HOUSE PRICE PREDICTION.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5537b4e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "\n",
    "##display all the columns of the dataframe\n",
    "pd.pandas.set_option('display.max_columns',None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "93f052e4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1460, 81)\n"
     ]
    }
   ],
   "source": [
    "dataset = pd.read_csv('hptrain.csv')\n",
    "print(dataset.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bf4e83f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>BldgType</th>\n",
       "      <th>HouseStyle</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>RoofStyle</th>\n",
       "      <th>RoofMatl</th>\n",
       "      <th>Exterior1st</th>\n",
       "      <th>Exterior2nd</th>\n",
       "      <th>MasVnrType</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>ExterQual</th>\n",
       "      <th>ExterCond</th>\n",
       "      <th>Foundation</th>\n",
       "      <th>BsmtQual</th>\n",
       "      <th>BsmtCond</th>\n",
       "      <th>BsmtExposure</th>\n",
       "      <th>BsmtFinType1</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinType2</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>Heating</th>\n",
       "      <th>HeatingQC</th>\n",
       "      <th>CentralAir</th>\n",
       "      <th>Electrical</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>KitchenQual</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Functional</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>FireplaceQu</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2003</td>\n",
       "      <td>2003</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>196.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>No</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>706</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>856</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>856</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>1710</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>8</td>\n",
       "      <td>Typ</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>548</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Veenker</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>1Story</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>1976</td>\n",
       "      <td>1976</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>MetalSd</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>CBlock</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>978</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>284</td>\n",
       "      <td>1262</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>460</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2001</td>\n",
       "      <td>2002</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>162.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Mn</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>486</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>434</td>\n",
       "      <td>920</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>920</td>\n",
       "      <td>866</td>\n",
       "      <td>0</td>\n",
       "      <td>1786</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>6</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>2</td>\n",
       "      <td>608</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1915</td>\n",
       "      <td>1970</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>Wd Sdng</td>\n",
       "      <td>Wd Shng</td>\n",
       "      <td>None</td>\n",
       "      <td>0.0</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>BrkTil</td>\n",
       "      <td>TA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>No</td>\n",
       "      <td>ALQ</td>\n",
       "      <td>216</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>540</td>\n",
       "      <td>756</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>961</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>1717</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>7</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>3</td>\n",
       "      <td>642</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>NaN</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NoRidge</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>1Fam</td>\n",
       "      <td>2Story</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "      <td>Gable</td>\n",
       "      <td>CompShg</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>VinylSd</td>\n",
       "      <td>BrkFace</td>\n",
       "      <td>350.0</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>PConc</td>\n",
       "      <td>Gd</td>\n",
       "      <td>TA</td>\n",
       "      <td>Av</td>\n",
       "      <td>GLQ</td>\n",
       "      <td>655</td>\n",
       "      <td>Unf</td>\n",
       "      <td>0</td>\n",
       "      <td>490</td>\n",
       "      <td>1145</td>\n",
       "      <td>GasA</td>\n",
       "      <td>Ex</td>\n",
       "      <td>Y</td>\n",
       "      <td>SBrkr</td>\n",
       "      <td>1145</td>\n",
       "      <td>1053</td>\n",
       "      <td>0</td>\n",
       "      <td>2198</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Gd</td>\n",
       "      <td>9</td>\n",
       "      <td>Typ</td>\n",
