdq9Ornt7O+yQbbV7BwCML7Htcy9XmXviYhYOzNvgtl9oWv34X0v5arL85j7M+oBStlXLT3rox0R36C8Zg+nDBKs3lyN3IqyemXf6ZtSih5P6prOnNrf4xhQ+9tGiUPbevUzRcQ04Px5JKuvycy31ojT7HMlSgLyKHP3xX0asEvNmq1RKtuYnpmTFrStX0TEvylzBJ5yF/CCzGxrwt/SwBqZeX0L+/4B8GJKO8IfZbPUehuay8qPUDrkdL8XduY+VBt1j4gtKbWCL6fUG99CGSm+FJiemdVHgpoStqObuEmZ9PeBWvX8EfHBQTbPrtHOzGVrxGlidUrWlqEs7Z6U5/5D0NtJUbVExNWUFmOPR8R1wNTMvKhzX2a+uIWYPVtlLyJeRamTvbnZtCawd2b+qmKMl1JOOt+cmUc38y52pby+qpWjRMSz2yhtmUesAyjzOFYBfklpR3glZcJu600S2tBPiXFP6n6bWD2v/W1br36mXiarXTG3pSQnULpGVB/xjLLowLrzuO/GrNi+qmu/M4E3ZObNze21gLO7/3b9pJev4a6Yb6SMwD8tM9eKiInAp2qN2DXJaqfWvNVkdTQ1ZVBvpFkOPTOrXtHqtbZrtKNM5PossA8lUYByteIE4LDswzZWvaplHhBzQra8yl537XRz9ee9lFKyGylXS2rWg/e0tV4vNe/vuzf/lqbMF/hRC1cuWtc3ifFgWqqRJbrWuY8Ba94PvN0vev0z9SJZ7aVejoR37ft1lNH9mymJ1vOB92bm/9WONVZFxBXAdpRJhp0JIa2M8I81zdWkTp3xVpQyqcsoXSm+PJ+HLmycXpY4DKzR/lpLNdpfBZYFDs7MB5pty1NO0v6dmQfWjtkLTUlep5b5X822FwLLZmYbi18RLa+y18tktXsyWlOCcHdmHt7cnj141e8iYhPge8DG2cJE3bb1TWI8vxpZoGrP3yjre/+LpvaXOe3hgrIk9ZK1YvXKWPyZemk0RsKbuE9nTs/f69q4hN0rEfEA82+DWH10NSIuy8wtYu6Z0rM7VGhwEfF3SluxS2l6GWezbHMLsXpS4jCgRvsbbdZoR8QNwAsHDtpE6WJy3byuPmluMY9V9jLzXRVj9CxZHY1ylF6JsrjHDpQR41dR2t1Ny5a7ibShnybf9aznbz+e4SzIWPyZeikz76RMVOseCW9lolpEfDgzO4sATM7MU7vu+1xmHlY7Zi9kZivLFy/ANVG6boyPiHUpi4v8ZhSOo9+snS2tMDZQZh7Z+bqrxGFvysjdkfN63DB8kFKj/THgoxGz5ye1cWKWg13JzNILvT9GoxYNL885q+x9MiKOBM6pHGN89K4P9DTgwubE8yFK3XSn61FPXm+1RUSnXeXrKW1Mf0RJ+Afru94X+mnEeMzV/UqDGYulPKMlympMHwVeS0mA/g/4dGY+PKoHtojrZXlDE68nJQ69EhFnAD/NASs6Rum6sVutGvexLiJ+m5kvi9ID/U2UK8ZX15zT0eva6dEoR2lTRJxPqSc+rZ9fs936acS45z1/pVES8/h6sNuaj8z8Ny0sY7wYGGy0Zxng3VReZS9624auV/YDfhoR+zB36dXSwC6jdlT9p/VV9rJ3faA78XrRWq9nMnO70T6G2vppxNgaWS0WHDEeuShL/s6TI3ZD14MODj1rQ9drMXeP8Gsz87zRPJ5+EaOwyp7U0TeJsbS48CRw5CLibuCvlJq+3zJgpD37sI9sr4218gb1j7Hc1kyLvn4qpZAWC06UrGJloDMpZA/gfykzpK8Z1aPqE2O0vEH9o+er7EkdjhhLGtOalndTgC8Bn8zMmkuvjkljubxBi76x3NZMiz5HjCWNSU1C/AZKUrwm8HVKL2otQGaOG+1j0GJtzLU1U/9wxFjSmBMRP6D0mz6bsizp1aN8SJIWwlhra6b+YWIsacxpSgE6LccsBZAkDYmJsSRJkkRpYC1JkiQt9kyMJUmSJEyMJWmhRURGxJFdtw+JiMMX8JjJEfGRBXzPNhHxs3ncd0tErDisAy6PPyEiqi+M0NZ+JWk0mBhL0sJ7BHjTwiSqmXlWZn6hxWOap4iwNackDYGJsSQtvMcpq8IdNPCOiJgQEadFxO+af1s1298ZEcc0X68dEZdFxB8j4jMR0b2y3LIR8ZOIuC4iToqI7uWsP9w85vKmpysRsWZEnB8RV0XEeRGxRrP9hIj4VkT8FjiiefwrI+I3EXFzZ5Q3ii9FxNXNvt86hO3HRMT1EXEu8NyKv1dJGlUmxpI0PN8A9oyIFQZs/xrw1cx8KbAr8J1BHvs14GuZuREwa8B9mwAHAhsCLwC26rrvvuYxxwBHNduOBk7MzI2BkygLmXSsBrw8Mw9ubq8CvALYEeiMXr8JmAi8BHg18KWIWGU+23cB1muO7x3Aywf5+SSpL5kYS9IwZOb9wA+ADwy469XAMRExAzgLWD4ilh3wPVsCpzZfnzzgvsszc1ZmPgnMoKza1zGt6/8tu/bV2ccPKYlvx6mZ+UTX7TMy88nMvBZYqdn2CmBaZj6RmXcCFwIvnc/2V3Zt/xtwPpI0Rlh3JknDdxRwJfD9rm3jgC0y8+Hub5y7ImK+Hun6+gnmfp/OeXw9L/8acLt730M+IElaXDhiLEnDlJn3Aj8G3tW1+RfA+zs3ImLiIA+9jFJmAbD7QoR8a9f/lzZf/6ZrH3sCv16I/dF8/1sjYnxETKCMCF8+n+0XdW1fBdh2IeNJ0iLLEWNJGpkjgf27bn8A+EZEXEV5j70I2HfAYw4E/jsiPgr8HLhviLGe1ez3EWBKs+39wPcj4kPA3cDeC3n8p1PKMf5AGYX+cGbeERHz274dcC3wF+Yk6JLU91wSWpJ6LCKWAR7KzIyI3YEpmbnTaB+XJC3uHDGWpN7bjDJBL4B/AvuM7uFIksARY0mSJAlw8p0kSZIEmBhLkiRJgImxJEmSBJgYS5IkSYCJsSRJkgSYGEuSJEkA/H+Uva8cn28FFwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualize Crosstab\n",
    "crosstab.plot(kind=\"bar\", figsize=(12,8), stacked=True, colormap='Paired')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Identify Significant Variables using p-values and Chi-Square Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "contingency_table :-\n",
