07Satyam_ML_EDA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis in Python \n",
    "EDA is an approach to analyzing data sets to summarize their main characteristics, often with visual methods. A statistical model can be used or not, but primarily EDA is for seeing what the data can tell us beyond the formal modeling or hypothesis testing task."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this module we will be working on House Price Prediction Dataset.\n",
    "we will cover :\n",
    "              - Basics of EDA\n",
    "              - Handling Missing values\n",
    "              - Detecting Outliers \n",
    "              - Handling Outliers\n",
    "              - Histogram\n",
    "              - Correlation Heatmap\n",
    "              - Scatterplot\n",
    "              - Boxplot\n",
    "              - Feature Engineering"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import Libraries "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns \n",
    "import os\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read CSV file in Pandas dataframe\n",
    "os.chdir(\"E:\\Project=House Prices Advanced Regression Techniques\")\n",
    "data=pd.read_csv(\"train.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>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>...</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",
       "      <td>0</td>\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>...</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",
       "      <td>1</td>\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>...</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",
       "      <td>2</td>\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>...</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",
       "      <td>3</td>\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>...</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",
       "      <td>4</td>\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>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 81 columns</p>\n",
       "</div>"
      ],
      "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  ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold  \\\n",
       "0         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      2   \n",
       "1         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      5   \n",
       "2         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      9   \n",
       "3         Lvl    AllPub  ...        0    NaN   NaN         NaN       0      2   \n",
       "4         Lvl    AllPub  ...        0    NaN   NaN         NaN       0     12   \n",
       "\n",
       "  YrSold  SaleType  SaleCondition  SalePrice  \n",
       "0   2008        WD         Normal     208500  \n",
       "1   2007        WD         Normal     181500  \n",
       "2   2008        WD         Normal     223500  \n",
       "3   2006        WD        Abnorml     140000  \n",
       "4   2008        WD         Normal     250000  \n",
       "\n",
       "[5 rows x 81 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this above dataset, SalePrice column is dependent variable and \n",
    "other columns are indepandent variables which are correlated to dependent variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n",
       "       'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig',\n",
       "       'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n",
       "       'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n",
       "       'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n",
       "       'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n",
       "       'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n",
       "       'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating',\n",
       "       'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF',\n",
       "       'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n",
       "       'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n",
       "       'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType',\n",
       "       'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual',\n",
       "       'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF',\n",
       "       'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n",
       "       'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n",
       "       'SaleCondition', 'SalePrice'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1460, 81)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Check shape of dataframe\n",
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c5543e8d08>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "#Handling Missing values\n",
    "missing=data.isnull().sum()\n",
    "missing=missing[missing>0]\n",
    "missing.sort_values(inplace=True)\n",
    "plt.figure(figsize=(15,8))\n",
    "missing.plot.bar() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot distplot\n",
    "sns.set(rc={'figure.figsize':(12,8)})\n",
    "sns.distplot(data['SalePrice'],kde=True,bins=20);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      1460.000000\n",
       "mean     180921.195890\n",
       "std       79442.502883\n",
       "min       34900.000000\n",
       "25%      129975.000000\n",
       "50%      163000.000000\n",
       "75%      214000.000000\n",
       "max      755000.000000\n",
       "Name: SalePrice, dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['SalePrice'].describe()#data describtion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Id', 'MSSubClass', 'LotFrontage', 'LotArea', 'OverallQual',\n",
       "       'OverallCond', 'YearBuilt', 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1',\n",