       "      <td>1</td>\n",
       "      <td>TA</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>3</td>\n",
       "      <td>836</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>192</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
       "0   1          60       RL         65.0     8450   Pave   NaN      Reg   \n",
       "1   2          20       RL         80.0     9600   Pave   NaN      Reg   \n",
       "2   3          60       RL         68.0    11250   Pave   NaN      IR1   \n",
       "3   4          70       RL         60.0     9550   Pave   NaN      IR1   \n",
       "4   5          60       RL         84.0    14260   Pave   NaN      IR1   \n",
       "\n",
       "  LandContour Utilities LotConfig LandSlope Neighborhood Condition1  \\\n",
       "0         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "1         Lvl    AllPub       FR2       Gtl      Veenker      Feedr   \n",
       "2         Lvl    AllPub    Inside       Gtl      CollgCr       Norm   \n",
       "3         Lvl    AllPub    Corner       Gtl      Crawfor       Norm   \n",
       "4         Lvl    AllPub       FR2       Gtl      NoRidge       Norm   \n",
       "\n",
       "  Condition2 BldgType HouseStyle  OverallQual  OverallCond  YearBuilt  \\\n",
       "0       Norm     1Fam     2Story            7            5       2003   \n",
       "1       Norm     1Fam     1Story            6            8       1976   \n",
       "2       Norm     1Fam     2Story            7            5       2001   \n",
       "3       Norm     1Fam     2Story            7            5       1915   \n",
       "4       Norm     1Fam     2Story            8            5       2000   \n",
       "\n",
       "   YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType  \\\n",
       "0          2003     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "1          1976     Gable  CompShg     MetalSd     MetalSd       None   \n",
       "2          2002     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "3          1970     Gable  CompShg     Wd Sdng     Wd Shng       None   \n",
       "4          2000     Gable  CompShg     VinylSd     VinylSd    BrkFace   \n",
       "\n",
       "   MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure  \\\n",
       "0       196.0        Gd        TA      PConc       Gd       TA           No   \n",
       "1         0.0        TA        TA     CBlock       Gd       TA           Gd   \n",
       "2       162.0        Gd        TA      PConc       Gd       TA           Mn   \n",
       "3         0.0        TA        TA     BrkTil       TA       Gd           No   \n",
       "4       350.0        Gd        TA      PConc       Gd       TA           Av   \n",
       "\n",
       "  BsmtFinType1  BsmtFinSF1 BsmtFinType2  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "0          GLQ         706          Unf           0        150          856   \n",
       "1          ALQ         978          Unf           0        284         1262   \n",
       "2          GLQ         486          Unf           0        434          920   \n",
       "3          ALQ         216          Unf           0        540          756   \n",
       "4          GLQ         655          Unf           0        490         1145   \n",
       "\n",
       "  Heating HeatingQC CentralAir Electrical  1stFlrSF  2ndFlrSF  LowQualFinSF  \\\n",
       "0    GasA        Ex          Y      SBrkr       856       854             0   \n",
       "1    GasA        Ex          Y      SBrkr      1262         0             0   \n",
       "2    GasA        Ex          Y      SBrkr       920       866             0   \n",
       "3    GasA        Gd          Y      SBrkr       961       756             0   \n",
       "4    GasA        Ex          Y      SBrkr      1145      1053             0   \n",
       "\n",
       "   GrLivArea  BsmtFullBath  BsmtHalfBath  FullBath  HalfBath  BedroomAbvGr  \\\n",
       "0       1710             1             0         2         1             3   \n",
       "1       1262             0             1         2         0             3   \n",
       "2       1786             1             0         2         1             3   \n",
       "3       1717             1             0         1         0             3   \n",
       "4       2198             1             0         2         1             4   \n",
       "\n",
       "   KitchenAbvGr KitchenQual  TotRmsAbvGrd Functional  Fireplaces FireplaceQu  \\\n",
       "0             1          Gd             8        Typ           0         NaN   \n",
       "1             1          TA             6        Typ           1          TA   \n",
       "2             1          Gd             6        Typ           1          TA   \n",
       "3             1          Gd             7        Typ           1          Gd   \n",
       "4             1          Gd             9        Typ           1          TA   \n",
       "\n",
       "  GarageType  GarageYrBlt GarageFinish  GarageCars  GarageArea GarageQual  \\\n",
       "0     Attchd       2003.0          RFn           2         548         TA   \n",
       "1     Attchd       1976.0          RFn           2         460         TA   \n",
       "2     Attchd       2001.0          RFn           2         608         TA   \n",