      " Neighborhood  Blmngtn  Blueste  BrDale  BrkSide  ClearCr  CollgCr  Crawfor  \\\n",
      "HeatingQC                                                                    \n",
      "Ex                 17        0       1       16       12      127       22   \n",
      "Fa                  0        0       0        2        1        0        5   \n",
      "Gd                  0        0       2       10        6        5        8   \n",
      "Po                  0        0       0        0        0        0        0   \n",
      "TA                  0        2      12       19        7       14       15   \n",
      "\n",
      "Neighborhood  Edwards  Gilbert  IDOTRR  ...  NridgHt  OldTown  SWISU  Sawyer  \\\n",
      "HeatingQC                               ...                                    \n",
      "Ex                 31       52       8  ...       73       30     10      21   \n",
      "Fa                  6        0       1  ...        0        6      1       1   \n",
      "Gd                 12       24       6  ...        2       32      1      11   \n",
      "Po                  0        0       1  ...        0        0      0       0   \n",
      "TA                 21        1      13  ...        0       32      8      36   \n",
      "\n",
      "Neighborhood  SawyerW  Somerst  StoneBr  Timber  Veenker  mes  \n",
      "HeatingQC                                                      \n",
      "Ex                 31       77       18      25        6   54  \n",
      "Fa                  0        0        0       0        0    5  \n",
      "Gd                 11        6        5       5        1   47  \n",
      "Po                  0        0        0       0        0    0  \n",
      "TA                 11        0        2       7        4  103  \n",
      "\n",
      "[5 rows x 25 columns]\n",
      "Cirtical Value: 119.87093929856714\n",
      "chi2 statistic:     582.16\n",
      "p-value:            1.141e-70\n",
      "degrees of freedom: 96\n",
      "expected frequencies:\n",
      " [[8.94469357e+00 1.05231689e+00 7.89237668e+00 2.47294469e+01\n",
      "  1.36801196e+01 7.68191330e+01 2.63079223e+01 3.68310912e+01\n",
      "  4.05142003e+01 1.52585949e+01 6.31390135e+00 2.20986547e+01\n",
      "  4.73542601e+00 3.84095665e+01 2.15724963e+01 3.94618834e+01\n",
      "  5.26158445e+01 1.05231689e+01 3.63049327e+01 2.78863976e+01\n",
      "  4.36711510e+01 1.31539611e+01 1.94678625e+01 5.78774290e+00\n",
      "  1.09967115e+02]\n",
      " [4.57399103e-01 5.38116592e-02 4.03587444e-01 1.26457399e+00\n",
      "  6.99551570e-01 3.92825112e+00 1.34529148e+00 1.88340807e+00\n",
      "  2.07174888e+00 7.80269058e-01 3.22869955e-01 1.13004484e+00\n",
      "  2.42152466e-01 1.96412556e+00 1.10313901e+00 2.01793722e+00\n",
      "  2.69058296e+00 5.38116592e-01 1.85650224e+00 1.42600897e+00\n",
      "  2.23318386e+00 6.72645740e-01 9.95515695e-01 2.95964126e-01\n",
      "  5.62331839e+00]\n",
      " [2.75710015e+00 3.24364723e-01 2.43273543e+00 7.62257100e+00\n",
      "  4.21674141e+00 2.36786248e+01 8.10911809e+00 1.13527653e+01\n",
      "  1.24880419e+01 4.70328849e+00 1.94618834e+00 6.81165919e+00\n",
