Big_Mart Sales prediction-Analytics Vidhya.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import Libraries and Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv(r'C:\\Users\\Mahaveer\\Downloads\\train_mart.csv')\n",
    "tdf=pd.read_csv(r'C:\\Users\\Mahaveer\\Downloads\\test_mart.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Item_Identifier</th>\n",
       "      <th>Item_Weight</th>\n",
       "      <th>Item_Fat_Content</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_Type</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Identifier</th>\n",
       "      <th>Outlet_Establishment_Year</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Outlet_Location_Type</th>\n",
       "      <th>Outlet_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FDA15</td>\n",
       "      <td>9.30</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.016047</td>\n",
       "      <td>Dairy</td>\n",
       "      <td>249.8092</td>\n",
       "      <td>OUT049</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>3735.1380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DRC01</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.019278</td>\n",
       "      <td>Soft Drinks</td>\n",
       "      <td>48.2692</td>\n",
       "      <td>OUT018</td>\n",
       "      <td>2009</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type2</td>\n",
       "      <td>443.4228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>FDN15</td>\n",
       "      <td>17.50</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.016760</td>\n",
       "      <td>Meat</td>\n",
       "      <td>141.6180</td>\n",
       "      <td>OUT049</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>2097.2700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FDX07</td>\n",
       "      <td>19.20</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Fruits and Vegetables</td>\n",
       "      <td>182.0950</td>\n",
       "      <td>OUT010</td>\n",
       "      <td>1998</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>732.3800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NCD19</td>\n",
       "      <td>8.93</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Household</td>\n",
       "      <td>53.8614</td>\n",
       "      <td>OUT013</td>\n",
       "      <td>1987</td>\n",
       "      <td>High</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>994.7052</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Item_Identifier  Item_Weight Item_Fat_Content  Item_Visibility  \\\n",
       "0           FDA15         9.30          Low Fat         0.016047   \n",
       "1           DRC01         5.92          Regular         0.019278   \n",
       "2           FDN15        17.50          Low Fat         0.016760   \n",
       "3           FDX07        19.20          Regular         0.000000   \n",
       "4           NCD19         8.93          Low Fat         0.000000   \n",