       "3     Detchd       1998.0          Unf           3         642         TA   \n",
       "4     Attchd       2000.0          RFn           3         836         TA   \n",
       "\n",
       "  GarageCond PavedDrive  WoodDeckSF  OpenPorchSF  EnclosedPorch  3SsnPorch  \\\n",
       "0         TA          Y           0           61              0          0   \n",
       "1         TA          Y         298            0              0          0   \n",
       "2         TA          Y           0           42              0          0   \n",
       "3         TA          Y           0           35            272          0   \n",
       "4         TA          Y         192           84              0          0   \n",
       "\n",
       "   ScreenPorch  PoolArea PoolQC Fence MiscFeature  MiscVal  MoSold  YrSold  \\\n",
       "0            0         0    NaN   NaN         NaN        0       2    2008   \n",
       "1            0         0    NaN   NaN         NaN        0       5    2007   \n",
       "2            0         0    NaN   NaN         NaN        0       9    2008   \n",
       "3            0         0    NaN   NaN         NaN        0       2    2006   \n",
       "4            0         0    NaN   NaN         NaN        0      12    2008   \n",
       "\n",
       "  SaleType SaleCondition  SalePrice  \n",
       "0       WD        Normal     208500  \n",
       "1       WD        Normal     181500  \n",
       "2       WD        Normal     223500  \n",
       "3       WD       Abnorml     140000  \n",
       "4       WD        Normal     250000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13f70910",
   "metadata": {},
   "source": [
    "# DATA ANALYSIS"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5080d4f4",
   "metadata": {},
   "source": [
    "## missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "180ce57e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LotFrontage 0.1774 % missing values\n",
      "Alley 0.9377 % missing values\n",
      "MasVnrType 0.0055 % missing values\n",
      "MasVnrArea 0.0055 % missing values\n",
      "BsmtQual 0.0253 % missing values\n",
      "BsmtCond 0.0253 % missing values\n",
      "BsmtExposure 0.026 % missing values\n",
      "BsmtFinType1 0.0253 % missing values\n",
      "BsmtFinType2 0.026 % missing values\n",
      "FireplaceQu 0.4726 % missing values\n",
      "GarageType 0.0555 % missing values\n",
      "GarageYrBlt 0.0555 % missing values\n",
      "GarageFinish 0.0555 % missing values\n",
      "GarageQual 0.0555 % missing values\n",
      "GarageCond 0.0555 % missing values\n",
      "PoolQC 0.9952 % missing values\n",
      "Fence 0.8075 % missing values\n",
      "MiscFeature 0.963 % missing values\n"
     ]
    }
   ],
   "source": [
    "features_with_na = [features for features in dataset.columns if dataset[features].isnull().sum()>1]\n",
    "\n",
    "for feature in features_with_na:\n",
    "    print(feature, np.round(dataset[feature].isnull().mean(), 4), '% missing values')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8cea8c98",
   "metadata": {},
   "source": [
    "# Missing Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "beabdbcb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['LotFrontage',\n",
       " 'Alley',\n",
       " 'MasVnrType',\n",
       " 'MasVnrArea',\n",
       " 'BsmtQual',\n",
       " 'BsmtCond',\n",
       " 'BsmtExposure',\n",
       " 'BsmtFinType1',\n",
       " 'BsmtFinType2',\n",
       " 'Electrical',\n",
       " 'FireplaceQu',\n",
       " 'GarageType',\n",
       " 'GarageYrBlt',\n",
       " 'GarageFinish',\n",
       " 'GarageQual',\n",
       " 'GarageCond',\n",
       " 'PoolQC',\n",
       " 'Fence',\n",
       " 'MiscFeature']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#get what col have nan values\n",
    "features_with_na = [features for features in dataset.columns if dataset[features].isnull().sum()>= 1]\n",
    "features_with_na"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "fabcaf5c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LotFrontage 0.1774 % missing values\n",
      "Alley 0.9377 % missing values\n",
      "MasVnrType 0.0055 % missing values\n",
      "MasVnrArea 0.0055 % missing values\n",
      "BsmtQual 0.0253 % missing values\n",
      "BsmtCond 0.0253 % missing values\n",
      "BsmtExposure 0.026 % missing values\n",
      "BsmtFinType1 0.0253 % missing values\n",
      "BsmtFinType2 0.026 % missing values\n",
      "Electrical 0.0007 % missing values\n",
      "FireplaceQu 0.4726 % missing values\n",
      "GarageType 0.0555 % missing values\n",
      "GarageYrBlt 0.0555 % missing values\n",
      "GarageFinish 0.0555 % missing values\n",
      "GarageQual 0.0555 % missing values\n",
      "GarageCond 0.0555 % missing values\n",
      "PoolQC 0.9952 % missing values\n",
      "Fence 0.8075 % missing values\n",
      "MiscFeature 0.963 % missing values\n"
     ]
    }
   ],
   "source": [
    "# print null values with column and peercentage\n",
    "for feature in features_with_na:\n",