      "  1.45964126e+00 1.18393124e+01 6.64947683e+00 1.21636771e+01\n",
      "  1.62182362e+01 3.24364723e+00 1.11905830e+01 8.59566517e+00\n",
      "  1.34611360e+01 4.05455904e+00 6.00074738e+00 1.78400598e+00\n",
      "  3.38961136e+01]\n",
      " [1.27055306e-02 1.49476831e-03 1.12107623e-02 3.51270553e-02\n",
      "  1.94319880e-02 1.09118087e-01 3.73692078e-02 5.23168909e-02\n",
      "  5.75485800e-02 2.16741405e-02 8.96860987e-03 3.13901345e-02\n",
      "  6.72645740e-03 5.45590433e-02 3.06427504e-02 5.60538117e-02\n",
      "  7.47384155e-02 1.49476831e-02 5.15695067e-02 3.96113602e-02\n",
      "  6.20328849e-02 1.86846039e-02 2.76532138e-02 8.22122571e-03\n",
      "  1.56203288e-01]\n",
      " [4.82810164e+00 5.68011958e-01 4.26008969e+00 1.33482810e+01\n",
      "  7.38415546e+00 4.14648729e+01 1.42002990e+01 1.98804185e+01\n",
      "  2.18684604e+01 8.23617339e+00 3.40807175e+00 1.19282511e+01\n",
      "  2.55605381e+00 2.07324365e+01 1.16442451e+01 2.13004484e+01\n",
      "  2.84005979e+01 5.68011958e+00 1.95964126e+01 1.50523169e+01\n",
      "  2.35724963e+01 7.10014948e+00 1.05082212e+01 3.12406577e+00\n",
      "  5.93572496e+01]]\n",
      "Reject Null, HeatingQC and  Neighborhood show significant dependence on each other\n",
      "Reject Null, HeatingQC and  Neighborhood show significant dependence on each other\n"
     ]
    }
   ],
   "source": [
    "import scipy.stats\n",
    "from scipy.stats import chi2\n",
    "\n",
    "#define columns we want to look at\n",
    "\n",
    "col1 = \"HeatingQC\"\n",
    "col2 = \"Neighborhood\"\n",
    "\n",
    "#Create contigency table for chi-sqaured test\n",
    "\n",
    "contingency_table=pd.crosstab(df_c[col1],df_c[col2])\n",
    "print('contingency_table :-\\n',contingency_table)\n",
    "#define alpha before test\n",
    "\n",
    "alpha = 0.05\n",
    "\n",
    "#Function to calculate test statsitic value, p-value, degrees of freedom and expected values\n",
    "\n",
    "chi2_stat, p, dof, expected = scipy.stats.chi2_contingency(contingency_table)\n",
    "critical_value=chi2.ppf(q=1-alpha,df=dof)\n",
    "#print results\n",
    "print(f\"Cirtical Value:\", critical_value)\n",
    "print(f\"chi2 statistic:     {chi2_stat:.5g}\")\n",
    "print(f\"p-value:            {p:.5g}\")\n",
    "print(f\"degrees of freedom: {dof}\")\n",
    "print(\"expected frequencies:\\n\",expected)\n",
    "\n",
    "#Interprit results\n",
    "if chi2_stat >= critical_value:\n",
    "    print(\"Reject Null,\", col1, \"and \", col2, \"show significant dependence on each other\")\n",
    "if p<=alpha:\n",
    "    print(\"Reject Null,\", col1, \"and \", col2, \"show significant dependence on each other\")\n",
    "else:\n",
    "    print(\"Accept Null,\", col1, \"and \", col2, \"do NOT show significant dependence on each other\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                df        sum_sq       mean_sq          F  \\\n",
      "C(HeatingQC)                   4.0  1.800151e+12  4.500378e+11  90.402887   \n",
      "C(Condition1)                  8.0  1.892840e+11  2.366050e+10   4.752885   \n",
      "C(HeatingQC):C(Condition1)    32.0  1.298103e+11  4.056572e+09   0.814878   \n",