       "\n",
       "               Item_Type  Item_MRP Outlet_Identifier  \\\n",
       "0                  Dairy  249.8092            OUT049   \n",
       "1            Soft Drinks   48.2692            OUT018   \n",
       "2                   Meat  141.6180            OUT049   \n",
       "3  Fruits and Vegetables  182.0950            OUT010   \n",
       "4              Household   53.8614            OUT013   \n",
       "\n",
       "   Outlet_Establishment_Year Outlet_Size Outlet_Location_Type  \\\n",
       "0                       1999      Medium               Tier 1   \n",
       "1                       2009      Medium               Tier 3   \n",
       "2                       1999      Medium               Tier 1   \n",
       "3                       1998         NaN               Tier 3   \n",
       "4                       1987        High               Tier 3   \n",
       "\n",
       "         Outlet_Type  Item_Outlet_Sales  \n",
       "0  Supermarket Type1          3735.1380  \n",
       "1  Supermarket Type2           443.4228  \n",
       "2  Supermarket Type1          2097.2700  \n",
       "3      Grocery Store           732.3800  \n",
       "4  Supermarket Type1           994.7052  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8523, 12)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 8523 entries, 0 to 8522\n",
      "Data columns (total 12 columns):\n",
      " #   Column                     Non-Null Count  Dtype  \n",
      "---  ------                     --------------  -----  \n",
      " 0   Item_Identifier            8523 non-null   object \n",
      " 1   Item_Weight                7060 non-null   float64\n",
      " 2   Item_Fat_Content           8523 non-null   object \n",
      " 3   Item_Visibility            8523 non-null   float64\n",
      " 4   Item_Type                  8523 non-null   object \n",
      " 5   Item_MRP                   8523 non-null   float64\n",
      " 6   Outlet_Identifier          8523 non-null   object \n",
      " 7   Outlet_Establishment_Year  8523 non-null   int64  \n",
      " 8   Outlet_Size                6113 non-null   object \n",
      " 9   Outlet_Location_Type       8523 non-null   object \n",
      " 10  Outlet_Type                8523 non-null   object \n",
      " 11  Item_Outlet_Sales          8523 non-null   float64\n",
      "dtypes: float64(4), int64(1), object(7)\n",
      "memory usage: 799.2+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Item_Weight</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Establishment_Year</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>7060.000000</td>\n",
       "      <td>8523.000000</td>\n",
       "      <td>8523.000000</td>\n",
       "      <td>8523.000000</td>\n",
       "      <td>8523.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>12.857645</td>\n",
       "      <td>0.066132</td>\n",
       "      <td>140.992782</td>\n",
       "      <td>1997.831867</td>\n",
       "      <td>2181.288914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.643456</td>\n",
       "      <td>0.051598</td>\n",
       "      <td>62.275067</td>\n",
       "      <td>8.371760</td>\n",
       "      <td>1706.499616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>4.555000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>31.290000</td>\n",
       "      <td>1985.000000</td>\n",
       "      <td>33.290000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>8.773750</td>\n",
       "      <td>0.026989</td>\n",
       "      <td>93.826500</td>\n",
       "      <td>1987.000000</td>\n",
       "      <td>834.247400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>12.600000</td>\n",
       "      <td>0.053931</td>\n",
       "      <td>143.012800</td>\n",
       "      <td>1999.000000</td>\n",
       "      <td>1794.331000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>16.850000</td>\n",
       "      <td>0.094585</td>\n",
       "      <td>185.643700</td>\n",
       "      <td>2004.000000</td>\n",
       "      <td>3101.296400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>21.350000</td>\n",
       "      <td>0.328391</td>\n",
       "      <td>266.888400</td>\n",
       "      <td>2009.000000</td>\n",
       "      <td>13086.964800</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Item_Weight  Item_Visibility     Item_MRP  Outlet_Establishment_Year  \\\n",
       "count  7060.000000      8523.000000  8523.000000                8523.000000   \n",
       "mean     12.857645         0.066132   140.992782                1997.831867   \n",
       "std       4.643456         0.051598    62.275067                   8.371760   \n",
       "min       4.555000         0.000000    31.290000                1985.000000   \n",
       "25%       8.773750         0.026989    93.826500                1987.000000   \n",
       "50%      12.600000         0.053931   143.012800                1999.000000   \n",
       "75%      16.850000         0.094585   185.643700                2004.000000   \n",
       "max      21.350000         0.328391   266.888400                2009.000000   \n",
       "\n",
       "       Item_Outlet_Sales  \n",
       "count        8523.000000  \n",
       "mean         2181.288914  \n",
       "std          1706.499616  \n",
       "min            33.290000  \n",
       "25%           834.247400  \n",
       "50%          1794.331000  \n",
       "75%          3101.296400  \n",