    "    print(feature,np.round(dataset[feature].isnull().mean(),4), '% missing values')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2d368f9e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Guxy4DTgOuK+9AG4F7kgyTu9KYsOw85UkDWfooACoqquBq6eUX6Z3dTGo/RZgy4D6GHDOgPpLtKCRJC0Ov5ktSepkUEiSOhkUkqROBoUkqZNBIUnqZFBIkjoZFJKkTgaFJKmTQSFJ6mRQSJI6GRSSpE4GhSSpk0EhSepkUEiSOhkUkqROBoUkqdOcgiLJ25Lck+TPkjyR5G8mOTHJziRPtfdlfe2vSjKe5Mkk6/rq5yZ5rJ27oW2JSts29e5W35VkdC7zlSTN3lyvKP4t8KWqejfwS/T2zL4SeKCqVgEPtM8kOYveVqZnAxcCNyZZ0sa5CdhMbx/tVe08wCbgQFWdCVwPXDfH+UqSZmnooEhyPPB36O1rTVX9uKr+ElgPbGvNtgEXteP1wF1V9XJV7QXGgTVJTgOOr6qHq6qA26f0mRzrHmDt5NWGJGlhzOWK4p3APuCzSb6e5JYkbwFOrarnANr7Ka39cuCZvv4Trba8HU+tH9Knqg4CLwAnzWHOkqRZmktQLAXeB9xUVe8F/i/tNtM0Bl0JVEe9q8+hAyebk4wlGdu3b1/3rCVJszKXoJgAJqpqV/t8D73g+EG7nUR7f76v/cq+/iuAZ1t9xYD6IX2SLAVOAPZPnUhV3VxVq6tq9cjIyBx+JEnSVEMHRVV9H3gmyV9vpbXA48AOYGOrbQTubcc7gA3tSaYz6C1a7263p15Mcl5bf7hsSp/JsS4GHmzrGJKkBbJ0jv0/DnwuyRuB7wK/SS98tifZBDwNXAJQVXuSbKcXJgeBK6rqlTbO5cBtwHHAfe0FvYXyO5KM07uS2DDH+UqSZmlOQVFV3wBWDzi1dpr2W4AtA+pjwDkD6i/RgkaStDj8ZrYkqZNBIUnqZFBIkjoZFJKkTgaFJKmTQSFJ6mRQSJI6GRSSpE4GhSSpk0EhSepkUEiSOhkUkqROBoUkqZNBIUnqZFBIkjoZFJKkTnMOiiRLknw9yRfb5xOT7EzyVHtf1tf2qiTjSZ5Msq6vfm6Sx9q5G9qWqLRtU+9u9V1JRuc6X0nS7ByJK4rfBZ7o+3wl8EBVrQIeaJ9Jcha9rUzPBi4EbkyypPW5CdhMbx/tVe08wCbgQFWdCVwPXHcE5itJmoU5BUWSFcCHgVv6yuuBbe14G3BRX/2uqnq5qvYC48CaJKcBx1fVw1VVwO1T+kyOdQ+wdvJqQ5K0MOZ6RfFvgN8DftpXO7WqngNo76e0+nLgmb52E622vB1PrR/Sp6oOAi8AJ81xzpKkWRg6KJJ8BHi+qh493C4DatVR7+ozdS6bk4wlGdu3b99hTkeSdDjmckXxQeCjSb4H3AV8KMl/BH7QbifR3p9v7SeAlX39VwDPtvqKAfVD+iRZCpwA7J86kaq6uapWV9XqkZGROfxIkqSphg6KqrqqqlZU1Si9ReoHq+pjwA5gY2u2Ebi3He8ANrQnmc6gt2i9u92eejHJeW394bIpfSbHurj9Ga+6opAkzZ+l8zDmtcD2JJuAp4FLAKpqT5LtwOPAQeCKqnql9bkcuA04DrivvQBuBe5IMk7vSmLDPMxXktThiARFVT0EPNSO/zewdpp2W4AtA+pjwDkD6i/RgkaStDj8ZrYkqZNBIUnqZFBIkjoZFJKkTgaFJKmTQSFJ6mRQSJI6GRSSpE4GhSSpk0EhSepkUEiSOhkUkqROBoUkqZNBIUnqZFBIkjoZFJKkTgaFJKnT0EGRZGWS/5bkiSR7kvxuq5+YZGeSp9r7sr4+VyUZT/JkknV99XOTPNbO3dD2zqbtr313q+9KMjqHn1WSNIS5XFEcBP55Vf0icB5wRZKzgCuBB6pqFfBA+0w7twE4G7gQuDHJkjbWTcBmYFV7Xdjqm4ADVXUmcD1w3RzmK0kawtBBUVXPVdXX2vGLwBPAcmA9sK012wZc1I7XA3dV1ctVtRcYB9YkOQ04vqoerqoCbp/SZ3Kse4C1k1cbkqSFcUTWKNotofcCu4BTq+o56IUJcEprthx4pq/bRKstb8dT64f0qaqDwAvASQP+/M1JxpKM7du370j8SJKkZs5BkeStwOeBT1TVj7qaDqhVR72rz6GFqpuranVVrR4ZGZlpypKkWZhTUCR5A72Q+FxVfaGVf9BuJ9Hen2/1CWBlX/cVwLOtvmJA/ZA+SZYCJwD75zJnSdLszOWppwC3Ak9U1b/uO7UD2NiONwL39tU3tCeZzqC3aL273Z56Mcl5bczLpvSZHOti4MG2jiFJWiBL59D3g8A/Bh5L8o1W+xRwLbA9ySbgaeASgKrak2Q78Di9J6auqKpXWr/LgduA44D72gt6QXRHknF6VxIb5jBfSdIQhg6KqvoTBq8hAKydps8WYMuA+hhwzoD6S7SgkSQtDr+ZLUnqZFBIkjoZFJKkTgaFJKmTQSFJ6mRQSJI6GRSSpE4GhSSpk0EhSepkUEiSOhkUkqROBoUkqZNBIUnqZFBIkjoZFJKkTgaFJKnTayIoklyY5Mkk40muXOz5SNKx5KgPiiRLgH8P/D3gLODSJGct7qwk6dhx1AcFsAYYr6rvVtWPgbuA9Ys8J0k6Zgy9Z/YCWg480/d5AvhAf4Mkm4HN7eP/SfLkAs3tWHAy8MPFnsRMct1iz0CL5Kj/+/ka+rv5julOvBaCIgNqdciHqpuBmxdmOseWJGNVtXqx5yEN4t/PhfFauPU0Aazs+7wCeHaR5iJJx5zXQlA8AqxKckaSNwIbgB2LPCdJOmYc9beequpgkt8G7geWAFuras8iT+tY4i09Hc38+7kAUlUzt5IkHbNeC7eeJEmLyKCQJHUyKCRJnY76xWwtrCTvpvfN9+X0vq/yLLCjqp5Y1IlJWjReUehnknyS3q9ICbCb3qPJAe70lzHqaJbkNxd7Dq9nPvWkn0nyHeDsqvrJlPobgT1VtWpxZiZ1S/J0VZ2+2PN4vfLWk/r9FHg78OdT6qe1c9KiSfKt6U4Bpy7kXI41BoX6fQJ4IMlT/P9fxHg6cCbw24s1Kak5FVgHHJhSD/A/F346xw6DQj9TVV9K8i56v9p9Ob3/ACeAR6rqlUWdnARfBN5aVd+YeiLJQws+m2OIaxSSpE4+9SRJ6mRQSJI6GRTSEZDkHySp9oVFkowm+XY7Pj/JFxd3htLwDArpyLgU+BN6+6VIrysGhTRHSd4KfBDYxAxBkeQtSbYmeSTJ15Osb/X/keSX+9r9aZL3zOe8pcNlUEhzdxHwpar6DrA/yfs62n4aeLCq3g/8KvD7Sd4C3AL8E4D2iPKbqmq6L5hJC8qgkObuUnq/I4v2fmlH2wuAK5N8A3gI+Hl6X2r8T8BHkrwB+C3gtnmaqzRrfuFOmoMkJwEfAs5JUvS26y3gxum6AP+wqp4cMNZOer+599eB1fMzY2n2vKKQ5uZi4PaqekdVjVbVSmAvsGKa9vcDH08SgCTv7Tt3C3ADvW/C75/PSUuzYVBIc3Mp8EdTap8HPjVN+2uANwDfao/PXjN5oqoeBX4EfHYe5ikNzV/hIR0lkryd3rrFu6vK39aro4ZXFNJRIMllwC7g04aEjjZeUUiSOnlFIUnqZFBIkjoZFJKkTgaFJKmTQSFJ6mRQSJI6/T/T0FCrYqni6QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "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": [
    "# now let's see if there is any relation between nan values and see how they are related\n",
    "data =dataset.copy()\n",
    "for feature in features_with_na:\n",
    "    data[feature] = np.where(data[feature].isnull(),1,0)\n",
    "    data.groupby(feature)['SalePrice'].median().plot.bar()\n",
    "    plt.title(feature)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a7e614c",
   "metadata": {},
   "source": [
    "# Numerical Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7c24ece9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Numerical values in dataset is: 38\n"
     ]
    }
   ],
   "source": [
    "#list of numerical values\n",
    "data_with_numvalues = [features for features in dataset.columns if dataset[features].dtype != 'O']\n",
    "print(\"Number of Numerical values in dataset is:\", len(data_with_numvalues))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3729a89b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>OverallQual</th>\n",
       "      <th>OverallCond</th>\n",
       "      <th>YearBuilt</th>\n",
       "      <th>YearRemodAdd</th>\n",
       "      <th>MasVnrArea</th>\n",
       "      <th>BsmtFinSF1</th>\n",
       "      <th>BsmtFinSF2</th>\n",
       "      <th>BsmtUnfSF</th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>1stFlrSF</th>\n",
       "      <th>2ndFlrSF</th>\n",
       "      <th>LowQualFinSF</th>\n",
       "      <th>GrLivArea</th>\n",
       "      <th>BsmtFullBath</th>\n",
       "      <th>BsmtHalfBath</th>\n",
       "      <th>FullBath</th>\n",
       "      <th>HalfBath</th>\n",
       "      <th>BedroomAbvGr</th>\n",
       "      <th>KitchenAbvGr</th>\n",
       "      <th>TotRmsAbvGrd</th>\n",