      "Residual                    1433.0  7.133668e+12  4.978135e+09        NaN   \n",
      "\n",
      "                                  PR(>F)  \n",
      "C(HeatingQC)                1.390106e-68  \n",
      "C(Condition1)               8.901713e-06  \n",
      "C(HeatingQC):C(Condition1)  7.586649e-01  \n",
      "Residual                             NaN  \n"
     ]
    }
   ],
   "source": [
    "# Looking into ANOVA for SalePrice significance\n",
    "\n",
    "import statsmodels.api as sm\n",
    "from statsmodels.formula.api import ols\n",
    "df_anova2 = pd.read_csv(\"PEP1.csv\")\n",
    "# Performing two-way ANOVA\n",
    "model = ols('SalePrice ~ C(HeatingQC) + C(Condition1) +\\\n",
    "C(HeatingQC):C(Condition1)',\n",
    "            data=df_anova2).fit()\n",
    "result = sm.stats.anova_lm(model, type=2)\n",
    "# Print the result\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Combine all significant categorical and numerical variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of numerical data:  (1121, 5)\n",
      "Shape of categorical data: (1338, 5)\n",
      "Shape of final data:  (1365, 10)\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1365 entries, 1 to 1460\n",
      "Data columns (total 10 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   SalePrice      1121 non-null   float64\n",
      " 1   GrLivArea      1121 non-null   float64\n",
      " 2   GarageArea     1121 non-null   float64\n",
      " 3   TotalBsmtSF    1121 non-null   float64\n",
      " 4   YearBuilt      1121 non-null   float64\n",
      " 5   HeatingQC      1338 non-null   object \n",
      " 6   SaleCondition  1338 non-null   object \n",
      " 7   Neighborhood   1338 non-null   object \n",
      " 8   Condition1     1338 non-null   object \n",
      " 9   HouseStyle     1338 non-null   object \n",
      "dtypes: float64(5), object(5)\n",
      "memory usage: 117.3+ KB\n",
      "Original shape:  (1365, 10)\n",
      "Dropped  244 entries from SalePrice\n",
      "Dropped  0 entries from GrLivArea\n",
      "Dropped  0 entries from GarageArea\n",
      "Dropped  0 entries from TotalBsmtSF\n",
      "Dropped  0 entries from YearBuilt\n",
      "Dropped  27 entries from HeatingQC\n",
      "Dropped  0 entries from SaleCondition\n",
      "Dropped  0 entries from Neighborhood\n",
      "Dropped  0 entries from Condition1\n",
      "Dropped  0 entries from HouseStyle\n",
      "New shape:  (1094, 10)\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1094 entries, 1 to 1460\n",
      "Data columns (total 10 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   SalePrice      1094 non-null   float64\n",
      " 1   GrLivArea      1094 non-null   float64\n",
      " 2   GarageArea     1094 non-null   float64\n",
      " 3   TotalBsmtSF    1094 non-null   float64\n",
      " 4   YearBuilt      1094 non-null   float64\n",
      " 5   HeatingQC      1094 non-null   object \n",
      " 6   SaleCondition  1094 non-null   object \n",
      " 7   Neighborhood   1094 non-null   object \n",
      " 8   Condition1     1094 non-null   object \n",
      " 9   HouseStyle     1094 non-null   object \n",
      "dtypes: float64(5), object(5)\n",
      "memory usage: 94.0+ KB\n"