       "       'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', '1stFlrSF', '2ndFlrSF',\n",
       "       'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n",
       "       'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'TotRmsAbvGrd',\n",
       "       'Fireplaces', 'GarageYrBlt', 'GarageCars', 'GarageArea', 'WoodDeckSF',\n",
       "       'OpenPorchSF', 'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea',\n",
       "       'MiscVal', 'MoSold', 'YrSold', 'SalePrice'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numeric_features=data.select_dtypes(include=[np.number])\n",
    "numeric_features.columns#numeric_columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['MSZoning', 'Street', 'Alley', 'LotShape', 'LandContour', 'Utilities',\n",
       "       'LotConfig', 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2',\n",
       "       'BldgType', 'HouseStyle', 'RoofStyle', 'RoofMatl', 'Exterior1st',\n",
       "       'Exterior2nd', 'MasVnrType', 'ExterQual', 'ExterCond', 'Foundation',\n",
       "       'BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2',\n",
       "       'Heating', 'HeatingQC', 'CentralAir', 'Electrical', 'KitchenQual',\n",
       "       'Functional', 'FireplaceQu', 'GarageType', 'GarageFinish', 'GarageQual',\n",
       "       'GarageCond', 'PavedDrive', 'PoolQC', 'Fence', 'MiscFeature',\n",
       "       'SaleType', 'SaleCondition'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "categorical_features=data.select_dtypes(include=[np.object])\n",
    "categorical_features.columns#categorical_columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SalePrice        1.000000\n",
      "OverallQual      0.790982\n",
      "GrLivArea        0.708624\n",
      "GarageCars       0.640409\n",
      "GarageArea       0.623431\n",
      "TotalBsmtSF      0.613581\n",
      "1stFlrSF         0.605852\n",
      "FullBath         0.560664\n",
      "TotRmsAbvGrd     0.533723\n",
      "YearBuilt        0.522897\n",
      "YearRemodAdd     0.507101\n",
      "GarageYrBlt      0.486362\n",
      "MasVnrArea       0.477493\n",
      "Fireplaces       0.466929\n",
      "BsmtFinSF1       0.386420\n",
      "LotFrontage      0.351799\n",
      "WoodDeckSF       0.324413\n",
      "2ndFlrSF         0.319334\n",
      "OpenPorchSF      0.315856\n",
      "HalfBath         0.284108\n",
      "LotArea          0.263843\n",
      "BsmtFullBath     0.227122\n",
      "BsmtUnfSF        0.214479\n",
      "BedroomAbvGr     0.168213\n",
      "ScreenPorch      0.111447\n",
      "PoolArea         0.092404\n",
      "MoSold           0.046432\n",
      "3SsnPorch        0.044584\n",
      "BsmtFinSF2      -0.011378\n",
      "BsmtHalfBath    -0.016844\n",
      "MiscVal         -0.021190\n",
      "Id              -0.021917\n",
      "LowQualFinSF    -0.025606\n",
      "YrSold          -0.028923\n",
      "OverallCond     -0.077856\n",
      "MSSubClass      -0.084284\n",
      "EnclosedPorch   -0.128578\n",
      "KitchenAbvGr    -0.135907\n",
      "Name: SalePrice, dtype: float64 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "#Correlation between saleprice and numeric_features\n",
    "#Selecting top correlated features\n",
    "correlation=numeric_features.corr()\n",
    "print(correlation['SalePrice'].sort_values(ascending=False),'\\n')"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Now,we plot heatmap of correlation of numeric features.\n",
    "\n",
    "We need a heatmap to visualize two categories, and the values associated with them using colors. \n",
    "The use of color shades makes it easy to understand the data in a sight without giving any stress to the brain.\n",
    "\n",
    "Note that, we can not plot catrogrical heatmap because of string and notation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1, 'correlation of numeric features with Sale Price')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x864 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot heatmap of correlation of numeric features with Sale Price\n",
    "f,ax=plt.subplots(figsize=(14,12))\n",
    "sns.heatmap(correlation,square=True,vmax=0.8)\n",
    "plt.title('correlation of numeric features with Sale Price',y=1,size=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['SalePrice', 'OverallQual', 'GrLivArea', 'GarageCars', 'GarageArea',\n",
      "       'TotalBsmtSF', '1stFlrSF', 'FullBath', 'TotRmsAbvGrd', 'YearBuilt',\n",
      "       'YearRemodAdd'],\n",
      "      dtype='object')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c5547fa5c8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x864 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot heatmap of correlation of k features with Sale Price\n",
    "k=11\n",
    "cols=correlation.nlargest(k,'SalePrice')['SalePrice'].index  \n",
    "print(cols)\n",
    "cm=np.corrcoef(data[cols].values.T)\n",
    "f,ax=plt.subplots(figsize=(14,12))\n",
    "sns.heatmap(cm,vmax=0.8,linewidths=0.01,square=True,annot=True,cmap='viridis',\n",
    "            linecolor=\"white\",xticklabels=cols.values,annot_kws={'size':12},yticklabels=cols.values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scatterplot\n",
    "Scatter plots are the graphs that present the relationship between two variables in a data-set. It represents data points on a two-dimensional plane or on a Cartesian system. The variable or attribute which is independent is plotted on the X-axis, while the dependent variable is plotted on the Y-axis. These plots are often called scatter graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c554e12488>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot scattrplot\n",
    "sns.scatterplot(x='GarageCars',y='SalePrice',data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c554e92748>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot regplot(to see correlation between two independent variables)\n",