       "      <th>Fireplaces</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageCars</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>WoodDeckSF</th>\n",
       "      <th>OpenPorchSF</th>\n",
       "      <th>EnclosedPorch</th>\n",
       "      <th>3SsnPorch</th>\n",
       "      <th>ScreenPorch</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2003</td>\n",
       "      <td>2003</td>\n",
       "      <td>196.0</td>\n",
       "      <td>706</td>\n",
       "      <td>0</td>\n",
       "      <td>150</td>\n",
       "      <td>856</td>\n",
       "      <td>856</td>\n",
       "      <td>854</td>\n",
       "      <td>0</td>\n",
       "      <td>1710</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>2</td>\n",
       "      <td>548</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>1976</td>\n",
       "      <td>1976</td>\n",
       "      <td>0.0</td>\n",
       "      <td>978</td>\n",
       "      <td>0</td>\n",
       "      <td>284</td>\n",
       "      <td>1262</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1262</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>2</td>\n",
       "      <td>460</td>\n",
       "      <td>298</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>2001</td>\n",
       "      <td>2002</td>\n",
       "      <td>162.0</td>\n",
       "      <td>486</td>\n",
       "      <td>0</td>\n",
       "      <td>434</td>\n",
       "      <td>920</td>\n",
       "      <td>920</td>\n",
       "      <td>866</td>\n",
       "      <td>0</td>\n",
       "      <td>1786</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>2</td>\n",
       "      <td>608</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>1915</td>\n",
       "      <td>1970</td>\n",
       "      <td>0.0</td>\n",
       "      <td>216</td>\n",
       "      <td>0</td>\n",
       "      <td>540</td>\n",
       "      <td>756</td>\n",
       "      <td>961</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>1717</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>3</td>\n",
       "      <td>642</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>272</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2000</td>\n",
       "      <td>2000</td>\n",
       "      <td>350.0</td>\n",
       "      <td>655</td>\n",
       "      <td>0</td>\n",
       "      <td>490</td>\n",
       "      <td>1145</td>\n",
       "      <td>1145</td>\n",
       "      <td>1053</td>\n",
       "      <td>0</td>\n",
       "      <td>2198</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>3</td>\n",
       "      <td>836</td>\n",
       "      <td>192</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass  LotFrontage  LotArea  OverallQual  OverallCond  YearBuilt  \\\n",
       "0   1          60         65.0     8450            7            5       2003   \n",
       "1   2          20         80.0     9600            6            8       1976   \n",
       "2   3          60         68.0    11250            7            5       2001   \n",
       "3   4          70         60.0     9550            7            5       1915   \n",
       "4   5          60         84.0    14260            8            5       2000   \n",
       "\n",
       "   YearRemodAdd  MasVnrArea  BsmtFinSF1  BsmtFinSF2  BsmtUnfSF  TotalBsmtSF  \\\n",
       "0          2003       196.0         706           0        150          856   \n",
       "1          1976         0.0         978           0        284         1262   \n",
       "2          2002       162.0         486           0        434          920   \n",
       "3          1970         0.0         216           0        540          756   \n",
       "4          2000       350.0         655           0        490         1145   \n",
       "\n",
       "   1stFlrSF  2ndFlrSF  LowQualFinSF  GrLivArea  BsmtFullBath  BsmtHalfBath  \\\n",
       "0       856       854             0       1710             1             0   \n",
       "1      1262         0             0       1262             0             1   \n",
       "2       920       866             0       1786             1             0   \n",
       "3       961       756             0       1717             1             0   \n",
       "4      1145      1053             0       2198             1             0   \n",
       "\n",
       "   FullBath  HalfBath  BedroomAbvGr  KitchenAbvGr  TotRmsAbvGrd  Fireplaces  \\\n",
       "0         2         1             3             1             8           0   \n",
       "1         2         0             3             1             6           1   \n",
       "2         2         1             3             1             6           1   \n",
       "3         1         0             3             1             7           1   \n",
       "4         2         1             4             1             9           1   \n",
       "\n",
       "   GarageYrBlt  GarageCars  GarageArea  WoodDeckSF  OpenPorchSF  \\\n",
       "0       2003.0           2         548           0           61   \n",
       "1       1976.0           2         460         298            0   \n",
       "2       2001.0           2         608           0           42   \n",
       "3       1998.0           3         642           0           35   \n",
       "4       2000.0           3         836         192           84   \n",
       "\n",