     ]
    }
   ],
   "source": [
    "#Taking top 5 signifcant numerical and categorical variables\n",
    "df_sig_n = df_n.filter(['SalePrice','GrLivArea', 'GarageArea', 'TotalBsmtSF', 'YearBuilt'], axis=1)\n",
    "print(\"Shape of numerical data: \", df_sig_n.shape)\n",
    "\n",
    "df_sig_c = df_c.filter(['HeatingQC','SaleCondition', 'Neighborhood', 'Condition1', 'HouseStyle'], axis=1)\n",
    "print(\"Shape of categorical data:\", df_sig_c.shape)\n",
    "\n",
    "#combining into one new dataframe\n",
    "\n",
    "df_final = pd.concat([df_sig_n, df_sig_c], axis=1)\n",
    "print(\"Shape of final data: \", df_final.shape)\n",
    "df_final.head(10)\n",
    "df_final.info()\n",
    "\n",
    "#For Loop Removing Missing Value Rows\n",
    "print('Original shape: ', df_final.shape)\n",
    "for column in df_final:\n",
    "    percentage_of_missing_values = (df_final[column].isna().sum(axis=0)/df_final.shape[0])*100 #check for percentage of missing values and see if we need to remove the rows\n",
    "    count = df_final[column].isna().sum() #count how many missing values will be removed\n",
    "    df_final = df_final.dropna(subset=[column]) #dropna rows in column\n",
    "    print('Dropped ', count, 'entries from', column) #print process\n",
    "print('New shape: ', df_final.shape)\n",
    "df_final.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot Box Plot for new dataset to find variables with outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#box plots for final data \n",
    "#combares numerical data, saleprice, with categorical data\n",
    "num_cols = ['Condition1', 'SaleCondition', 'HeatingQC', 'HouseStyle']\n",
    "\n",
    "for i in range(0,len(num_cols),2):\n",
    "        plt.figure(figsize=(10,4))\n",
    "        plt.subplot(121)\n",
    "        sns.boxplot(x = num_cols[i], y='SalePrice', data=df_final)\n",
    "        plt.subplot(122)            \n",
    "        sns.boxplot(x = num_cols[i+1], y='SalePrice', data=df_final)\n",
    "        plt.tight_layout()\n",
    "        plt.show()\n",
    "plt.figure(figsize=(15,8))\n",
    "plt.xticks(rotation = 45)\n",
    "sns.boxplot(x= 'Neighborhood', y='SalePrice', data=df_final)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that Excellent heating quality is a significant variable in prediciting high saleprice. There are a noticable amount of outliers above the respective boxplot.\n",
    "Likewise we also see for Condition1, Normal condition and RRNn are good predictiers for high saleprice. RRNn makes sense, as this indicates the house is located close to a railroad, indicating convience for the customer when travel times are a big factor for buying a house. \"Normal condition\" is assumed to otherwise be an otherwise optimal condition for the house (i.e. no negatives). There are a very large amount of outliers located in the \"Norm\" condition.\n",
    "\n",
    "Neighborhoods have a strong relationship with SalePrice. Evenmore so we can see specific neighborhoods are indicative of higher or lower save price. NridgHT and StoneBR have the hisghest IQR out of all the other nieghborhood catagories."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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