    "sns.regplot(x='GarageCars',y='GarageArea',data=data,scatter=True,fit_reg=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c5547f7188>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(x='GarageCars',y='GarageArea',data=data,scatter=True,fit_reg=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c555ba2188>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Scatter plots between the most correlated Variables\n",
    "fig, ((ax1, ax2),(ax3, ax4),(ax5, ax6))= plt.subplots(nrows=3, ncols=2, figsize=(14,10))\n",
    "sns.regplot(x='OverallQual',y='SalePrice',data=data,scatter=True,fit_reg=True, ax=ax1)\n",
    "\n",
    "sns.regplot(x='GrLivArea',y='SalePrice',data=data,scatter=True,fit_reg=True, ax=ax2)\n",
    "\n",
    "sns.regplot(x='GarageArea',y='SalePrice',data=data,scatter=True,fit_reg=True, ax=ax3)\n",
    "\n",
    "sns.regplot(x='FullBath',y='SalePrice',data=data,scatter=True,fit_reg=True, ax=ax4)\n",
    "\n",
    "sns.regplot(x='YearBuilt',y='SalePrice',data=data,scatter=True,fit_reg=True, ax=ax5)\n",
    "\n",
    "sns.regplot(x='WoodDeckSF',y='SalePrice',data=data,scatter=True,fit_reg=True, ax=ax6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Boxplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c556367748>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot boxplt to Detecting Outliers\n",
    "sns.boxplot(x=data[\"SalePrice\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax=plt.subplots(figsize=(16,10))\n",
    "fig=sns.boxplot(x='SaleType', y='SalePrice', data=data)\n",
    "fig.axis(ymin=0, ymax=800000);\n",
    "xt = plt.xticks(rotation=45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AbW0tV1xxBatXrwZg1apVFBYWsn79em699VZWrFgBwJo1axgxYgTr16+noqKC8vLydF2iJEmSpEEoFhtNRcWDzhqrT9JWjn/+859z0003UVBQQHZ2No8//jgjRoxg4sSJXHLJJUSjUebMmUNtbS379u3j6NGjTJ48GYB58+ZRW1tLR0cHW7ZsYfr06T22A9TV1TFnzhwAZs+ezaZNm+jo6KCuro65c+cCcM0113DgwAEaGxvTdZmSJEmSpAwQTdeJ9+zZQ3Z2NnfccQfvvPMO06ZN48/+7M/Iy8vr3ic/P5/9+/fT1NTUY3teXh779++nra2N3Nzc7tXmTm4HehwTjUbJzc3lwIEDH3iud999lwsvvDBdlypJkiRJGuLSVo47OzvZunUra9as4fzzz+fOO+/kvPPO6145DiCVShGJROjq6vrA7Se/nur08anHZGVlve+Yk9v7YuzY3D7tL0mSJElhk509DIC8vJEBJzk30laOP/rRjzJlyhTGjBkDwGc+8xlqa2sZNmxY9z7Nzc3k5+dTUFDQvaAWQEtLC/n5+YwZM4ZDhw7R2dnJsGHDuveHE7POLS0tFBQUkEwmOXz4MLFYjHHjxtHU1MSECRN6nKsvWlvb6epK9fcjkCRJkqSM1dHRCUBz86GAk/ROVlbkrBOhaXvm+IYbbmDz5s0cPHiQzs5O6uvrmTFjBm+++SZ79uyhs7OTF198kZKSEi666CJycnLYtm0bAPF4nJKSErKzsyksLKSmpgaA6upqSkpKACgtLaW6uhqAmpoaCgsLyc7OprS0lHg8DsDWrVvJycnxlmpJkiRJ0llFUqlU2qZIf/rTn/L973+fjo4Orr/+epYuXcqvf/1rKisrOXbsGKWlpZSXlxOJRNi5cydLly6lvb2dSZMmUVlZyfDhw9m3bx+LFy+mtbWV8ePH89hjjzFq1CgSiQSLFy9m7969jBw5kqqqKi6++GKOHTvGsmXL2L59O8OHD+ehhx5i0qRJfcrtzLEkSZIknV1l5XIAyssfCDhJ73zYzHFay/FQZTmWJEmSpLPLtHKcttuqJUmSJEkaKizHkiRJkqTQsxxLkiRJyiiJRBsPP/wgiUQi6CgaQizHkiRJkjJKPL6OXbt2Eo+vCzqKhhDLsSRJkqSMkUi0UV9fRyqVor6+ztlj9ZrlWJIkSVLGiMfXcfKFPKlUl7PH6jXLsSRJkqSM0dCwmWQyCUAymaShoT7gRBoqLMeSJEmSMkZR0VSi0SgA0WiUoqLigBNpqLAcS5IkScoYZWXziUQiAEQiWZSVzQ84kYYKy7EkSZKkjBGLjaa4eBqRSITi4mnEYrGgI2mIiAYdQJIkSZLOpbKy+ezb97azxuoTy7EkSZKkjBKLjaai4sGgY2iI8bZqSZIkSVLoWY4lSZIkSaFnOZYkSZIkhZ7lWJIkSZIUepZjSZIkSVLoWY4lSZIkSaFnOZYkSZIkhZ7lWJIkSZIUepZjSZIkSRklkWjj4YcfJJFIBB1FQ4jlWJIkSVJGicfXsWvXTuLxdUFH0RBiOZYkSZKUMRKJNurr60ilUtTX1zl7rF6zHEuSJEnKGPH4OlKpFACpVJezx+o1y7EkSZKkjNHQsJlkMglAMpmkoaE+4EQaKizHkiRJkjJGUdFUotEoANFolKKi4oATaaiwHEuSJEnKGGVl84lEIgBEIlmUlc0POJGGCsuxJEmSpIwRi42muHgakUiE4uJpxGKxoCNpiIgGHUCSJEmSzqWysvns2/e2s8bqE8uxJEmSpIwSi42mouLBoGNoiPG2akmSJElS6FmOJUmSJEmhZzmWJEmSJIWe5ViSJEkaQIlEGw8//CCJRCLoKJJOYTmWJEmSBlA8vo5du3YSj68LOoqkU1iOJUmSpAGSSLRRX19HKpWivr7O2WNpELEcS5IkSQMkHl9HKpUCIJXqcvZYGkQsx5IkSdIAaWjYTDKZBCCZTNLQUB9wIkknWY4lSZKkAVJUNJVoNApANBqlqKg44ESSTrIcS5IkSQOkrGw+kUgEgEgki7Ky+QEnknSS5ViSJEkaILHYaIqLpxGJRCgunkYsFgs6kqT/EQ06gCRJkhQmZWXz2bfvbWeNpUHGcixJkiQNoFhsNBUVDwYdQ9JpvK1akiRJkhR6lmNJkiRJUuhZjiVJkiRJoWc5liRJkiSFnuVYkiRJkhR6lmNJkiRJUuhZjiVJkiRJoWc5liRJkiSFnuVYkiRJkhR6lmNJkiRJUuhZjiVJkiRJoWc5liRJkiSFnuVYkiRJkhR6lmNJkiRJUuhZjiVJkiRllESijYcffpBEIhF0FA0hlmNJkiRJGSUeX8euXTuJx9cFHUVDSFrL8ec//3lmzZpFWVkZZWVl/Od//icvvPACN910EzfeeCNPP/10974NDQ3MmTOHG2+8kccff7x7+44dO5g3bx7Tp09nyZIlJJNJABobG1m4cCEzZszgzjvv5PDhwwAcPHiQ22+/nZkzZ7Jw4UKam5vTeYmSJEmSBpFEoo36+jpSqRT19XXOHqvX0laOU6kUu3fvJh6Pd/9VUFDA448/zjPPPEN1dTU/+clP+P3vf8/Ro0epqKhg9erV1NTUsH37djZu3AjAokWLWLZsGRs2bCCVSrF27VoAli9fzoIFC6itreWKK65g9erVAKxatYrCwkLWr1/PrbfeyooVK9J1iZIkSZIGmXh8HalUCoBUqsvZY/Va2srxH/7wBwC+8pWvMHfuXH70ox/R0NDAddddRywW4/zzz2f69OnU1tby+uuvM3HiRC655BKi0Shz5syhtraWffv2cfToUSZPngzAvHnzqK2tpaOjgy1btjB9+vQe2wHq6uqYM2cOALNnz2bTpk10dHSk6zIlSZIkDSINDZu77zZNJpM0NNQHnEhDRdrK8cGDB5kyZQpPPPEE3//+9/nxj39MY2MjeXl53fvk5+ezf/9+mpqaerU9Ly+P/fv309bWRm5uLtFotMd2oMcx0WiU3NxcDhw4kK7LlCRJkjSIFBVN7e4J0WiUoqLigBNpqIim68RXXXUVV111Vff4lltuobKykjvvvLN7WyqVIhKJ0NXVRSQS6fX2k19Pdfr41GOysvr2ZwBjx+b2aX9JkiRJg8NXvvJFNm8+8YhmVlYWX/nKFxgzZmTAqTJTdvYwAPLyMuPzTVs53rp1Kx0dHUyZMgU4UVIvuuiiHgtkNTc3k5+fT0FBQa+2t7S0kJ+fz5gxYzh06BCdnZ0MGzase384Mevc0tJCQUEByWSSw4cPE4vF+pS9tbWdrq5Ufy5fkiRJUiCymTq1lJde+gVTp06jszOb5uZDQYfKSB0dnQBD5vPNyoqcdSI0bbdVHzp0iJUrV3Ls2DHa29v52c9+xte//nVeeeUVDhw4wB//+Ef+7d/+jZKSEj75yU/y5ptvsmfPHjo7O3nxxRcpKSnhoosuIicnh23btgEQj8cpKSkhOzubwsJCampqAKiurqakpASA0tJSqqurAaipqaGwsJDs7Ox0XaYkSZKkQaasbD6f+MTllJXNDzqKhpBI6uRSbmmwatUqNmzYQFdXFwsWLOCLX/wiL7zwAt/+9rfp6Ojglltu4atf/SoAr7zyCpWVlRw7dozS0lLKy8uJRCLs3LmTpUuX0t7ezqRJk6isrGT48OHs27ePxYsX09rayvjx43nssccYNWoUiUSCxYsXs3fvXkaOHElVVRUXX3xxn3I7cyxJkiRJZ1dZuRyA8vIHAk7SOx82c5zWcjxUWY4lSZIk6ewyrRyn7bZqSZIkSZKGCsuxJEmSJCn0LMeSJEmSpNCzHEuSJEmSQi9t7zmWJEmSpL7avHkj9fV1/TrHe+8lABg1KtbvPMXF05g6tbTf59HgZzmWJEmSlFESiXNXjhUelmNJkiRJg8bUqaX9nqkdaq8Y0uDgM8eSJEmSpNCzHEuSJEmSQs9yLEmSJEkKPcuxJEmSJCn0LMeSJEmSpNBztWpJkiRJGgKefvr7vPXWnqBjdNuzZzfwv6uDB23ChIksXPilP/l4y7EkSZIkDQFvvbWHXX94g5yx+UFHASA5/DwA9rx3KOAkcKy1qd/nsBxLkiRJ0hCRMzafibMXBB1j0Nnz4jP9PofPHEuSJEmSQs9yLEmSJEkKPcuxJEmSJCn0LMeSJEmSpNCzHEuSJEmSQs9yLEmSJEkKPcuxJEmSJCn0LMeSJEmSpNCzHEuSJEmSQs9yLEmSJEkKPcuxJEmSJCn0LMeSJEmSpNCzHEuSJEmSQs9yLEmSJEkKPcuxJEmSJCn0LMeSJEmSpNCzHEuSJEkDKJFo4+GHHySRSAQdRdIpLMeSJEnSAIrH17Fr107i8XVBR5F0CsuxJEmSNEASiTbq6+tIpVLU19c5eywNIpZjSZIkaYDE4+tIpVIApFJdzh5Lg4jlWJIkSRogDQ2bSSaTACSTSRoa6gNOJOkky7EkSZI0QIqKphKNRgGIRqMUFRUHnEjSSZZjSZIkaYCUlc0nEokAEIlkUVY2P+BEkk6yHEuSJEkDJBYbzbXXTgHg2munEIvFAk4k6aRo0AEkSZIkSR/uvfcSHGttZc+LzwQdZdA51trEe3T26xy9mjnu6urin//5n7n//vtpb2/n29/+Np2d/fvBkiRJUtgkEm28+uorALz66iu+ykkaRHo1c7xy5UoOHDjAf/3XfwFQX19Pc3MzS5cuTWs4SZIkKZN80KucvvjFvwk4lYaKUaNiJBjGxNkLgo4y6Ox58RlGjRrZr3P0aub4lVde4ZFHHiEnJ4fc3Fy++93v8vLLL/frB0uSJElh46ucpMGrV+U4Go2SlfW/uw4fPrx7CXpJkiRJvVNUNPW0sa9ykgaLXpXjT3ziEzz99NN0dnbyhz/8gWXLlnH55ZenO5skSZKUUaZN+0yP8Q03fOYMe0oaaL0qx0uWLOE3v/kNra2tLFiwgCNHjlBRUZHubJIkSVJG2bDhX3uMa2v/9Qx7ShpovSrHubm53HnnnTQ0NPCLX/yCr3zlK4wePTrd2SRJkqSM8qtfvXzaeHNASSSdrlfleM2aNdx1110AtLW1cffdd/Pss8+mNZgkSZIkSQOlV+X4Jz/5Cf/yL/8CwCWXXEJ1dTU//OEP0xpMkiRJyjTXXXf9aeOpZ9hT0kDrVTnu7OwkNze3ezxy5EgikUjaQkmSJEmZ6LbbFnT/d3QkksVtt/m+Wmmw6FU5/vjHP05VVRV79+5l7969fOMb3+BjH/tYmqNJkiRJmSUWG939+qaiomJisVjAiSSd1KtyvHz5cnbv3s1nP/tZbrnlFnbv3s2DDz6Y5miSJElS5rnttgX8+Z//hbPG0iAT7c1OH/3oR/nmN7+Z7iySJElSxovFRlNR8WDQMSSd5qzleMWKFSxZsoQ77rjjA7//5JNPpiWUJEmSJEkD6azleMqUKQBMnz59QMJIkiRJkhSEs5bjT3/60wBUV1fzgx/8YEACSZIkSYPR5s0bqa+v6/d53nsvAcCoUf1fjKu4eBpTp5b2+zySerkg16FDhzhy5Ei6s0iSJEkZL5FIkEgkgo4h6TS9WpBrxIgR3HDDDfz5n/85559/fvd2nzmWJElSWEydWnpOZmkrK5cDUF7+QL/PJenc6VU5vuWWW9KdQ5IkSZKkwHxoOd61axcXXHABn/zkJxk3blyff8Cjjz5KW1sbjzzyCDt27GDJkiUcPnyYwsJCli9fTjQapbGxkUWLFtHa2sqll15KVVUVF1xwAQcPHuS+++5j7969jBkzhlWrVpGXl8fx48dZsmQJ27dv57zzzqOqqorLLruMVCrFypUreemll8jKyuL//J//w9VXX/0nfTCSJEmSpPA46zPH69at43Of+xz/9E//xNy5c9m8eXOfTv7KK6/ws5/9rHu8aNEili1bxoYNG0ilUqxduxaA5cuXs2DBAmpra7niiitYvXo1AKtWraKwsJD169dz6623smLFCgDWrFnDiBEjWL9+PRUVFZSXlwOwYcMG3njjDWpqanjiiScoLy8nmUz2KbMkSZIkKXzOWo7XrFnDCy+8wLPPPsuTTz7JU0891esTJxIJHn/88e53JO/bt4+jR48yefJkAObNm0dtbS0dHR1s2bKl+3VRJ7cD1NXVMWfOHABmz57NpmmPBvUAACAASURBVE2b6OjooK6ujrlz5wJwzTXXcODAARobG9m4cSM33XQTWVlZXHrppYwfP57XXnutjx+JJEmSJClsPvS26pO3Ul911VW0tbX1+sTLli3j3nvv5Z133gGgqamJvLy87u/n5eWxf/9+2trayM3NJRqN9th++jHRaJTc3FwOHDjwged69913aWpqIj8//33b+2rs2Nw+HyNJkiT1Rnb2MADy8kYGnCRzZepnfPK69MGys4f163d+1nIciUR6jIcN690v49lnn2X8+PFMmTKF5557DoCurq4e50ulUkQike6vZ/u5px6TlZX1vmNObv+gn5GV1au3VfXQ2tpOV1eqz8dJkiRJH6ajoxOA5uZDASfJXJn6GZ+8Ln2wjo7Os/7Os7IiZ50I7dVq1SedqbSerqamhubmZsrKynjvvfc4cuQIkUiE5ubm7n1aWlrIz89nzJgxHDp0iM7OToYNG0Zzc3P37G9+fj4tLS0UFBSQTCY5fPgwsViMcePG0dTUxIQJE3qcq6CggKampvf9DEmSJEmSzuas06q/+93v+NSnPtX918nxVVddxac+9akzHve9732PF198kXg8zt///d/z6U9/msrKSnJycti2bRsA8XickpISsrOzKSwspKamBoDq6mpKSkoAKC0tpbq6GjhRuAsLC8nOzqa0tJR4PA7A1q1bycnJ4cILL6SkpIQXXniBzs5O9uzZw+7du7nyyiv7/ylJkiRJkjLaWWeOf/7zn5/TH1ZVVcXSpUtpb29n0qRJfOELXwDggQceYPHixXzrW99i/PjxPPbYYwDcc889LF68mFmzZjFy5EiqqqoA+PznP8+yZcuYNWsWw4cPZ+XKlQDMmDGD119/vXuxrhUrVnDeeeed02uQJEmSJGWes5bjiy66qPt/v/766/z2t79l3rx5/OY3v+Gqq67q1Q+YN28e8+bNA+Dyyy/npz/96Qf+nDVr1rxveywW48knn3zf9pycHB599NH3bY9EItx///3cf//9vcomSZIkSRL08pnj5557ju985zscO3aMv/qrv+Kuu+7i3nvv5bbbbkt3PkmSJElDwNNPf5+33toTdAwA9uzZDUBl5fJgg5xiwoSJLFz4paBj6Cx6VY7XrFnDT37yEz73uc8xduxYnnvuOf72b//WcixJkpRhEok2Vq/+Bnfd9TVisVjQcTSEvPXWHt78w+/I/+j5QUdhRE4XAIcP7g04yQlNLUeCjqBe6FU5zsrKIjf3f5e8Hj9+fK9f6yRJkqShIx5fx65dO4nH1/HFL/5N0HE0xOR/9HwWfvYvgo4x6DxdvSPoCOqFXr0EOBaLsWPHju5XOT3//POMGjUqrcEkSZI0sBKJNurr60ilUtTX15FIJIKOJEkDplczxxUVFdxzzz289dZbTJ06lZycHFavXp3ubJIkSRpA8fg6UqkUAKlUl7PHkkKlV+X4sssuIx6Ps3v3bjo7O7n00kvJzs5OdzZJkiQNoIaGzSSTSQCSySQNDfWWY0mhcdZy/L3vfe8Dt7/88ssAfPnLXz73iSRJkhSIoqKpbNr0Eslkkmg0SlFRcdCRJGnAnLUc79q1a6BySJIkKWBlZfPZtOml/xlFKCubH2geSRpIZy3HlZWVA5VDkiRJAYvFRpOfX0Bj49uMGzfOVzlJCpVePXP82muv8dRTT3HkyBFSqRRdXV28/fbb1NXVpTmeJEmSBkoi0UZz834Ampr2k0gkLMiSQqNXr3JaunQpV111Fe3t7cyZM4fc3FxuvPHGdGeTJEnSAOq5WnWKeHxdwIkkaeD0qhxHIhFuv/12rr32Wj7+8Y+zatWq7kW5JEmSlBk+aLVqSQqLXpXjCy64AIAJEybw3//935x33nlkZfXqUEmSJA0RRUVTiUZPPHXnatWSwqZXDffKK6/ka1/7Gtdddx3f/e53eeSRR7r/xSlJkqTMUFY2n0gkAkAkkuVq1ZJC5UPLcSqV4v777+dLX/oSeXl53HXXXfzhD3/gscceG4h8kiRJGiCx2GiKi6cRiUQoLp7mYlySQuWs5fj3v/89f/mXf8nmzZu5/PLLufXWW/n2t7/Nb3/7WxobGwcqoyRJkgZIWdl8PvGJy501lhQ6Z703euXKlXzta1/jhhtuYN26E6sX1tTUsH//fu69916uv/76gcopSZKkARCLjaai4sGgY0jSgDvrzPE777zD3LlzAfj1r3/NZz7zGbKyshg/fjzt7e0DElCSJEmSpHQ7azk+dUXq1157jWuuuaZ7fOzYsfSlkiRJkiRpAJ31tupRo0axc+dO2tvbaW5u7i7H//Ef/8G4ceMGJKAkSZIkSel21nL8D//wD3zpS1+ivb2d++67j/PPP5/vfOc7PPnkkzzxxBMDlVGSJEmSpLQ6azmePHkymzZt4ujRo3zkIx8B4KqrruLZZ5/lYx/72EDkkyRJkiQp7c5ajgGGDx/O8OHDu8ef+tSn0hpIkiRJkqSBdtYFuSRJkiRJCgPLsSRJkiQp9CzHkiRJkqTQsxxLkiRJkkLPcixJkiRJCr0PXa1akiRJkjQ4HGttYs+LzwQdA4DkkcMARM+/IOAkJz4XRo3s1zksx5IkSZI0BEyYMDHoCD3sSbQCMHF8QcBJgFEj+/35WI4lSZIkaQhYuPBLQUfoobJyOQDl5Q8EnOTcsBxLkiSpWyLRxurV3+Cuu75GLBYLOo6GkPfeS3Cg9QhPV+8IOsqg09RyhDGpRNAx9CFckEuSJEnd4vF17Nq1k3h8XdBRJGlAOXMsSZIk4MSscX19HalUivr6OsrK5jt7rF4bNSpGNHKIhZ/9i6CjDDpPV+/ggo/4z9Jg58yxJEmSgBOzxqlUCoBUqsvZY0mhYjmWJEkSAA0Nm0kmkwAkk0kaGuoDTiRJA8dyLEmSJACKiqaeNi4OKIkkDTzLsSRJkgC4+upre4wLC/+fgJJI0sCzHEuSJAmAp5/+wWnj7wWURJIGnuVYkiRJADQ2vt1jvG/f22fYU5Iyj+VYkiRJAFx44cU9xhdddPEZ9pSkzGM5liRJEgALF37xtPGXA0oiSQPPcixJkiQAtm17tcd469ZfB5REkgae5ViSJEnAifcc9xz7nmNJ4WE5liRJEnDiPcfRaBSAaDTqe44lhYrlWJIkSQCUlc0/ZRQ5bSxJmc1yLEmSJABisdEMH54DQE7OcGKxWMCJJGngWI4lSZIEwJ49uzly5DAAhw8f5q239gScSJIGjuVYkiRJADz55P89bfyPASWRpIEXDTqAJEmSBofGxrd7jPfte/sMe0ofrKnlCE9X7wg6BoePdABwwfnZASc5oanlCJd+JOgU+jCWY0mSJAEwbtx49u9/p3tcUDA+wDQaaiZMmBh0hG4tbbsByC+4JNgg/+PSjwyuz0cfzHIsSZIk4MR/vJ9ajidM+FhwYTTkLFz4paAjdKusXA5AefkDASfRUOIzx5IkSQLgv/7r/+sxfv311wJKIkkDz3IsSZIk4MSrnHqOxwSURJIGnuVYkiRJADQ17T9t/G5ASSRp4FmOJUmSBEAkEjnrWJIymeVYkiRJAFx33fWnjacGlESSBp6rVUuSJAmA225bwCuvbKarq4usrCxuu21B0JHOiaef/j5vvbUn6Bjd9uzZDfzvisqDwYQJEwfVatNSECzHkiRJAk4syDVlylRefnkTU6YUE4vFgo50Trz11h5+//td5ObmBh0FgJN3q7/7bmOwQf5He3t70BGkQSGt5fgb3/gGGzZsIBKJcMstt/DlL3+ZhoYGKisrOXbsGDNnzuTee+8FYMeOHSxZsoTDhw9TWFjI8uXLiUajNDY2smjRIlpbW7n00kupqqriggsu4ODBg9x3333s3buXMWPGsGrVKvLy8jh+/DhLlixh+/btnHfeeVRVVXHZZZel8zIlSZIyxm23LaClpTljZo1Pys3