       "   EnclosedPorch  3SsnPorch  ScreenPorch  PoolArea  MiscVal  MoSold  YrSold  \\\n",
       "0              0          0            0         0        0       2    2008   \n",
       "1              0          0            0         0        0       5    2007   \n",
       "2              0          0            0         0        0       9    2008   \n",
       "3            272          0            0         0        0       2    2006   \n",
       "4              0          0            0         0        0      12    2008   \n",
       "\n",
       "   SalePrice  \n",
       "0     208500  \n",
       "1     181500  \n",
       "2     223500  \n",
       "3     140000  \n",
       "4     250000  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset[data_with_numvalues].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3f1276f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['GarageYrBlt', 'YrSold']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# numericcal feature with year information\n",
    "year_feature = [feature for feature in data_with_numvalues if 'Yr' in feature or 'year' in feature]\n",
    "year_feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "a8586ee7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GarageYrBlt [2003. 1976. 2001. 1998. 2000. 1993. 2004. 1973. 1931. 1939. 1965. 2005.\n",
      " 1962. 2006. 1960. 1991. 1970. 1967. 1958. 1930. 2002. 1968. 2007. 2008.\n",
      " 1957. 1920. 1966. 1959. 1995. 1954. 1953.   nan 1983. 1977. 1997. 1985.\n",
      " 1963. 1981. 1964. 1999. 1935. 1990. 1945. 1987. 1989. 1915. 1956. 1948.\n",
      " 1974. 2009. 1950. 1961. 1921. 1900. 1979. 1951. 1969. 1936. 1975. 1971.\n",
      " 1923. 1984. 1926. 1955. 1986. 1988. 1916. 1932. 1972. 1918. 1980. 1924.\n",
      " 1996. 1940. 1949. 1994. 1910. 1978. 1982. 1992. 1925. 1941. 2010. 1927.\n",
      " 1947. 1937. 1942. 1938. 1952. 1928. 1922. 1934. 1906. 1914. 1946. 1908.\n",
      " 1929. 1933.]\n",
      "YrSold [2008 2007 2006 2009 2010]\n"
     ]
    }
   ],
   "source": [
    "#let's there content\n",
    "for feature in year_feature:\n",
    "    print(feature, dataset[feature].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "b839e546",
   "metadata": {},
   "outputs": [
    {
     "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": [
    "# let's analyze any relationship between column 'YrSold' and 'SalePrice'\n",
    "dataset.groupby('YrSold')['SalePrice'].median().plot()\n",
    "plt.xlabel('Year Sold')\n",
    "plt.ylabel('Median House Price')\n",
    "plt.title(\"House Price vs YearSold\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "612fa42b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "discrete Variables count: 35\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "['MSSubClass',\n",
       " 'LotFrontage',\n",
       " 'LotArea',\n",
       " 'OverallQual',\n",
       " 'OverallCond',\n",
       " 'YearBuilt',\n",
       " 'YearRemodAdd',\n",
       " 'MasVnrArea',\n",
       " 'BsmtFinSF1',\n",
       " 'BsmtFinSF2',\n",
       " 'BsmtUnfSF',\n",
       " 'TotalBsmtSF',\n",
       " '1stFlrSF',\n",
       " '2ndFlrSF',\n",
       " 'LowQualFinSF',\n",
       " 'GrLivArea',\n",
       " 'BsmtFullBath',\n",
       " 'BsmtHalfBath',\n",
       " 'FullBath',\n",
       " 'HalfBath',\n",
       " 'BedroomAbvGr',\n",
       " 'KitchenAbvGr',\n",
       " 'TotRmsAbvGrd',\n",
       " 'Fireplaces',\n",
       " 'GarageCars',\n",
       " 'GarageArea',\n",
       " 'WoodDeckSF',\n",
       " 'OpenPorchSF',\n",
       " 'EnclosedPorch',\n",
       " '3SsnPorch',\n",
       " 'ScreenPorch',\n",
       " 'PoolArea',\n",
       " 'MiscVal',\n",
       " 'MoSold',\n",
       " 'SalePrice']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## NUmerical Values re of 2 types\n",
    "#1.Continuous variable and 2. Discrete Variable\n",
    "discrete_features = [features for features in data_with_numvalues if len(dataset[features].unique()>25) and features not in year_feature + ['Id']]\n",
    "print(\"discrete Variables count: {}\".format(len(discrete_features)))\n",
    "discrete_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "8b883e89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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RZIzezGVF62tzkg8Cd7T9zq2qiTcbSJI6Nt2T/L+2ox1X1SmTbFo2yf7nAecNqK8FjhpQf5YWUAO2rQZWz3iwkqRdbka3KSc5OMklSW5qn49ssxBJkgaa6YOWl9K7jvHj7fPX6b0jRpKkgWYaMAe1L7t8Hl547mTr1E0kSXuy7Xll8oG050mSHEPvwUZJkgaa6SuTf5vebcGvSvL39J6HOamzUUmSdnszfWXyl5O8hX99ZfJ9vjJZkjSV6V6ZPNnDlK/2lcmSpKlMN4MZ9Krkcb4yWZI0qc4etJQk7dlmepGfJG+n90Kwl47XqurcLgYlSdr9zfRJ/j8B3gX8Jr2L/CcDr+hwXJKk3dxMn4P591V1Kr1XFP8+8Aa2/Up8SZK2MdOA+V77+UySH6f3jceHdzMkSdJsMNNrMJ9O8jLgD4E7W+3/djIiSdKsMN1zMP8OeLiqPtg+7wusB+4FLuh+eJKk3dV0p8g+BvwLQJI303th2MfofQ/Zxd0OTZK0O5vuFNlefW+DfBdwcVVdB1yXZF2nI5Mk7damm8HslWQ8hJYBN/dtm/EzNJKkPc90AXMl8IUk19O7k+yLAEmOYAe/rj/JTyRZ17d8N8l7k3wgybf66m/ra3N2krEk9yU5vq9+dJL1bduFSdLq+yS5utVvT7JwR8YqSdpxUwZMVZ0HvI/eGy3/Q1VVX7vf3JFfWFX3VdXiqloMHA08A3yybb5gfFtV3Qi91zMDK+h9i8By4KNJ9mr7XwSsAha1ZXmrn0bvmZ0j6N2McP6OjFWStOOmfQ6mqm6rqk9W1T/31b5eVV/eBb9/GfBAVf3jFPucAFxVVc9V1YPAGLA0ySHAflV1awu+y4ET+9pc1tavBZaNz24kScMx0wctu7KC3mm4cWcm+WqS1Unmttp84OG+fTa02vy2PrG+TZv2eucngQN3/fAlSZMZWcAkeQnwi8AnWuki4FXAYmAj8OHxXQc0rynqU7WZOIZVSdYmWbtp06aZD16SNK1RzmB+HvhyVT0KUFWPVtXWqnoe+DiwtO23gW2/92wB8EirLxhQ36ZNuwtuf2AzE1TVxVW1pKqWzJs3b5cdmCRptAFzCn2nx9o1