N5eqrrw46xqC0bdu2oCNIg0LayvGrr77Kr371K55//nmSySQ33XQTU6ZMoaKigjVr1jB+/Hj+7u/+jo0bN1JaWsqiRYt46KGHmDx5MhUVFaxdu5YFCxawfPlyFixYwKxZs3jiiSdYvXo1ixYtYtWqVRQWFvLUU09RXV3NihUrWLVqFWvWrGHEiBGsX7+eLVu2UF5eztq1a9N1mZIkSYPC5s0bqa+v6/d53nsvAcC3vvWNfp+ruHgaU6eW9vs8kjQQ0rYg17XXXssPf/hDotEora2tdHZ2cvDgQSZOnMgll1xCNBplzpw51NbWsm/fPo4ePcrkyZMBmDdvHrW1tXR0dLBlyxamT5/eYztAXV0dc+bMAWD27Nls2rSJjo4O6urqmDt3LgDXXHMNBw4coLFxcNyyIkmSNNglEgkSiUTQMSRpwKX1turs7Gz+8R//ke9+97vMmDGDpqYm8vLyur+fn5/P/v3737c9Ly+P/fv309bWRm5uLtFotMd2oMcx0WiU3NxcDhw48IHnevfdd7nwwgt7nXvs2MHxPIokSVJv3XzzbG6+eXa/z3P//fcD8Oijj/b7XINFdvawoCMMetnZw8jLGxl0jHPm5O88k65pMMq0zzntC3L9/d//PV/96le544472L17d4/35aVSKSKRCF1dXR+4/eTXU53pfXupVIqsrKz3HXNye1+0trbT1ZXq0zGSJEmZoKOjE4Dm5kMBJzl3Tl6TzqyjozMjf+eZdE2D0VD7nLOyImedCE3bbdVvvPEGO3bsAGDEiBHceOON/PrXv6a5ubl7n+bmZvLz8ykoKOixvaWlhfz8fMaMGcOhQ4fo7OzssT+cmHVuaWkBIJlMcvjwYWKxGOPGjaOpqel955IkSZIk6UzSVo7ffvttli5dyvHjxzl+/Dj//u//zl//9V/z5ptvsmfPHjo7O3nxxRcpKSnhoosuIicnp3ulvHg8TklJCdnZ2RQWFlJTUwNAdXU1JSUlAJSWllJdXQ1ATU0NhYWFZGdnU1paSjweB2Dr1q3k5OT06ZZqSZIkSVL4pO226tLSUl5//XU++9nPMmzYMG688UZmzZrFmDFjuPvuuzl27BilpaXMmDEDgKqqKpYuXUp7ezuTJk3iC1/4AgAPPPAAixcv5lvf+hbjx4/nscceA+Cee+5h8eLFzJo1i5EjR1JVVQXA5z//eZYtW8asWbMYPnw4K1euTNclSpIkSZIyRFqfOb777ru5++67e2ybMmUKzz///Pv2vfzyy/npT3/6vu0XXXQRa9ased/2WCzGk08++b7tOTk5GbWAhCRJkiQp/dJ2W7UkSZIkSUOF5ViSJEmSFHqWY0mSJElS6FmOJUmSJEmhZzmWJEmSJIWe5ViSJEmSFHqWY0mSNGQkEm08/PCDJBKJoKNIkjKM5ViSJA0Za9c+w+9+t4O1a58JOookKcNYjiVJ0pCQSLTR0FAPQENDvbPHkqRzynIsSZKGhLVrnyGVSgGQSnU5eyxJOqcsx5IkaUj41a9ePm28OaAkkqRMZDmWJEmSJIWe5ViSJA0JeXn5p43HBZREkpSJLMeSJGlIaGtrO218IKAkkqRMFA06gCRJUm9cf30xv/zlz08ZlwSYRkPJe+8lOHToENu2bQs6yqB06NAhRoxw9XfJmWNJkjQklJXNJxo98ef60Wg2ZWXzA04kScokzhxLkqQhIRYbTUnJDbz00i8oKbmBWCwWdCQNEaNGxfjjH49w9dVXBx1lUNq2bRujRvnPk2Q5liRJQ0ZZ2Xz27XvbWWNJ0jnnbdWSJEmSpNCzHEuSpCFj7dpn+N3vdrB27TNBR5EkZRjLsSSFQCLRxsMPP0gi4WqkGroSiTZefnkTAC+/vMm/nyVJ55TlWJJCIB5fx65dO4nH1wUdRfqT9ZwtTjl7LEk6pyzHkpThEok26uvrSKVS1NfXOdumIeuVVzafNq4PKIkkKRNZjiUpw8Xj60ilUgCkUl3OHmvI6urqOutYkqT+sBxLUoZraNhMMpkEIJlM0tDgbJuGpmHDhp11LElSf1iOJSnDFRVNJRo98Vr7aDRKUVFxwImkP811111/2nhqQEkkSZnIcixJGa6sbD6RSASASCSLsrL5ASeS/jTTp8/qMZ4xY9YZ9pQkqe8sx5KU4WKx0RQXTyMSiVBcPI1YLBZ0JOlPUlf3ix7jl176xRn2lCSp7yzHkhQCZWXz+cQnLnfWWENaQ8Pm08Y+Py9JOncsx5IUArHYaCoqHnTWWENaUdHU7kW4hg0b5vPzkqRzynIsSZKGhLKy+ae8lizlnRCSpHPKcixJkoaM/y3HAQeRJGWcaNABJElS5tu8eSP19XX9Ose7775zSjnu4oEHFlNQMP5POldx8TSmTi3tVx5JUmZx5liSJA0JBw++d9axJEn94cyxJElKu6lTS/s9U/uDH/wzv/zlzwGIRqOUlHyaL37xb85FPEmSLMeSJGloKCubz0sv/YJUKkUkkuWCXFKGOhePYezZsxuAysrl/c7jYxjh4W3VkiRpSIjFRjNq1InXkRUXT/PVZJLOKBaL+e8I9Zkzx5Ikacj46Ec/yrFjx5w1ljLYuXgMQ/pTWI4lSdKQEY1mM3Hix5wRUp+1t7ezbdu2oGMAcPz4cQCGDx8ecJIT2tvbg44gDQqWY0mSzoFEoo3Vq7/BXXd9zeImDTITJkwMOkIPJ5+HLSi4MNggpxhsn5EUBMuxJEnnQDy+jl27dhKPr3MFZWmQWbjwS0FH6OHkIlHl5Q8EnETSqSzHkiT1UyLRxqZNL5FKpdi06SXKyuY7e6xee/rp7/PWW3uCjtHtXK7ye65MmDBx0BVcSZnHcixJUj/F4+tIJpMAJJMdzh6rT956aw+7f/8G4z+SH3QUAC7IOg+AY02HAk5ywjsHm4KOICkkLMeSJPXTyy/XnzbeZDlWn4z/SD63F/2/QccYlJ5q+JegI0gKCd9zLElSP8Vio3uMR48efYY9JUnSYGU5liSpn1paet722dzsbaCSJA01lmNJkiRJUuhZjiVJ6qfrrrv+tPHUgJJIkqQ/leVYkqR+mj59Vo/xjBmzzrCnJEkarCzHkiT104YN/9pjXFv7r2fYU5IkDVaWY0mS+ulXv3r5tPHmgJJIkqQ/leVYkiRJkhR6lmNJkvrJBbkkSRr6LMeSJPXTbbctIBKJABCJRLjttgUBJ5IkSX1lOZYkqZ9isdHk5xcAMG5cAbFYLOBEkiSpryzHkiT1UyLRRmtrMwAtLS0kEomAE0mSpL6yHEuS1E/x+LpTRqnTxpIkaSiwHEuS1E8NDZtJJpMAJJNJGhrqA04kSZL6ynIsSVI/FRVNJSvrxP+lZmVlUVRUHHAiSZLUV2ktx9/85jeZNWsWs2bNYuXKlQA0NDQwZ84cbrzxRh5//PHufXfs2MG8efOYPn06S5Ys6f4T+MbGRhYuXMiMGTO48847OXz4MAAHDx7k9ttvZ+bMmSxcuJDm5hPPeh0/fpxFixYxc+ZMbr75Zt544410XqIkSZSVzaerqwuArq4uysrmB5xIkiT1VdrKcUNDA5s3b+ZnP/sZ1dXV/OY3v+HFF1+koqKC1atXU1NTw/bt29m4cSP/f3v3Hh5VeeBx/DfJJBENZggkBCmBx8s+PMvVErHEhCBPBSEJowk8goii9W7xUosbKA9on1WB0qK0RdpnrbaUlaJRR1nAG0QT4rbg7oJuQRAhMVxyIxMSCMlczv5Bk5VrGzLJOznz/fwD52Tm5DcnEec37znvK0lz587VwoUL9d5778myLK1bt06S9Mwzz+j222/Xpk2bNHToUK1cuVKS9MILLygtLU0bN27UtGnT9Oyzz0qSVq9erR49emjjxo2aP3++5s2b11kvEQAASVJ9ff1p28eO1Z/nkQAAIFw5O+vASUlJKigoUGxsrCTpqquu0oEDBzRw4EANGDBAkpSbm6tNmzbp6quv1smTJzVy5EhJUl5enlasWKFp06Zp27Zt+vWvf922/4477tDcuXNVVFSkNWvWSJJycnL005/+VD6fT0VFRXrsscckSdddd52OHj2qQ4cO6YorruislwoAiHCrVv3yjO0Veu65nxtKg+6mvt6rumO1+m3pa6ajhKXDx6rUKy5gOgaACNBp5fiaa65p+/uBAwe0ceNG3XHHHUpKSmrbn5ycrMrKSlVVVZ22PykpSZWVlaqrq1N8fLycTudp+yWd9hyn06n4+HgdPXr0nMc6cuRIu8px797xF/eiAQAR6dChitO2Dx6sUFJST0Np7C0mJlqSbHV+o6OZAubviY6OstXP3I6/x4hMdvtd7rRy3Grv3r164IEH9NRTTyk6OloHDhxo+5plWXI4HAoGg3I4HGftb/3z287c/vZzoqKiznpO6/72qK1tVDBotes5AIDIdemll+nEieNt25dddpmqqxsMJrIvn+/UCKKdzm98/OWKudyh+9NnmI4Sln5b+pri4nva6mdux99jRKbu9rscFeW44EBop35U+dlnn2n27Nl68skndeuttyolJaVt4ixJqq6uVnJy8ln7a2pqlJycrMTERDU0NCgQCJz2eOnUqHNNTY2kU8tmHD9+XC6XS3379lVVVdVZxwIAoLP4fL7TtltafOd5JAAACFedVo4PHz6sRx55RMuWLVN2drYkacSIEdq/f7/KysoUCAS0fv16jR07Vv3791dcXJw+++wzSZLH49HYsWMVExOjtLQ0bdiwQZL09ttva+zYsZKkrKwsvf3225KkDRs2KC0tTTExMcrKypLH45Ekbd++XXFxcdxvDADoVElJp38Iy4eyAAB0P512WfXLL7+s5uZmLV68uG3f9OnTtXjxYs2ZM0fNzc3KysrSzTffLElatmyZFixYoMbGRg0ZMkR33nmnJGnRokUqKCjQSy+9pH79+ukXv/iFJOmxxx5TQUGBsrOz1bNnTy1btkySNGvWLC1cuFDZ2dmKjY1tW0IKAIDOUltbfdp2TU31eR4JAADCVaeV4wULFmjBggXn/No777xz1r7BgwfrjTfeOGt///79tXr16rP2u1wurVq16qz9cXFxWrJkyUUkBgDg4vTunXTapFx9+iRd4NEAACAcdfqEXAAAhLOSko9VXFzUoWMcPnzotO1Dhw7p+eefuejjZWaOU0ZGVocyAQCA9mHtAAAAOighIeGC2wAAIPwxcgwAiGgZGVkdHqX1euv0+OMPybIsxcTE6JlnFsvlcoUoIQAA6AqMHAMA0EEuVy8lJJwqw5mZN1KMAQDohhg5BgAgBPr06aPm5ma53fmmowAAcEGhmG9DksrKDkhSh+bZaBUO821QjgEACAGnM0YDBw5i1BgAEDHs9v88yjEAADivNWteVXl5mekYbUI5ShEKqakDNXPmbNMxAKBdQjHfhh1RjgEAwHmVl5fpqz27FN8j1nQUSZIjEJAkHflmn+EkUmNTS8iOdfhYlX5b+lrIjtcRDc3HJUk94y4znOSUw8eqNCi5p+kYACIA5RgAAFxQfI9YpV2dbDpG2Nn+VVVIjpOaOjAkxwmVI2W1kqQ+ySmGk5wyKLln2J0jAPZEOQYAADAo3C7Lbr1kfd68RYaTAEDXohwDQBgL1WyS9fVeSWpbbqgjwmE2SQAAgFCjHANABPB6Q1eOAQAA7IhyDABhLFSzSXKZJAAAwIVFmQ4AAAAAAIBplGMAAAAAQMSjHAMAAAAAIh7lGAAAAAAQ8SjHAAAAAICIRzkGAAAAALSb11un5557um3JyO6OcgwAAAAAaDePp1B79uyWx1NoOkpIUI4BAAAAAO3i9dapuLhIlmWpuLjIFqPHTtMBAABA+Kqv96qhqUXbv6oyHSXsNDS1qEd9938zCAAXw+MplGVZkiTLCsrjKdRdd/3AcKqOYeQYAAAAANAupaUl8vv9kiS/36/S0mLDiTqOkWMAAHBeCQkuNR2rVdrVyaajhJ3tX1UpIcFlOgYAGJGenqFPPtkiv98vp9Op9PRM05E6jJFjAAAAAEC7uN35cjgckiSHI0pud77hRB1HOQYAAAAAtIvL1UuZmePkcDiUmTlOLlf3v5KGy6oBAAAAAO3mdufr4MEKW4waS5RjAAAAAMBFcLl6af78p03HCBkuqwYAAAAARDxGjgEA3daaNa+qvLzMdAxJUlnZAUnS888/YzbIt6SmDtTMmbNNxwBso6TkYxUXF3X4OKH89yIzc5wyMrI6fBwAlGMAQDdWXl6mvXu/0mU9Ek1HkRWMkSQdqjhqOMkpx5vCIweAs9lh4iLAjijHAIzzeuu0cuWLevjhx3nDgHa7rEeihl8z2XSMsLNz7wbTEQDbycjIYpQWsDHuOQZgnMdTqD17dsvjKTQdBQAAABGKcgzAKK+3TsXFRbIsS8XFRfJ6vaYjAQAAIAJRjgEY5fEUyrIsSZJlBRk9BgAAgBHccwzAqNLSEvn9fkmS3+9XaWmx7rrrB4ZTAfi2xqYWbf+qynQMSVKLLyBJio2JNpzk1HkBANgH5RiAUenpGfrkky3y+/1yOp1KT880HQnAt6SmDjQd4TStS+CkDBhkNEercDs/AICLRzkGYJTbnd+2ZqTDESW3O99sIACnCbd1klvXhZ03b5HhJAAAu+GeYwBGuVy9lJk5Tg6HQ5mZ41jKCQAAAEYwcgzAOLc7XwcPVjBqjHarr/fq+Ila1vQ9h+MnalVfz2fgAAD8oyjHAIxzuXpp/vynTccAAABABKMcAwC6rYQEl443BDX8msmmo4SdnXs3KCGB2xQAAPhHcb0VAAAAACDiUY4BAACALuT11um5556W1+s1HQXAt3BZNYCLVlLycdsyTB1RX3/qzUEoLgHNzBynjIysDh+no9aseVXl5WWmY7RpXRu2dRmccJCaOjDslgkCgK7g8RRqz57d8ngKddddPzAdB8DfUI4BGNf6ybmd7o8sLy/T11/uUp/o8PhnNi4YlCQd+2qv4SSn1AT8piMAgBFeb52Ki4tkWZaKi4vkduezjCEQJsLjXRuAbikjIysko7Sto5nz5i3q8LHCSZ9oA0QflwAAGLtJREFUp/JciaZjhKU3vUdNRwAAIzyeQlmWJUmyrCCjx0AY4Z5jAAAAoIuUlpbI7z919Yzf71dpabHhRABaUY4BAACALpKeniGn89TFm06nU+npmYYTAWjFZdUAgG7teNNR7dy7wXQMtfiaJEmxMT0MJznleNNRSVzWD4Qbtzu/bTJLhyNKbne+2UAA2lCOAQDdVmrqQNMR2rTOCH7Fd/qbDdImMazODzpfqFYQCOXs9uGygkA4cbl6KTNznLZs+VCZmeOYjAsII5RjAEC3FU5LQdl1YjlEHspa53O783XwYAWjxkCYoRwDAADYQKhWEEDnc7l6af78p03HAHAGJuQCAAAAAEQ8yjEAAAAAIOJRjgEAAAAAEY97jgGgE9TXe1Xr9+tN71HTUcJSjd8vq95rOgYAAEAbRo4BAAAAABGPkWMA6AQJCS45qquV50o0HSUsvek9qssTWC4GAACEj04fOW5sbFROTo4qKiokSaWlpcrNzdWECRO0fPnytsft2rVLeXl5mjhxon7yk5/I7/dLkg4dOqSZM2fq5ptv1kMPPaTjx49Lko4dO6b7779fkyZN0syZM1VdXS1Jamlp0dy5czVp0iTdeuut2rdvX2e/RAAAAABAN9ep5XjHjh2aMWOGDhw4IEk6efKk5s+fr5UrV2rDhg364osv9PHHH0uS5s6dq4ULF+q9996TZVlat26dJOmZZ57R7bffrk2bNmno0KFauXKlJOmFF15QWlqaNm7cqGnTpunZZ5+VJK1evVo9evTQxo0bNX/+fM2bN68zXyIAAAAAwAY6tRyvW7dOixYtUnJysiRp586dGjhwoAYMGCCn06nc3Fxt2rRJBw8e1MmTJzVy5EhJUl5enjZt2iSfz6dt27Zp4sSJp+2XpKKiIuXm5kqScnJy9Mknn8jn86moqEhTpkyRJF133XU6evSoDh061JkvEwAAAADQzXXqPceto7mtqqqqlJSU1LadnJysysrKs/YnJSWpsrJSdXV1io+Pl9PpPG3/mcdyOp2Kj4/X0aNHz3msI0eO6IorrviHc/fuHd/+FwvgosXEREuSkpJ6Gk4SOq2vCecXExNty5+5nV5TOOI8AwA6S5dOyBUMBuVwONq2LcuSw+E47/7WP7/tzO1vPycqKuqs57Tub4/a2kYFg1a7ngN0J2vWvKry8jLTMdqUlR2QJP3oRz82G+RvUlMHaubM2R06hs8XCE0YG/P5AqqubjAdI2Raf+Z2ek3hiPMMALhYUVGOCw6Edmk5TklJaZs4S5Kqq6uVnJx81v6amholJycrMTFRDQ0NCgQCio6Obnu8dGrUuaamRikpKfL7/Tp+/LhcLpf69u2rqqoqpaamnnYsAP+vvLxMX+7bLacrznQUSVLQeWoCvn21+w0nkfzeZtMRAAAAYECXluMRI0Zo//79Kisr03e+8x2tX79e+fn56t+/v+Li4vTZZ59p1KhR8ng8Gjt2rGJiYpSWlqYNGzYoNzdXb7/9tsaOHStJysrK0ttvv60HH3xQGzZsUFpammJiYpSVlSWPx6O0tDRt375dcXFx7bqkGogUTleceo37jukYYaeuqMJ0BAAAABjQpeU4Li5Oixcv1pw5c9Tc3KysrCzdfPPNkqRly5ZpwYIFamxs1JAhQ3TnnXdKkhYtWqSCggK99NJL6tevn37xi19Ikh577DEVFBQoOztbPXv21LJlyyRJs2bN0sKFC5Wdna3Y2FgtXbq0K18iAAAAAKAb6pJyvHnz5ra/jxkzRu+8885Zjxk8eLDeeOONs/b3799fq1evPmu/y+XSqlWrztofFxenJUuWdDAxAAAAACCSdOpSTgAAAAAAdAeUYwAAAABAxOvSe44BIJLUBPx603vUdAxJ0olgUJJ0aTuXtussNQG/LjcdAsA5eb11WrnyRT388ONyuVym4wBAl6EcAxGovt4rv7eZmZnPwe9tVr3T2+HjpKYODEGa0Kn721rSKQMHGc3R6nKF3zkCcIrHU6g9e3bL4ynUXXf9wHQcAOgylGMA6AQzZ842HeE0zz//jCRp3rxFhpMACGdeb52Ki4tkWZaKi4vkduczegwgYlCOgQiUkOBSjb+OdY7Poa6oQgkJvBEEEJk8nkJZliVJsqwgo8cAIkp43HwGAAAA40pLS+T3+yVJfr9fpaXFhhMBQNehHAMAgG7D7/eprOyAvN6Ozw2As6WnZ8jpPHVhodPpVHp6puFEANB1uKwaABDRSko+VnFxUYePU/a3Sc9a7+/uiMzMccrIyOrwccJJqM7z/v1fKxAIaNGiAqWk9Lvo49jxHIeC253f9nNyOKLkduebDQQAXYiRYwAAQqBnz57y+/1tl6Qi9Px+nwKBgKS/zbrPuQ45l6uXMjPHyeFwKDNzHJNxAYgojBwDESqclnIKnjz1BjfqEvP/JPm9zVJv0ynQlTIyskIygvj73/+btmz5UKmpg5jA6BxCcZ5///t/04ED++X3+xUdHc257iRud74OHqxg1BhAxDH/ThRAlwu39WVbL0cd2HuQ0RySpN7hd34Q/lj+pmuca7IoynHouVy9NH/+06ZjAECXoxwDEYg1eIHQYvmbrpGenqFPPtkiv9/PZFEAgJDjnmMAADqI5W+6htudL4fDIYnJogAAoUc5BgCgg9LTM87YZkSzMzBZFACgM1GOAQDooFGjRp+2nZZ2vaEk9ud25+uf/mkwo8YAgJCjHAMA0EFr1vz+jO1XDCWxv9bJohg1BgCEGuUYAIAOOnTo9GXRDh4Mj2XSAADAP45yDABAB6Wk9Dtj+wpDSQAAwMWiHAMA0EEDBqSesc1a2QAAdDesc2xAScnHKi4u6vBx6uu9kqSEhI7fd5WZOU4ZGVkdPg4ARKLPP99xxvZ/G0oCAAAuFuW4G/N6Q1eOw8nPfvas9u37qsPHCQT8beuOhgOn06no6I7/J3fVVVdr7tyfhCARgFBJTOxz2n3HvXv3MZgGAABcDMqxARkZWSEZpX3++WckSfPmLerwscJJbW2NTjadUGy0o0PHCVqWrGCIQoVA0N8iR8DXoWO0BCzV1taEKBGAUKmpqT5tu7q6+jyPBAAA4YpyjLCTkOBS3Ika/eBaRl7O9PJ/1+gSm10pANhBnz5Jp40cJyUlGUwDAAAuBuW4ndaseVXl5WWmY0iSysoOSPr/EeRwkJo6UDNnzjYdAwC61NGjp1/RwRUeAAB0P5TjdiovL9PuPXsVfUkv01EUDERLkvaWh8ebsMDJOtMRAMCI9PRMbdnyoSzLksPhUHr6WNORAABAO1GOL0L0Jb3U88qbTMcIOw1ff2A6ArpYqGZeD+VVEMy8DhPc7nwVFxfJ5/PJ6XTK7c43HQkAALQT5bid6uu9CpysowieQ+Bknerr+ZVC+7lc3EeN7s3l6qXMzHHasuVDZWbeyO80AADdEE0GwEUL1czrgB243fk6eLCCUWMAALopynE7JSS4VFXv57Lqc2j4+oOQrbl8pNGnl//b/L3UjS0BSVJ8bLThJKccafRpkOkQAM7J5eql+fOfNh0DAABcJMoxwk5q6kDTEdpU/u1e2D79BhnN0WqQwuv8AAAAAHZBOb4I4XLPcdDfJEmKcvYwnOSUU7NVd3xt4nBaCqp1gqh58xYZTgIAAACgM1GO2ymcRu1aZ/gdmNrxQhoafcLq/AAAAADAP4py3E6MagKh5/XWaeXKF/Xww48zyy8AAACMiDIdAAA8nkLt2bNbHk+h6SgAAACIUIwcG1BS8rGKi4s6fJzWy6pbR5A7IjNzHEvywAivt07FxUWyLEvFxUVyu/MZPQYAAECXY+S4G3O5XJQIdHseT6Esy5IkWVaQ0WMAAAAYwcixARkZWYzSdoFQjNAzOt/5SktL5Pf7JUl+v1+lpcW6664fGE4FAACASEM5Bi6AkfnOl56eoU8+2SK/3y+n06n09EzTkcIKt2EAAAB0DcoxbIsR+u7B7c5vK38OR5Tc7nyzgWyKD3oAAAAujHIMwCiXq5cyM8dpy5YPlZk5jhJ3Bj7kAQAA6BqUYwDGud35OniwglFjAAAAGOOwWqeJRZva2kYFg5wWAAAAALCLqCiHeveOP//XuzALAAAAAABhiXIMAAAAAIh4lGMAAAAAQMSjHAMAAAAAIh7lGAAAAAAQ8SjHAAAAAICIRzkGAAAAAEQ8yjEAAAAAIOJRjgEAAAAAEY9yDAAAAACIeJRjAAAAAEDEoxwDAAAAACIe5RgAAAAAEPEoxwAAAACAiEc5BgAAAABEPMoxAAAAACDi2bIcv/vuu5o8ebImTJigNWvWmI4DAAAAAAhzTtMBQq2yslLLly/Xm2++qdjYWE2fPl3XX3+9rr76atPRAAAAAABhynbluLS0VN/73vfkcrkkSRMnTtSmTZv0wx/+8B8+RlSUo7PiAQAAAAAM+Hs9z3bluKqqSklJSW3bycnJ2rlzZ7uO0avXZaGOBQAAAAAIY7a75zgYDMrh+P9PBCzLOm0bAAAAAIAz2a4cp6SkqLq6um27urpaycnJBhMBAAAAAMKd7cpxenq6Pv30Ux09elRNTU16//33NXbsWNOxAAAAAABhzHb3HPft21dPPPGE7rzzTvl8Pk2dOlXDhw83HQsAAAAAEMYclmVZpkMAAAAAAGCS7S6rBgAAAACgvSjHAAAAAICIRzkGAAAAAEQ8yjEAAAAAIOJRjruxxsZG5eTkqKKiwnQU2/rVr36l7OxsZWdna+nSpabj2NKLL76oyZMnKzs7W6+88orpOLa2ZMkSFRQUmI5hW7NmzVJ2drbcbrfcbrd27NhhOpLtbN68WXl5eZo0aZL+9V//1XQc23n99dfbfn/dbrdGjRqln/70p6Zj2ZLH42l7f7FkyRLTcWzpt7/9rSZOnKjc3Fy99NJLpuPYypkdpLS0VLm5uZowYYKWL19uOF0HWeiW/ud//sfKycmxhgwZYn3zzTem49jS1q1brdtuu81qbm62WlparDvvvNN6//33TceylT//+c/W9OnTLZ/PZzU1NVk33nijtW/fPtOxbKm0tNS6/vrrrX/5l38xHcWWgsGglZGRYfl8PtNRbKu8vNzKyMiwDh8+bLW0tFgzZsywioqKTMeyrT179lg33XSTVVtbazqK7Zw4ccK67rrrrNraWsvn81lTp061tm7dajqWrWzdutXKycmxGhoaLL/fbz3wwAPWe++9ZzqWLZzZQZqamqysrCyrvLzc8vl81j333NOt/21m5LibWrdunRYtWqTk5GTTUWwrKSlJBQUFio2NVUxMjK666iodOnTIdCxbGT16tP7whz/I6XSqtrZWgUBAl156qelYtuP1erV8+XI9+OCDpqPY1tdffy1JuueeezRlyhT98Y9/NJzIfj744ANNnjxZKSkpiomJ0fLlyzVixAjTsWzr6aef1hNPPKHExETTUWwnEAgoGAyqqalJfr9ffr9fcXFxpmPZyl//+ldlZGQoPj5e0dHRyszM1Icffmg6li2c2UF27typgQMHasCAAXI6ncrNzdWmTZsMp7x4lONu6tlnn1VaWprpGLZ2zTXXaOTIkZKkAwcOaOPGjcrKyjKcyn5iYmK0YsUKZWdna8yYMerbt6/pSLazcOFCPfHEE7r88stNR7GtY8eOacyYMfr1r3+tV199VWvXrtXWrVtNx7KVsrIyBQIBPfjgg3K73fr3f/93JSQkmI5lS6WlpTp58qQmTZpkOootxcfH67HHHtOkSZOUlZWl/v3767vf/a7pWLYyZMgQlZSUyOv1qrm5WZs3b1ZNTY3pWLZwZgepqqpSUlJS23ZycrIqKytNRAsJyjHwd+zdu1f33HOPnnrqKQ0aNMh0HFt69NFH9emnn+rw4cNat26d6Ti28vrrr6tfv34aM2aM6Si2du2112rp0qXq2bOnEhMTNXXqVH388cemY9lKIBDQp59+queee05/+tOftHPnTr311lumY9nS2rVrdffdd5uOYVu7d+9WYWGhtmzZouLiYkVFRenll182HctWxowZo7y8PM2aNUv33nuvRo0apZiYGNOxbCkYDMrhcLRtW5Z12nZ3QzkGLuCzzz7T7Nmz9eSTT+rWW281Hcd29u3bp127dkmSevTooQkTJujLL780nMpeNmzYoK1bt8rtdmvFihXavHmznnvuOdOxbGf79u369NNP27Yty5LT6TSYyH769OmjMWPGKDExUZdccom+//3va+fOnaZj2U5LS4u2bdum8ePHm45iWyUlJRozZox69+6t2NhY5eXl6S9/+YvpWLbS2NioCRMm6N1339Xq1asVGxurAQMGmI5lSykpKaqurm7brq6u7ta3fVKOgfM4fPiwHnnkES1btkzZ2dmm49hSRUWFFixYoJaWFrW0tOijjz7SqFGjTMeylVdeeUXr16+Xx+PRo48+qvHjx2v+/PmmY9lOQ0ODli5dqubmZjU2Nuqtt97STTfdZDqWrdx4440qKSnRsWPHFAgEVFxcrCFDhpiOZTtffvmlBg0axPwPnWjw4MEqLS3ViRMnZFmWNm/erGHDhpmOZSsVFRV6+OGH5ff71dDQoDfeeIPbBDrJiBEjtH///rZbX9avX6+xY8eajnXR+FgbOI+XX35Zzc3NWrx4cdu+6dOna8aMGQZT2UtWVpZ27typW265RdHR0ZowYQIfRKBbuvHGG7Vjxw7dcsstCgaDuv3223XttdeajmUrI0aM0L333qvbb79dPp9PN9xwg/Lz803Hsp1vvvlGKSkppmPYWkZGhv76178qLy9PMTExGjZsmO6//37TsWxl8ODBmjBhgqZMmaJAIKDZs2fz4XsniYuL0+LFizVnzhw1NzcrKytLN998s+lYF81hWZZlOgQAAAAAACZxWTUAAAAAIOJRjgEAAAAAEY9yDAAAAACIeJRjAAAAAEDEoxwDAAAAACIe5RgAAAAAEPFY5xgAgDDx2muv6bXXXpPf75fD4dA///M/64knntAVV1zRqd/3l7/8perq6rRw4UKNHz9eL774ooYNGya/36/f/e53evfddyVJwWBQo0eP1qOPPqpevXqF5PsBABAuKMcAAISBJUuWaPfu3frNb36jfv36KRgM6p133tFtt92m119/XSkpKV2eae7cuQoGg/rjH/+ohIQE+Xw+vfrqq5o+fboKCwsVHx/f5ZkAAOgsXFYNAIBhR44c0dq1a/XCCy+oX79+kqSoqCjdcsstmjhxou6++27l5ua2Pf7YsWO67rrrVF9fr8rKSj3yyCPKy8tTbm6uVq1aJUmqqKhQVlaW7rnnHk2cOFFVVVVatWqVpk2bptzcXH3/+9/XBx98cN5MO3fu1LZt27R48WIlJCRIkmJiYnTffffpyiuv1GuvvSZJGj9+vD7//PO25317uz3fDwAA0xg5BgDAsB07dujKK69sK6Hflp6err/85S9qbGzU559/rmHDhmn9+vXKyspSQkKC5syZo9mzZ2v8+PFqbm7Wfffdp9TUVA0fPlxHjhzRz3/+c6WlpengwYMqLS3V6tWrdckll+g//uM/tGLFCt10003nzPRf//VfGjp0qHr06HHW12644QZt3br1gq+pvd8PAADTKMcAAIQBv99/zv0tLS1yOBzKz8/XW2+9pWHDhunNN9/UU089pRMnTmjbtm2qr6/Xiy++KEk6ceKEdu/ereHDh8vpdGrkyJGSpP79+2vp0qV69913VVZWph07duj48eMXndeyrAt+PdTfDwCAzsZl1QAAGDZy5EiVlZWpurr6rK/9+c9/1rXXXqupU6dq06ZN2rVrlxoaGjR69GgFg0FZlqW1a9fK4/HI4/HoT3/6kx544AFJUmxsrJzOU5+D/+///q9uu+02NTY26oYbbtC99957wUzf/e539fnnn6upqUnSqZJeV1cnSfrP//xPjRgxou2x3y7KLS0tF/X9AAAwjXIMAIBhffv21axZs/SjH/1IlZWVbfsLCwv1/vvv67777lPfvn01fPhwLVy4UFOnTpUkxcfHa+TIkXrllVcknboXecaMGfroo4/O+h7btm3T0KFDdffdd2v06NH66KOPFAgEzptp+PDhuv7661VQUKD6+np98803mjlzpubMmaMvv/xSM2fOlCQlJibqiy++kHSqyLcW/PZ+PwAATKMcAwAQBp588klNmTJFDz30kHJycjRhwgSVlpZq7dq16t+/vyRp2rRp2rVrl2699da25y1btkw7duxQbm6upk2bppycHE2ZMuWs4+fk5Kiurk6TJk3S5MmTdemll6q+vl6NjY3nzfSzn/1MQ4cO1R133KHHH39cPp9P0dHRuuyyy9oK+I9//GP94Q9/kNvtlsfj0ZAhQy76+wEAYJLD+ns3DQEAAHzLsWPH9MUXXyg9Pd10FAAAQoZyDAAAAACIeFxWDQAAAACIeJRjAAAAAEDEoxwDAAAAACIe5RgAAAAAEPEoxwAAAACAiEc5BgAAAABEvP8DbwW69/ZuIEMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,ax=plt.subplots(figsize=(16,10))\n",
    "fig=sns.boxplot(x='OverallQual', y='SalePrice', data=data)\n",
    "fig.axis(ymin=0, ymax=800000);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remove Outliars"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "first_quartile=data['SalePrice'].quantile(0.25)\n",
    "third_quartile=data['SalePrice'].quantile(0.75)\n",
    "IQR=third_quartile-first_quartile "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_boundary=third_quartile+ 3*IQR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop(data[data[\"SalePrice\"]>new_boundary].index,axis=0,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1c55488a408>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=data[\"SalePrice\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### REMOVE BAD FEATURES FROM DATA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Multicollinear features:\n",
    "   1. GarageArea <-> GarageCars\n",
    "   2. TotalBsmtSF <-> 1stFlrSF\n",
    "   3. TotRmsAbvGrd <-> GrLivArea\n",
    "   4. GrLivArea <-> FullBath\n",
    "    \n",
    "Features with missing value more than 20%:\n",
    "   5. FireplaceQu     690/1460= 47%\n",
    "   6. Fence           1179/1460= 80%\n",
    "   7. Alley           1369 > 90%\n",
    "   8. MiscFeature     1406 > 90%\n",
    "   9. PoolQC          1453 > 90%\n",
    "  \n",
    "Features with poor correlation with the target feature (SalePrice):\n",
    "   10. LotFrontage     \n",
    "   11. WoodDeckSF       \n",
    "   12. 2ndFlrSF         \n",
    "   13. OpenPorchSF      \n",
    "   14. HalfBath         \n",
    "   15. LotArea                 \n",
    "   16. BedroomAbvGr     \n",
    "   17. ScreenPorch      \n",
    "   18. PoolArea         \n",
    "   19. MoSold           \n",
    "   20. 3SsnPorch        \n",
    "   21. BsmtFinSF2      \n",
    "   22. BsmtHalfBath    \n",
    "   23. MiscVal         \n",
    "   24. Id              \n",
    "   25. LowQualFinSF    \n",
    "   26. YrSold          \n",
    "   27. OverallCond     \n",
    "   28. MSSubClass      \n",
    "   29. EnclosedPorch   \n",
    "   30. KitchenAbvGr    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols_to_remove = ['BsmtFinSF1','LotFrontage','WoodDeckSF','2ndFlrSF','OpenPorchSF','HalfBath','LotArea',\n",
    "                  'BsmtFullBath','BsmtUnfSF','BedroomAbvGr','ScreenPorch','PoolArea','MoSold','3SsnPorch',\n",
    "                  'BsmtFinSF2','BsmtHalfBath','MiscVal','Id','LowQualFinSF','YrSold','OverallCond',\n",
    "                  'MSSubClass','EnclosedPorch','KitchenAbvGr','FireplaceQu','Fence','Alley','MiscFeature',\n",
    "                  'PoolQC','GarageCars','1stFlrSF','GrLivArea','FullBath']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Drop the columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop(cols_to_remove,axis =1,inplace=True)"
   ]
  },
  {
   "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></th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>Street</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>LotConfig</th>\n",
       "      <th>LandSlope</th>\n",
       "      <th>Neighborhood</th>\n",
       "      <th>Condition1</th>\n",
       "      <th>Condition2</th>\n",
       "      <th>...</th>\n",
       "      <th>GarageType</th>\n",
       "      <th>GarageYrBlt</th>\n",
       "      <th>GarageFinish</th>\n",
       "      <th>GarageArea</th>\n",
       "      <th>GarageQual</th>\n",
       "      <th>GarageCond</th>\n",
       "      <th>PavedDrive</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>...</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>548</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Veenker</td>\n",
       "      <td>Feedr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>...</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>1976.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>460</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Inside</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>CollgCr</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>...</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>608</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>Corner</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>Crawfor</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>...</td>\n",
       "      <td>Detchd</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Unf</td>\n",
       "      <td>642</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>RL</td>\n",
       "      <td>Pave</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>FR2</td>\n",
       "      <td>Gtl</td>\n",
       "      <td>NoRidge</td>\n",
       "      <td>Norm</td>\n",
       "      <td>Norm</td>\n",
       "      <td>...</td>\n",
       "      <td>Attchd</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>RFn</td>\n",
       "      <td>836</td>\n",
       "      <td>TA</td>\n",
       "      <td>TA</td>\n",
       "      <td>Y</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 48 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  MSZoning Street LotShape LandContour Utilities LotConfig LandSlope  \\\n",
       "0       RL   Pave      Reg         Lvl    AllPub    Inside       Gtl   \n",
       "1       RL   Pave      Reg         Lvl    AllPub       FR2       Gtl   \n",
       "2       RL   Pave      IR1         Lvl    AllPub    Inside       Gtl   \n",
       "3       RL   Pave      IR1         Lvl    AllPub    Corner       Gtl   \n",
       "4       RL   Pave      IR1         Lvl    AllPub       FR2       Gtl   \n",
       "\n",
       "  Neighborhood Condition1 Condition2  ... GarageType GarageYrBlt  \\\n",
       "0      CollgCr       Norm       Norm  ...     Attchd      2003.0   \n",
       "1      Veenker      Feedr       Norm  ...     Attchd      1976.0   \n",
       "2      CollgCr       Norm       Norm  ...     Attchd      2001.0   \n",
       "3      Crawfor       Norm       Norm  ...     Detchd      1998.0   \n",
       "4      NoRidge       Norm       Norm  ...     Attchd      2000.0   \n",
       "\n",
       "   GarageFinish  GarageArea  GarageQual GarageCond PavedDrive SaleType  \\\n",
       "0           RFn         548          TA         TA          Y       WD   \n",
       "1           RFn         460          TA         TA          Y       WD   \n",
       "2           RFn         608          TA         TA          Y       WD   \n",
       "3           Unf         642          TA         TA          Y       WD   \n",
       "4           RFn         836          TA         TA          Y       WD   \n",
       "\n",
       "  SaleCondition SalePrice  \n",
       "0        Normal    208500  \n",
       "1        Normal    181500  \n",
       "2        Normal    223500  \n",
       "3       Abnorml    140000  \n",
       "4        Normal    250000  \n",
       "\n",
       "[5 rows x 48 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['MSZoning', 'Street', 'LotShape', 'LandContour', 'Utilities',\n",
       "       'LotConfig', 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2',\n",
       "       'BldgType', 'HouseStyle', 'OverallQual', 'YearBuilt', 'YearRemodAdd',\n",
       "       'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n",
       "       'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n",
       "       'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2',\n",
       "       'TotalBsmtSF', 'Heating', 'HeatingQC', 'CentralAir', 'Electrical',\n",
       "       'KitchenQual', 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'GarageType',\n",
       "       'GarageYrBlt', 'GarageFinish', 'GarageArea', 'GarageQual', 'GarageCond',\n",
       "       'PavedDrive', 'SaleType', 'SaleCondition', 'SalePrice'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1448, 48)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  }
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