lXHvBO5q6zcAK9qdYYfTu5j/paraCDyV5Jh2feVU4Pq+Nivb+knAzX03KEiShmAkz7Ik+RHg54D39JX/MMlieqeyHhrfVlV3J7kGuIfel2yeUVVbW5vT6d3hNge4qS0AlwBXJBmjN3NZ0eHhSJIGGEnAVNUzTLjoXlW/OsX+5wHnDaivBY4aUH+W3jtrJEkjMuq7yCRJs5QBI0nqhAEjSeqEASNJ6oQBI0nqhAEjSeqEASNJ6oQBI0nqhAEjSeqEASNJ6oQBI0nqhAEjSeqEASNJ6oQBI0nqhAEjSeqEASNJ6oQBI0nqhAEjSeqEASNJ6sRIAibJQ0nWJ1mXZG2rHZBkTZL728+5ffufnWQsyX1Jju+rH936GUtyYZK0+j5Jrm7125MsHPpBStIebpQzmJ+tqsVVtaR9Pgv4XFUtAj7XPpPkSGAF8BpgOfDRJHu1NhcBq4BFbVne6qcBT1TVEcAFwPlDOB5JUp8X0ymyE4DL2vplwIl99auq6rmqehAYA5YmOQTYr6puraoCLp/QZryva4Fl47MbSdJwjCpgCvjrJHcmWdVqB1fVRoD28+WtPh94uK/thlab39Yn1rdpU1VbgCeBAzs4DknSJPYe0e99Y1U9kuTlwJok906x76CZR01Rn6rNth33wm0VwGGHHTb1iCVJ22UkM5iqeqT9fAz4JLAUeLSd9qL9fKztvgE4tK/5AuCRVl8woL5NmyR7A/sDmweM4+KqWlJVS+bNm7drDk6SBIwgYJL8aJIfG18HjgPuAm4AVrbdVgLXt/UbgBXtzrDD6V3M/1I7jfZUkmPa9ZVTJ7QZ7+sk4OZ2nUaSNCSjOEV2MPDJds19b+DPq+ozSe4ArklyGvBN4GSAqro7yTXAPcAW4Iyq2tr6Oh24FJgD3NQWgEuAK5KM0Zu5rBjGgUmS/tXQA6aqvgH8zID648CySdqcB5w3oL4WOGpA/VlaQEmSRuPFdJuyJGkWMWAkSZ0wYCRJnTBgJEmdMGAkSZ0wYCRJnTBgJEmdMGAkSZ0wYCRJnTBgJEmdMGAkSZ0wYCRJnTBgJEmdMGAkSZ0wYCRJnTBgJEmdMGAkSZ0wYCRJnRh6wCQ5NMnfJvlakruT/LdW/0CSbyVZ15a39bU5O8lYkvuSHN9XPzrJ+rbtwiRp9X2SXN3qtydZOOzjlKQ93ShmMFuA91XVTwHHAGckObJtu6CqFrflRoC2bQXwGmA58NEke7X9LwJWAYvasrzVTwOeqKojgAuA84dwXJKkPkMPmKraWFVfbutPAV8D5k/R5ATgqqp6rqoeBMaApUkOAfarqlurqoDLgRP72lzW1q8Flo3PbiRJwzHSazDt1NXrgNtb6cwkX02yOsncVpsPPNzXbEOrzW/rE+vbtKmqLcCTwIFdHIMkabCRBUySfYHrgPdW1Xfpne56FbAY2Ah8eHzXAc1rivpUbSaOYVWStUnWbtq0afsOQJI0pZEETJIfphcuf1ZVfwFQVY9W1daqeh74OLC07b4BOLSv+QLgkVZfMKC+TZskewP7A5snjqOqLq6qJVW1ZN68ebvq8CRJjOYusgCXAF+rqj/qqx/St9s7gbva+g3AinZn2OH0LuZ/qao2Ak8lOab1eSpwfV+blW39JODmdp1GkjQke4/gd74R+FVgfZJ1rfZ+4JQki+mdynoIeA9AVd2d5BrgHnp3oJ1RVVtbu9OBS4E5wE1tgV6AXZFkjN7MZUWnRyRJ+gFDD5iq+jsGXyO5cYo25wHnDaivBY4aUH8WOHknhilJ2kk+yS9J6oQBI0nqhAEjSeqEASNJ6oQBI0nqhAEjSeqEASNJ6oQBI0nqhAEjSeqEASNJ6oQBI0nqhAEjSeqEASNJ6oQBI0nqhAEjSeqEASNJ6oQBI0nqhAEjSeqEASNJ6sSsDpgky5Pcl2QsyVmjHo8k7UlmbcAk2Qv4Y+DngSOBU5IcOdpRSdKeY9YGDLAUGKuqb1TVvwBXASeMeEyStMfYe9QD6NB84OG+zxuA1/fvkGQVsKp9fDrJfUMa2ygcBHx7WL8s5w/rN+0x/Pvtvmb73+4Vk22YzQGTAbXa5kPVxcDFwxnOaCVZW1VLRj0O7Rj/fruvPflvN5tPkW0ADu37vAB4ZERjkaQ9zmwOmDuARUkOT/ISYAVww4jHJEl7jFl7iqyqtiQ5E/gssBewuqruHvGwRmmPOBU4i/n3233tsX+7VNX0e0mStJ1m8ykySdIIGTCSpE4YMJKkTszai/x7uiQ/Se+bC+bTe/7nEeCGqvraSAcmzXLtf3vzgdur6um++vKq+szoRjZ8zmBmoSS/S++rcQJ8id4t2wGu9Es/d29Jfm3UY9DkkvwWcD3wm8BdSfq/nuoPRjOq0fEuslkoydeB11TV9yfUXwLcXVWLRjMy7awk36yqw0Y9Dg2WZD3whqp6OslC4Frgiqr630m+UlWvG+0Ih8tTZLPT88CPA/84oX5I26YXsSRfnWwTcPAwx6Ltttf4abGqeijJscC1SV7B4K+vmtUMmNnpvcDnktzPv37h52HAEcCZoxqUZuxg4HjgiQn1AP9v+MPRdvinJIurah1Am8m8A1gNvHakIxsBA2YWqqrPJHk1vVcWzKf3D9MG4I6q2jrSwWkmPg3sO/6PVL8knx/6aLQ9TgW29BeqagtwapKPjWZIo+M1GElSJ7yLTJLUCQNGktQJA0baxZI8PeHzu5N8ZJo2L+yTZF6S25N8JcmbkjyUZH2Sde3ntK/+TvL+vvWFSe7a0eORdpQBI734LAPurarXVdUXW+1nq2oxcBJw4Qz6eP/0u0jdMmCkIUryC32zk79JcvCE7YuBPwTe1mYscyZ0sR99ty8n+VSSO5PcnWRVq30ImNPa/1nbda8kH2/7/fWAfqVdzrvIpF0syVZgfV/pAHrfA3dmkrnAd6qqkvxn4Keq6n1J3g0safu8sN76ewh4it7t5q8EfrmqPt22HVBVm1tg3AG8paoeT/J0Ve3b9lkIjLU+1yW5po3nT7v+b6E9m8/BSLve99rpLKB3fQVY0j4uAK5OcgjwEuDBGfb5s1X17SSvovcQ7efbE+O/leSdbZ9DgUXA4wPaP9j3XM2dwMKZH460YzxFJg3X/wE+UlWvBd4DvHR7GlfVA8CjwJHta0jeSu+7r34G+MoU/T3Xt74V/8+lhsCAkYZrf+BbbX3l9jZO8nLgcHrfM7c/8ERVPdO+Iv6Yvl2/n+SHd3aw0s4wYKTh+gDwiSRfBL69He3+Nsk64G+Bs6rqUeAzwN7tyzE/CNzWt//FwFf7LvJLQ+dFfklSJ5zBSJI6YcBIkjphwEiSOmHASJI6YcBIkjphwEiSOmHASJI6YcBIkjrx/wGbnGEcnUTerAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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+F6p7U4Dnhmpg+9w25aWDrHszcPMgy3qAk9rUnwfOHqTNMmDZUP2LiIhmDTdgLga+KKl1/mMScE4jPYqIiDFhWAFje52kNwG/RHWV1sO2X2i0ZxERMaoNGTCS/pPt1ZLeO2DRDEnY/lKDfYuIiFFsbyOYtwGrgd9ts8xAAiYiItoaMmBsXybpZcDttm/qUJ8iImIM2Ot9MLZfBC7qQF8iImIMGe6NlqskfUTSVElHtqZGexYREaPacC9Tfn/5e2GtZuD1I9udiIgYK4Z7mfLxTXckIiLGliEPkUk6RdK3JT0jaY2kX+5UxyIiYnTb2zmYvwE+QvWelU8B/6fpDkVExNiwt4B5me1VtnfZ/iKQl6ZERMSw7O0czGsG3MXf73Pu5I+IiMHsLWC+Tv+7+Oufcyd/REQMam938v9BpzoSERFjy7ButJR0jKSlkm4vn0+QdH6zXYuIiNFsuHfyX0P12uHXlc/foXpHzKAkLZP0pKT7a7UjJa2StLH8PaK27FJJvZIekTS3Vj9Z0oay7Ory6mQkHSJpeamvlTSt1mZB+Y6NklqvVY6IiA4absAcXR52+SKA7darjYdyDTBvQO0S4E7bM4A7y2cknUD1yuMTS5tPSxpX2iwGFgIzytTa5vnADtvTgauAK8u2jqR6PfMpwGzgsnqQRUREZww3YH4s6SiqE/tIOhV4aqgGtr8BbB9QPgO4tsxfC5xZq99YLofeBPQCsyVNAg6zvca2gesGtGltawUwp4xu5gKrbG+3vQNYxc8HXURENGy4zyL7Y2Al8AZJ36S6H+as/fi+Y2xvBbC9VdJrS30ycFdtvb5Se6HMD6y32mwu29ot6SmqG0J/Wm/Tph9JC6lGRxx77LH7sTsRETGY4T6L7F5Jb+Nnr0x+ZIRfmax2XztEfX/b9C/aS4AlALNmzWq7TkRE7J+9vTJ54KuSW964n69MfkLSpDJ6mQQ8Wep9wNTaelOALaU+pU293qZP0njgcKpDcn3AaQPa/PM+9jMiIg7Q3kYw7V6V3LI/N1quBBYAnyh/b63VvyDpU1RXqs0A7ra9R9LOcs5nLXAe8H8HbGsN1eG61bYt6Q7gz2sn9k8HLt3HfkZExAFq7EZLSTdQjSSOltRHdWXXJ4Cbyj003wXOLt/zgKSbgAeB3cCFtltXqV1AdUXaBOD2MgEsBa6X1Es1cplftrVd0hXAurLe5bYHXmwQERENG+5JfiS9i+oy4le2arYvH2x92+cOsmjOIOsvAha1qfcAJ7WpP08JqDbLlgHLButbREQ0b7h38n8GOAf4ENVJ9LOB4xrsV0REjHLDvQ/mN22fR3Vj458Bv0H/k/IRERH9DDdgnit/n5X0OqrzJHmNckREDGq452D+QdJrgL8A7im1v22kRxERMSbs7T6YXwc2276ifH41sAF4mOr5XxEREW3t7RDZZ4GfAEh6K9Vlxp+leg7Zkma7FhERo9neDpGNq91Dcg6wxPbNwM2S1jfas4iIGNX2NoIZVx7DAtX9K6try4Z9D01ERBx89hYSNwBfl/QDqivJ/gVA0nT28rj+iIg4uO3tUTGLJN0JTAK+Wt7JAtXI50NNdy4iIkavvR7msn1Xm9p3mulORESMFcO90TIiImKfJGAiIqIRCZiIiGhEAiYiIhqRgImIiEZ0PGAk/ZKk9bXpaUkXS/q4pO/V6u+stblUUq+kRyTNrdVPlrShLLtakkr9EEnLS32tpGmd3s+IiINdxwPG9iO2Z9qeCZwMPAvcUhZf1Vpm+zYASSdQvQ75RGAe8GlJ48r6i4GFwIwyzSv186neXTOd6qGcVza/ZxERUdftQ2RzgEdt//sQ65wB3Gh7l+1NQC8wW9Ik4DDba8oNoNcBZ9baXFvmVwBzWqObiIjojG4HzHyqx9G0XCTpPknLJB1RapOBzbV1+kptcpkfWO/XxvZuqsfaHDXwyyUtlNQjqWfbtm0jsT8REVF0LWAkvQL4PeCLpbQYeAMwE9gKfLK1apvmHqI+VJv+BXuJ7Vm2Z02cOHH4nY+IiL3q5gjmd4B7bT8BYPsJ23tsvwh8Dphd1usDptbaTQG2lPqUNvV+bcrToA8HthMRER3TzYA5l9rhsXJOpeU9wP1lfiUwv1wZdjzVyfy7bW8Fdko6tZxfOQ+4tdZmQZk/C1hde1BnRER0QFfe6SLpVcBvAx+olf9C0kyqQ1mPt5bZfkDSTcCDwG7gQtt7SpsLgGuACcDtZQJYClwvqZdq5DK/wd2JiIg2uhIwtp9lwEl32+8bYv1FwKI29R7gpDb154GzD7ynERGxv7p9FVlERIxRCZiIiGhEAiYiIhqRgImIiEYkYCIiohEJmIiIaEQCJiIiGpGAiYiIRiRgIiKiEQmYiIhoRAImIiIakYCJiIhGJGAiIqIRCZiIiGhEAiYiIhqRgImIiEZ0JWAkPS5pg6T1knpK7UhJqyRtLH+PqK1/qaReSY9Imlurn1y20yvp6vLqZMrrlZeX+lpJ0zq+kxERB7lujmDebnum7Vnl8yXAnbZnAHeWz0g6geqVxycC84BPSxpX2iwGFgIzyjSv1M8HdtieDlwFXNmB/YmIiJqX0iGyM4Bry/y1wJm1+o22d9neBPQCsyVNAg6zvca2gesGtGltawUwpzW6iYiIzuhWwBj4qqR7JC0stWNsbwUof19b6pOBzbW2faU2ucwPrPdrY3s38BRw1MBOSFooqUdSz7Zt20ZkxyIiojK+S9/7FttbJL0WWCXp4SHWbTfy8BD1odr0L9hLgCUAs2bN+rnlERGx/7oygrG9pfx9ErgFmA08UQ57Uf4+WVbvA6bWmk8BtpT6lDb1fm0kjQcOB7Y3sS8REdFexwNG0i9IOrQ1D5wO3A+sBBaU1RYAt5b5lcD8cmXY8VQn8+8uh9F2Sjq1nF85b0Cb1rbOAlaX8zQREdEh3ThEdgxwSznnPh74gu2vSFoH3CTpfOC7wNkAth+QdBPwILAbuND2nrKtC4BrgAnA7WUCWApcL6mXauQyvxM7FhERP9PxgLH9GPBrbeo/BOYM0mYRsKhNvQc4qU39eUpARUREd7yULlOOiIgxJAETERGNSMBEREQjEjAREdGIBExERDQiARMREY1IwERERCMSMBER0YgETERENCIBExERjUjAREREIxIwERHRiARMREQ0IgETERGNSMBEREQjEjAREdGIbrwyeaqkf5L0kKQHJP1RqX9c0vckrS/TO2ttLpXUK+kRSXNr9ZMlbSjLri6vTqa8Xnl5qa+VNK3T+xkRcbDrxghmN/Antn8ZOBW4UNIJZdlVtmeW6TaAsmw+cCIwD/i0pHFl/cXAQmBGmeaV+vnADtvTgauAKzuwXxERUdPxgLG91fa9ZX4n8BAweYgmZwA32t5lexPQC8yWNAk4zPYa2wauA86stbm2zK8A5rRGNxER0RldPQdTDl29GVhbShdJuk/SMklHlNpkYHOtWV+pTS7zA+v92tjeDTwFHNXm+xdK6pHUs23btpHZqYiIALoYMJJeDdwMXGz7aarDXW8AZgJbgU+2Vm3T3EPUh2rTv2AvsT3L9qyJEyfu2w5ERMSQuhIwkl5OFS6ft/0lANtP2N5j+0Xgc8DssnofMLXWfAqwpdSntKn3ayNpPHA4sL2ZvYmIiHa6cRWZgKXAQ7Y/VatPqq32HuD+Mr8SmF+uDDue6mT+3ba3AjslnVq2eR5wa63NgjJ/FrC6nKeJiIgOGd+F73wL8D5gg6T1pfZR4FxJM6kOZT0OfADA9gOSbgIepLoC7ULbe0q7C4BrgAnA7WWCKsCul9RLNXKZ3+geRUTEz+l4wNj+V9qfI7ltiDaLgEVt6j3ASW3qzwNnH0A3IyLiAOVO/oiIaEQCJiIiGpGAiYiIRiRgIiKiEQmYiIhoRAImIiIakYCJiIhGJGAiIqIRCZiIiGhEAiYiIhqRgImIiEYkYCIiohEJmIiIaEQCJiIiGpGAiYiIRiRgIiKiEWM6YCTNk/SIpF5Jl3S7PxERB5MxGzCSxgF/A/wOcALVK5lP6G6vIiIOHmM2YIDZQK/tx2z/BLgROKPLfYqIOGjIdrf70AhJZwHzbP9h+fw+4BTbF9XWWQgsLB9/CXik4x3dd0cDP+h2J8aQ/J4jK7/nyBktv+Vxtie2WzC+0z3pILWp9UtT20uAJZ3pzsiQ1GN7Vrf7MVbk9xxZ+T1Hzlj4LcfyIbI+YGrt8xRgS5f6EhFx0BnLAbMOmCHpeEmvAOYDK7vcp4iIg8aYPURme7eki4A7gHHAMtsPdLlbI2FUHdIbBfJ7jqz8niNn1P+WY/Ykf0REdNdYPkQWERFdlICJiIhGJGAiIqIRY/Yk/1gh6U1UTyCYTHUfzxZgpe2HutqxOOiV/21OBtbafqZWn2f7K93r2egkaTZg2+vKY63mAQ/bvq3LXdtvGcG8hEn6U6pH3Ai4m+rSawE35OGdI0vSH3S7D6OJpA8DtwIfAu6XVH8M0593p1ejl6TLgKuBxZL+N/DXwKuBSyR9rKudOwC5iuwlTNJ3gBNtvzCg/grgAdszutOzsUfSd20f2+1+jBaSNgC/YfsZSdOAFcD1tv9K0rdsv7m7PRxdyu85EzgE+D4wxfbTkiZQjRB/tZv92185RPbS9iLwOuDfB9QnlWWxDyTdN9gi4JhO9mUMGNc6LGb7cUmnASskHUf7xzTF0Hbb3gM8K+lR208D2H5O0qj9bz0B89J2MXCnpI3A5lI7FpgOXDRYoxjUMcBcYMeAuoB/63x3RrXvS5ppez1AGcm8G1gG/EpXezY6/UTSq2w/C5zcKko6nFH8j8kcInuJk/QyqlcPTKb6P8I+YF35107sA0lLgf9n+1/bLPuC7d/vQrdGJUlTqP7V/f02y95i+5td6NaoJekQ27va1I8GJtne0IVuHbAETERENCJXkUVERCMSMBER0YgETMQIkLRH0vraNE3SiF04IOnxcjw+YtTIVWQRI+M52zMH1H5z4EqSxuUCjThYZAQT0RBJz5S/p0n6J0lfADZIGifpLyWtk3SfpA/U1vuGpFskPSjpM+UqwoHb/bKkeyQ9IGlhrT5P0r2Svi3pzlL7BUnLynd9q3XHvaQTJd1dRlv3ScpNuzHiMoKJGBkTJK0v85tsv2fA8tnASbY3lVB4yvavSzoE+Kakr9bWO4Hq5tqvAO+luku+7v22t5e7vNdJupnqH4ufA95avuPIsu7HgNW23y/pNcDdkr4GfBD4K9ufL0+GGDcyP0PEzyRgIkZGu0NkdXfb3lTmTwd+VdJZ5fPhwAzgJ2W9xwAk3QD8R34+YD4sqRVgU0vbicA3Wt9he3vtu35P0kfK51dS3ay7BvhYuZ/lS7Y37usOR+xNAiaiM35cmxfwIdt31Fcoj1sZeGOa26zzDqrngD0r6Z+pQkNt2ra+6z/bfmRA/SFJa4F3AXdI+kPbq/dhfyL2KudgIjrvDuACSS8HkPRGSb9Qls2WdHw593IOMPCpA4cDO0q4vAk4tdTXAG+TdHzZZusQ2R3AhySp1N9c/r4eeMz21cBKYFQ+TDFe2hIwEZ33t8CDwL2S7gc+y8+OJqwBPgHcD2wCbhnQ9ivA+PLgziuAuwBsbwMWAl+S9G1geVn/CuDlwH3lu64o9XOoHrO/HngTcN0I72NEHhUT8VJRDn99xPa7u9yViBGREUxERDQiI5iIiGhERjAREdGIBExERDQiARMREY1IwERERCMSMBER0YgETERENOL/A+JR2+ic02xRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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": [
    "#let's find now reln between discrete and SalePrice\n",
    "for feature in discrete_features:\n",
    "    data = dataset.copy()\n",
    "    data.groupby(feature)['SalePrice'].median().plot.bar()\n",
    "    plt.xlabel(feature)\n",
    "    plt.ylabel('SalePrice')\n",
    "    plt.title(feature)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "bb45e25e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "continuous feature count 2\n"
     ]
    }
   ],
   "source": [
    "# Continuous Variable\n",
    "continuous_feature = [features for features in data_with_numvalues if features not in discrete_features + ['Id']]\n",
    "print(\"continuous feature count {}\".format(len(continuous_feature)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "2f22e5ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 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": [
    "## we will now analyze the relationship between them and SalePrice with the help of histogram\n",
    "for feature in continuous_feature:\n",
    "    data = dataset.copy()\n",
    "    data[feature].hist(bins=25)\n",
    "    plt.xlabel(feature)\n",
    "    plt.ylabel('Count')\n",
    "    plt.title(feature)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f6d753c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# from above we see that data is skewed"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}