       "max         13086.964800  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Univariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x271e44bf160>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='Item_Weight',y='Item_Outlet_Sales',data=df,kind='reg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x271e93f6d68>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='Item_Visibility',y='Item_Outlet_Sales',data=df,kind='reg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x271e997f8d0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='Item_MRP',y='Item_Outlet_Sales',data=df,kind='reg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x271e9a39e10>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='Outlet_Establishment_Year',y='Item_Outlet_Sales',data=df,kind='reg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Outlet_Establishment_Year'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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v+0+NiyQjPoqyujYum5Pul2Mo99U8BKZ+3tMnN8zi/759lsf2VfEPG2f7fP+DxvDmyQvsfKeOQWOYn5XA3Mx4YqNc9PUPUlbXxqHqVg5UtnD1/Eyumjf1nt2+1trVR2l1C23d/XT09JOVFM2q/BTiojSljUTPih/sOd3I6oLUCU8yMhHzsxLYXdFIb/+gz4bNVe9X1dRJhFPISgrsVe28GQmsL0rlkT1nufvKIp8m2faefh4vruJkfTuLZyayeXEWafHvvytcU5BKe08/zxw6x8vH6jh+/iKf3lBAbAgk0faefl4/Uc+e0030DxoinEJMhJOSqhZeeqeOlXnJ3LR8pl//9sJR8H9zNtPY3kNZXTu3rMzx63HmzUjgzfILnGpoZ+EEpidU3qtq6iQnOTYoV7N3bijg848c4KWj59my1DdTDbZ29fHArgoudvWxbcVMLikYfUrE+CgXH78knyU1rTxeXMX9uyq46/JCEqODN53luZYuHt59hrbuflbmp7BpQea7VVvnL3azp6KRvaebuNDey50bZhEd4QxarKFGv/Z87L36ef/W6xakxxLpdHCyvt2vx5mu+gcGOdfaTX5qTFCOf/2iGRRlxPGjl8sYGJz6w9GhJN/R08/fX17IusI0rx4wL81J4lOXFtDS2ccDb7i/JIKhrK6N+3dVAPCFq+fw0dW573t+kZUYzbYVOdy6No/Kpg4etP6vyk0TvY/tP9tMlMvBUj/Vzw9xORwUpMdyqkETvT+ca+1mYNCQlxoblOO7nA7+23XzKKtr59nSqXWgaunsfTfJf+ayQvIn+MxhdkY8d11eSFtPPw+/fSbgg+qdON/Gw7vPkBYXyT9snMPM5NG/fJfnJnPnhgLq2np4qqRGWxBZNNH7WElVC0tzkgJSbz47I56Gtp6gXWXZWVWTeyCzvJTgJHqArUuyWZCVwI92lk16yIuWzl4efPM0HT393HVZIfmT/OLKT43l42vzqG3p5rF9lQGbv7iqqZM/7D1LVlI0n72iyKtxo+bNSOD6RTM4VnuRksoW/wcZBjTR+1Bv/yCHa1pZmZ8ckOMNDZurV/W+V9XcSVJMBIk+GpBuMhwO4SvXz+dMY+ekessOT/JTvTuZn5XIjcuyOXa+jReOnJ/Svrxxob2H3+0+Q0J0BJ/aUDChOvfL5qRTkBbLM6XnaOns9WOU4UETvQ8dq3WPFb8yPyUgx8tOiiYmwsmpBh33xteqmjqDVm3j6dqFmayelcL3dhyjurnT6+2Gqms6e32T5IdsmJ3O+qJU3iy/4Ncxebp6B97tNPbpSwtImOBDYIcIH12dhwH+fFDHDtJE70Mlle7Ju1fkJQfkeA4RijLiqGho17pIH2rr7qO5s4/8lOA8iPUkIvzw1uUMGvjHP5Z4VYXTbCX5rr4BPnOp75L8kK1Ls5mVGsvXnyjlWK3vZzwbNIbHiitp6ujl9nWzSI+fXKfA1LhINs3P5ERdG2cbp/fFkCZ6HzpY1cKMxCiyA9juenZGPC1WD07lG1VNXQAhcUUPMCstju9/ZCkllS384MUTY5atbOrkV6+foqtvwKdX8p5cDgcfX5dPQrSLe36/n9ZO3z4jeuloHWV17dy0fCaFUxw1dH1RGnFRLl4+Vuej6MKTJnofKqlqYWVeSsDGRQF3ogco13p6n6lq7sQpMmbrjkC7cdlMbl+Xz6/eqOCbT5XS2fv+poODxrC7opEH3qjA6RD+/vIicv34IDkxOoJf3rGKcy1dfPmxEgZ90AQU4FBVC2+cbOCSwlSfNFGOdDm4al4Gpxo6pvXQ3profaSxvYezjZ0BexA7JD0+ksRol9bT+1BlUydZSdEh17vyOzcv5h82zubRfVXc+H/e5JevneLPB2t45Xg9P3jpBM8cOseczHjuvXpuQL6kVs9K5V9uWsyrJxr48ctlU95fTXMXTx6opiAtlhuX+aaTGLjHnEqY5lf12jPWR4aGlQ3Ug9ghIsLsjHhO1LUxaAyOAN5N2NHAoKGmuYtVswL7e/RGhNPB1zcv4Iq56XzjycP8zxeOv7tudkYcmxdnsSQnKaCfgTvW5VNa1cJPXylnYXbipHvxXuzu4/d7zhIX5eIT62bhcvjuSzbC6eCq+Rk8W1rL/rNNrJ7ln8EGQ5lXiV5ENgM/AZzAg8aY7w9bL9b6rUAn8GljzAGP9U6gGKgxxtzoo9hDSkllC06H+L2j1EhmZ8ZTUtVC3cVuspNCp7ohHJXVtdE7MBi0HrHeuHR2Om/889V09PRT29rFi0frSIn13yiXYxERvnvLEk41tPOlxw6SHBvJhtkTq3Lp7O3nN2+dpqt3gM9eWUS8H8bUWT0rhZ3v1PH7tyunZaIf92vTStI/B7YAi4CPi8iiYcW2AHOt193AL4et/xJwbMrRhrCSqmYWZicQExn48TWG6ulP6XAIUzbUwSaYHaW8FRflYk5mQtCS/JDoCCe//tRa8lNjufvhYo5OYPL6nv4BfvfXM1xo7+WO9bPI8VOVU5TLycr8ZJ4rrZ2WDRe8uT+6BCg3xlQYY3qBR4Ftw8psAx42bm8DySKSDSAiucANwIM+jDukDAwaDlW1sjIvOLf7STERpMdHaj29D5RUNhMb6fTrOPB2lBIXycN3XUJCtItPPLCHN09eGHebi119/OatM9S0dHHb2jzmZMb7NcZ1hWn0DgzyxP4qvx4nFHmT6HMAzzNTbS3ztsyPgX8GxmwALCJ3i0ixiBQ3NDR4EVboKK9vp72nP+APYj3NzojndGOHTwbAms5KqlrIT40NaMspu5iZHMNjn9tAVmI0dz60hwd3VYzaGufMhQ5+/mo551u7uW1tPotn+r/Kc0ZiNJcUpPLInkqftRIKF94k+pE+8cPP0ohlRORGoN4Ys3+8gxhj7jfGrDHGrMnIyPAirNAR6I5SI5mdEU9v/+CEek+q92vt6qO8vt2vzRLtLi81lic/fynXLpzBvz93jGt++DoP7z7D8fMXKa9v56Wj57nzob3cv6uCSJeDezbO9tsEPSO5fX0+Zxs7ebN8/DsOO/HmqUc1kOfxcy4wvE/xaGU+CtwsIluBaCBRRH5vjLlj8iGHnoNVLSTFREy5c8dUFKXHIbjHvZkV4BmR7KK0ugVg0gN/Kbf4KBf33bGaZw/X8utdFfzLn4++b/2MxCg2Lcjk8jnpAR8zfvOSLFLjInmsuIor54XXBeVUeJPo9wFzRaQQqAFuAz4xrMx24F4ReRRYB7QaY2qBb1ovRGQj8FW7JXlwP8BbmZ8c1Nv92CgX2UnRnGroYNOCoIUR1koqWxCB3BAY+iDcORzCzctnctOybEqrW6lp6aJ/0JAY7eKyOek8XjzxQdp8Icrl5MZl2Ty2r4r2nn6/tPAJReNW3Rhj+oF7gRdxt5z5kzHmqIjcIyL3WMV2ABVAOfAA8Hk/xRty2rr7KKtvC9qDWE+zM+KpbOoM+HjhdlFS2czczHidmciHRITleclsXZrNzctnsnF+ZtA7om1bMZOe/kFeDMAInKHCq68zY8wO3Mncc9l9Hu8N8IVx9vEa8NqEIwxxpdWtGENQH8QOmZ0Zz67yC5xt6mBuZkKwwwkrxhhKqlr40KKsYIei/GxVfgq5KTE8fbCGj6zODXY4ARFafbzD0NCD2OVBfBA7ZFZaLA6BCm1mOWFnGjtp6exjRQh8YSv/EhG2rZjJW+UXaGjrCXY4AaGJfopKKluYkxnv1cw3/hblcpKbEkuFDnA2YQer3F/YoXBnpvzvlhU5DBqmPE1juNBEPwVDt/srQ+BqfkhRehw1LV309A0EO5SwUlLZQlykU6u8pom5MxJYmJ3I09NkUhJN9FNQ2dRJU0dvSN3uF2XEM2jgzDSfaGGiSipbWJ6XjNOhHaWmi5uXz+RQVcu06HuiiX4KhsZFCYUWN0NmpcXidIjW009AV+8Ax2ovarXNNLN5ifvB+4tH7T98sSb6KThY1UJspJN5M/w7RsdERDgd5KXEUjGNJ1mYqCPnWukfNCH1ha38rzA9jgVZCdOimaUm+ikoqWxmWW4SrhCboKIoI45zLV109Wo9vTfeHcJCr+innc1Lsth3ton6tu5gh+JXoZWhwkh33wBHz10M+EQj3ijKiMPAtJ46bSIOVrWQlxoz6UmoVfjavCQLY2DnO/auvtFEP0lH373dTw52KB+QnxKLyyFUXNBmlt4oqWzRaptpav6MBArT43jB5tU3mugnaehBbCje7rucDmalxeoDWS/UtnZR29qtD2KnKRHhQ4uz2H2qkdbOvmCH4zea6CeppLKF3JQYMhOigx3KiIoy4jl/sZuOnv5ghxLSDg61nArBKjgVGJuXZNE/aGw9ebgm+kkqqWwO6eRQZA2ZrPX0YyupaiHS6WBhtnaUmq6W5SQxIzHK1vX0mugn4XxrN+dau4M60ch4clNiiXQ6OKXDIYxp/9lmluYmEeXSESunK4dDuHbhDN442UC3TXuUa6KfhHAYF8XpEHc9vV7Rj6q7b4DD1a2smRW6d2YqMK5bNIPO3gH+esqeM09pop+Ekkr37f7imYnBDmVMRRnxNLT10NZt34dMU3GkppXegUFWaaKf9jbMTiM+ymXb6htN9JOw/2wzi3MSQ/52f3aGu55er+pHtv+s+85stSb6aS/K5eSq+Rm8fKzelhOHa6KfoJ7+AUprwuN2PzsphiiXQ5tZjqL4bDMFabHaUUoBcP2iGTS09XDQmjvYTjTRT9CRmov09g+GxVWg0yEUpsfp+PQjMMZw4Gwzq2elBjsUFSI2zs/E5RBbVt9oop+gA9btfrjU6xZlxNPY0UtNS1ewQwkpZxo7aezoZU1BePwelf8lxUSwrihVE71y1+vmp8aGbEep4eZkuEfWfOukPVsTTFbxmSZA6+fV+123cAbl9e22uwvWRD8BxhiKzzaHRf38kBmJUSREuXjjZEOwQwkpByqbSYx2vftFqBTAtYtmAPYb5EwT/QRUNXVxob0nbKptwD2Wx5zMeP56qtGWrQkmq/hMM6tnpeDQGaWUh9yUWBZlJ2qin86Kz7pv98OtXndOZjxNHb28U3sx2KGEhKaOXk7Wt7OmQB/Eqg+6btEM9lc2c6G9J9ih+Iwm+gnYf7aZhChX2E0gPTvTXT2xS+vpAdh7uhGA9UVpQY5EhaLrFs3AGHjlWH2wQ/EZTfQTsP9sMytnpYTdBNKJ0REsyErgzXKtpwfYfaqRmAgny3KTgh2KCkGLZyaSkxzDSzaqvtFE76XWzj5O1LWF1YNYT5fPSWffmWadXhB4u6KJNQUpRITYFJAqNIgI1y7M5M3yBtv8vegn3Ut7TjdiTPje7l8xL4Pe/kH2Ws0Kp6vG9h5O1LWF7e9RBcZ1i7Lo7htkl01aq2mi99LuikaiXA6W54Xn7f4lBalEuhy8fsIeH9zJ2nva/UWniV6NZV1RKgnR9hnkTBO9l3afamRNQUrID2Q2mphIJ5fOTuPVE/Z5wDQZb1c0Ehup9fNqbBFOB1fPz+SV4/UM2KBZsleJXkQ2i8gJESkXkW+MsF5E5KfW+lIRWWUtzxORV0XkmIgcFZEv+fo/EAjNHb0cP9/GhjC/Cty0IJPTFzqm9axTuysaWVOQqvXzalzXLZpBY0cvByqbgx3KlI37aRcRJ/BzYAuwCPi4iCwaVmwLMNd63Q380lreD3zFGLMQWA98YYRtQ94emzTHu3p+JgCvHJ+eV/UX2nsoq2tnfZG2n1fj2zg/gwinPQY58+ay5hKg3BhTYYzpBR4Ftg0rsw142Li9DSSLSLYxptYYcwDAGNMGHANyfBh/QLzXHC852KFMSV5qLHMz43nlePh/cCdjT4W7fn5dYXh/YavASIiOYMPsdHa+U4cx4V19402izwGqPH6u5oPJetwyIlIArAT2jHQQEblbRIpFpLihIbQeGA41x4t0hf/t/qYFmew93UR7T3+wQwm418vqSYx2sVzr55WXrls0g9MXOsJ+7mVvMtdIvYOGf72NWUZE4oEngS8bY0bsh2+Mud8Ys8YYsyYjI8OLsALDbs3xrl6QSd+A4U2bNBvzljGG18sauGJuBi6tn1deum6he5CzF4+G912wN5/4aiDP4+dc4Jy3ZUQkAneSf8QY89TkQw2Otyvs1Rxv9awUEqJd066e/vj5Nuou9nDVvNC5iFChLyspmhV5yew4XBvsUKbEm0S/D5grIoUiEgncBmwfVmY7cKfV+mY90GqMqRURAX4NHDPG/NCnkQfI62X1JES7bNMcL8Lp4Kp5GbZpNuat16z+A1fN10SvJubGZdkcPXcxrMeoHzfRG2P6gXuBF3E/TP2TMeaoiNwjIvdYxXYAFUA58ADweWv5ZcAngU0ictB6bfX1f8JfjDG8eqKBK+dl2Ko53pYl2Vxo732389B08NqJehZmJzIjMTwmjFGh44Zl2QA8Wxq+V/UubwoZY3bgTuaey+7zeG+AL4yw3ZuMXH8fFo6eu0hDW8+7zRLtYuP8DKIjHDx/pJYNs+1RJTWWtu4+9p9t5u+vKAp2KCoMZSfFsLYghWdLz/HFa+YGO5xJsc9lqh+8atVj261eNy7KxcZ5mTx/5Py0mIzkrfJG+gcNG7XaRk3SjctmUlbXTlldW7BDmRRN9GN49UQ9y3OTyEiICnYoPrd1WTYNbT3st0Gvv/G8XlZPfJRL54dVk7ZlaRYOgWcPDW+HEh400Y+iqaOXkqoWNtqs2mbIpgWZRLocYd+aYDwDg4ad79Rzxdx0Wz1nUYGVmRDNusI0nimtDcvOU/rJH8Wukw0Y4253bkfxUS6umpfBCzavvtl3pokL7T3vPlBTarJuWTmT0xc6OFDZEuxQJkwT/SheOV5PWlwky3Ls0axyJFuXZlHb2m2LQZtG81xpLdERDjbZ9AtbBc4Ny2YSE+Hkif1V4xcOMZroR9DdN8Arx+rZtCATR5hNGzgR1y/KIjbSyRP7q4Mdil8MDBqeP3KeTQsyiY30qoGZUqOKj3KxdWk2zxyqDbuZpzTRj+C1Ew209fRz0/KZwQ7Fr+Le/eCeo7PXfmPf7D3trrbZulSrbZRvfGxNLu09/Tx/JLyebWmiH8EzpedIi4vk0mnQxvzWNXl09A7w/OHzwQ7F53Yc1mob5VvrClPJT43l8eLwugvWRD9MR08/fzlWx9al2dNi8Ku1BSkUpMXyp+Lwq3cci1bbKH8QET62OpfdFY1UNXUGOxyv2T+TTdDOd+ro7hvk5hX2rrYZIiJ8dHUue043UdkYPh/c8ew62cCF9h5uXDY9fo8qcD6yOhenQ/j922eDHYrXNNEPs/3QOWYmRbM6f/p0rvnI6lxEsNVV/SN7KkmLi+Raa5hZpXxlZnIMmxdn8Ye9lXSEybwOmug9NHf08kZZAzcun2nr1jbDZSfFsGl+Jn/YW0l3X3i1JhhJbWsXfzlWx61r82wxWYwKPX93RSFt3f1h02JN/wo8/Km4iv5Bw4dXhd1sh1P22SuLaOroDZsP7lge3VuFAT6+Nj/YoSibWpWfwsr8ZB5663RYDPetid7SPzDIw7vPsqEojQVZicEOJ+DWFaayPDeJX78ZHh/c0fQPDPLovkqunJtBflpssMNRNvZ3lxdytrGTvxwL/dmnNNFbXj5WR01LF5++rCDYoQSFiPDZK4s4faGDl8Pggzuavxyvp+5iD7ev06t55V+bF2eRkxzDfa+fCvnxbzTRWx566wy5KTHT+uHd5sVZ5KbEcP8bFSH/wR2JMYb7Xj/FzKRobTuv/M7ldPD5q2dzoLKFvxwL7ak5NdEDR8+1svd0E5/aUIBzGj2EHc7ldHD3lUXsP9vMa2XhN3n4a2UNlFS2cO+mudOiD4QKvlvX5FGYHsd/vXg8pKs89a8BuO/1CmIinNy6Nm/8wjZ329p8CtPj+I/njtE/MBjscLxmjOFHO8vITYnho6tzgx2OmiYinA6+cv08yuraebqkJtjhjGraJ/qDVS08c+gcf39FIUkxEcEOJ+giXQ6+uWUB5fXt/HFf+LSrf/lYPaXVrXzxmrnapFIF1NYl2SzNSeKHO8tCtnnytP6LMMbw78++Q3p8FJ+7anawwwkZ1y2awfqiVH60s4yL3X3BDmdc/QOD/O+XTlCQFsuHV06/prEquBwO4ZtbF1DT0sWPdpYFO5wRTetE/8KR8xSfbeYr188jPkrHQxkiInzrhkU0d/byn88dC3Y447p/VwXHz7fx9c0LtG5eBcWls9P5+CV5PLCrIiTnd5i2fxUdPf187/njzJsRz8e0TvcDluQk8bkrZ/PoviqeD+HpBk/WtfHjnSe5YWk2W3Q4YhVE/33rQrISo/nq44dCrgpnWiZ6YwzfevoI1c2d/H/bluhV4Ci+cv08lucm8Y2nDnOupSvY4XxA/8AgX32ilPhoF/+2bXGww1HTXEJ0BN//yDIqGjr4t2feCakmytMywz1eXM3/K6nhS9fMY32R/cecn6wIp4Of3LaSvoFB/vGPJSE1q44xhv/YcYxDVS38282LSY+PCnZISnHlvAz+YeNs/ri3kvvfqAh2OO+adon+SE0r/7L9CJfOTuPeTXOCHU7IK0iP4wcfW05JZTOf+/1+evpDI9k/sKuC37x1hrsuK7T9TGAqvHzt+vncuCyb7z1/nGdLzwU7HGCaJfoDlc184oG3SYuL4se3rZjWnaMmYuvSbL7/4WW8UdbAF/9YQm9/cNvXP7G/mv/ccZwblmXzrRsWBjUWpYZzOIQffGw5awtS+PKjB3l0b2WwQ5o+if6t8gt88sE9pMZF8tjn1pOZEB3skMLKrWvz+NebFvHi0Tpu/dVuaoJQZz8waPivF47z1ccPsaEojR/eunxaDSetwkd0hJOHPr2WS+ek842nDvO9548Ftees7RN9R08/39l+lDt+vYeZyTH86XMbyE3RUQ0n4zOXFfLL21dRXt/OjT/dxY7DtQF74FTT0sVdv93HL147xW1r8/jtXWuJcjkDcmylJiMhOoKHPrWGO9bn86vXK9j28zcpCVLTS9s2Hm/t7OPx/VX85q0z1LR08akNs/ja5gXaXn6KtizNZkF2Il945ACff+QAK/OT+dqH5rOhKA0R319dt3b2cf+uUzy46zQA371lCXesy/fLsZTyNZfTwXe3LWFdYRr//tw7/M0v/soNy7K5/ZJ81helBeyO1KusJyKbgZ8ATuBBY8z3h60Xa/1WoBP4tDHmgDfb+kr/wCB7Tjdx4GwzByqb2V3RSHffIKvyk/nxbStYW5Dqj8NOS4XpcWy/9zKe2F/Nj14u4xMP7HH3Sl2Vy9XzM1mYnTClJqutnX28fbqR7YfOsfNoHb0Dg9yyYiZf27yAnOQYH/5PlPI/EeGm5TO5ekEmP3+1nEfePstzpbXkJMewviiNVbOSyUuJJSU2kpS4CL/UOIyb6EXECfwcuA6oBvaJyHZjzDsexbYAc63XOuCXwDovt/WZzz5cTGfvAHMz47l1TR63rc1n0czpN4lIILicDm67JJ9tK3J4tvQcTx6o5oc7y/jhzjLio1wsnplIUUYcs9LiSI+PIjUugthIF5EuB04R+gcH6ekf5GJXH00dfdS2dnH6Qgcn69opq2/DGEiNi+T29fncuiaPhdn6e1ThLT7Kxdc3L+BL18zlhSPnee5wLa+X1fPkgfdmdUuLi2T/t6/z+bG9uaK/BCg3xlQAiMijwDbAM1lvAx427grbt0UkWUSygQIvtvUJl9PBHz67nsL0OB2cLIBiIp18bE0eH1uTR93Fbt6uaGTv6SaO1V7kxaN1NHX0erUfh0BuSixFGXHctDybtQWprMxP0QHKlO1ERzi5ZWUOt6zMwRhDdXMXdRe7aeropd9PD2y9SfQ5gOcwhtW4r9rHK5Pj5bYAiMjdwN3Wj+0icmKcuNKBC+OUCUVBift23+zGr7GfBnYBv/P9rkP+szLG7ydkYx/nMxWScXv5dxCSsXth1mgrvEn0Iz0tGP61M1oZb7Z1LzTmfuB+L+JxH1Ck2BizxtvyoSJc44bwjT1c44bwjT1c44bwjn003iT6asBzRo5cYHh3r9HKRHqxrVJKKT/ypgJ0HzBXRApFJBK4Ddg+rMx24E5xWw+0GmNqvdxWKaWUH417RW+M6ReRe4EXcTeRfMgYc1RE7rHW3wfswN20shx388rPjLWtj2L3uponxIRr3BC+sYdr3BC+sYdr3BDesY9IQmkoTaWUUr6nbdeUUsrmNNErpZTNhUyiF5GHRKReRI54LFsuIrtF5LCIPCMiidbyCBH5nbX8mIh802Ob1dbychH5qQRgUBQfxv6aiJwQkYPWKzOE4o4Ukd9Yyw+JyEaPbUL9nI8Ve6DPeZ6IvGr97o+KyJes5akislNETlr/pnhs803r3J4QkQ95LA/Yefdx3CF9zkUkzSrfLiI/G7avgH/WfcIYExIv4EpgFXDEY9k+4Crr/V3Ad633nwAetd7HAmeAAuvnvcAG3G34nwe2hFHsrwFrQvScfwH4jfU+E9gPOMLknI8Ve6DPeTawynqfAJQBi4D/Ar5hLf8G8D+t94uAQ0AUUAicApyBPu8+jjvUz3kccDlwD/CzYfsK+GfdF6+QuaI3xrwBNA1bPB94w3q/E/jIUHEgTkRcQAzQC1wU97ALicaY3cb9W3kYuCUcYvd3jCOZYNyLgL9Y29UDLcCaMDnnI8bu7xhHYoypNdaAf8aYNuAY7h7k23ivU/DveO8cbsN9YdBjjDmNu2XbJYE+776K21/xjWWisRtjOowxbwLdnvsJ1mfdF0Im0Y/iCHCz9f5jvNf56gmgA6gFKoEfGGOacP/yqj22HxqKIRgmGvuQ31i3s98O0m3haHEfAraJiEtECoHV1rpwOOejxT4kKOdcRAqAlcAeYIZx9z3B+neoOmOs4UWCct6nGPeQUD7nowmlz/qEhHqivwv4gojsx33LNTRC1iXAADAT923hV0SkiAkMuRAAE40d4HZjzFLgCuv1ycCGDIwe90O4P9jFwI+BvwL9hMc5Hy12CNI5F5F44Engy8aYse7opjy8iC/5IG4I/XM+6i5GWBYW7dNDehYOY8xx4HoAEZkH3GCt+gTwgjGmD6gXkbdw34rvwj3MwpCgDbkwidgrjDE11rZtIvIH3F8KD4dC3MaYfuCfhsqJyF+Bk0AzIX7Ox4idYJxzEYnAnXAeMcY8ZS2uE5FsY0ytVUVQby0fbXiRagJ83n0Udzic89EE/Jz7Skhf0Q89jRcRB/At4D5rVSWwSdzigPXAcev2q01E1lu3g3cCfw5C6BOO3apWSLe2iQBuxF0VERJxi0isFS8ich3Qb4x5JxzO+WixB+OcW+fo18AxY8wPPVZtBz5lvf8U753D7cBtIhJlVTvNBfYG+rz7Ku4wOecjCqXP+oQF+2nw0Av4I+566z7c35x/B3wJ9xPyMuD7vNeTNx54HDiKe2z7r3nsZw3uD84p4GdD24R67Lif9O8HSq11P8FqpRAicRcAJ3A/yHoZmBVG53zE2IN0zi/HfbtfChy0XluBNNwPjE9a/6Z6bPM/rHN7Ao9WHoE8776KO4zO+RncD/vbrc/XomB91n3x0iEQlFLK5kK66kYppdTUaaJXSimb00SvlFI2p4leKaVsThO9UkrZnCZ6pZSyOU30ymsikisif7aGdT0lIj8R91zAY23z34f93D5O+WQR+fw4ZQpEpEveG+b2oIjcOUb5T4vIzLH2aZV7TUQ+MNiZtf3PrPf3jHOs74jIV8c7li8NP8fD1omIvCkiWzyW3SoiLwQmOhUKNNErr1g9AZ8CnjbGzAXm4e789R/jbDpqEhpFMjBmorecMsas8HiN1YX+07jHFpoyY8x94xwrGEY9x8bdUeYe4IciEm31EP4P3EM3T4qIOCe7rQoOTfTKW5uAbmPMbwCMMQO4x4+5S0Q+Lx4TNIjIsyKyUUS+D8RYV9yPDN+hiHxNRPaJSKmI/Ju1+PvAbGub/zWRAEXEKSK/FZEj4p4c4p9E5KO4ezM+Yu0zRkT+xTruERG53/oSG3KHiPzVWveBYXU9r9hF5Isi8o4V/6MexRZZdwcVIvJFq2yBiBwXkQetfT8iIteKyFvWHdIlVrk4cU+qsk9ESkRkm7X80yLylIi8YJX/L2v5mOcYwBhzBHgG+Drwr7jHlTk/ynEKRGSXiBywXpdayzeKezKOPwCHJ/J7USEg2F1z9RUeL+CLwI9GWF5irfuZx7JngY3W+/Zh5dutf68H7sc9IqDD2uZK3MMVHBknlgKgi/e6sx/EPQriamCnR7lk69/X8Jjogvd3df+/wE0e5R6w3l85FAfuO4KfWe+/A3zVen8OiBp2rO/gHh0zCkgHGoEIK+Z+YKn1/92Pe1RNwT0u+tPW9v8J3DG0T9zDOcRZMVQASUA0cBbIG+kcj3LO4nAPRXDYim2048QC0dbyuUCx9X4j7uG1C4P9WdTXxF8hPXqlCinCyEOyjrZ8PNdbrxLr53jciaXSy+1PGWNWvC8Q91RwRSLyf4DngJdG2fZqEfln3EktFfeYK89Y6/4I7olNRCRRRJLHiKEU953C08DTHsufM8b0AD0iUg/MsJafNsYctmI9CvzFGGNE5DDuLwJwn5ObPer5o4F86/1fjDGt1vbvALN4/5jvozLGdIjIY7i/FHpEZLTjnAN+JiIrcA+nPc9jN3uNexIRFWY00StvHeW9GZsAEPecrHlAK++vBoz2Yn8CfM8Y86th+yyYbIDGmGYRWQ58CHcd9K24x6j33H808AvcV/hVIvKdYfEO/9Ia60vsBtxX/jcD3xaRxdbyHo8yA7z3d+a5fNDj50GPMgJ8xBhzYljc68bYr7cGrddYx/kOUAcsx/079ZxlqWOCx1MhQuvolbf+AsQOtTixHsj9b+C3uKsUVoiIQ0TyeP+UcX3iHo52uBdx1+/HW/vLEfcww224Jw2ZMHEPf+swxjwJfBv3nLIM2+dQUr9gHfujw3bzt9a+Lgdah66gRziWA3fVyavAP+Ou/oifTNzDvAj849BzAxFZ6cU2o53jyRwnCag1xgzinhBEH7zagF7RK69YVQx/A/xCRL6N+yJhB+4WH73Aadz1v0eAAx6b3g+UisgBY8ztHvt7SUQWArutXNOOu874lPWA8gjwvDHma6OENFtEDnr8/BDwOu4p6oYuYL5p/ftb4D4R6cI9sfMDVqxncE8o7qlZ3BOTJDLsbmAYJ/B7EUnCfXX8I2NMi0x9Vrzv4p4Fq9RKwmdwj9k+lhHP8SSP8wvgSRH5GPAqehVvCzpMsVJK2ZxW3SillM1p1Y0KWSKyFHfzR089xph1wYgn1InI0IxJw11jjGkMdDwqdGjVjVJK2ZxW3SillM1poldKKZvTRK+UUjaniV4ppWzu/wftOGbL4XpzRAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df['Outlet_Establishment_Year'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Item_Outlet_Sales'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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I8lgDTDezKWaWDdwILO9QZjlwWzDqaj5QGXRFdVd3OfEL4gTPTwKYWRHwO+Aud/9T2wmC41Wb2fxglNVtbXUyXVNLK43Nrf0meQB89uIp5GRF+ZdntoYdiohkoB6Th7s3A3cCK4AtwKPuvtnMFpnZoqDYU8BOoAz4AfD57uoGde4BrjCz7cAVwXuC8qcBd5vZhuDRdj3kDuCHwXl2AE+f8idPo5OzyzNsOfbulBbk8PnLpvH0pgO8vPNI2OGISIaxgX4HuTlz5vjatWtDjeEbK7Zx//Nl3DJvIjPGDgs1lp60vw1tfVMLl//bixTmxfjtFy8mGsncYcYiklxmts7d53S1P3NnrA0gmb6uVVdyY1HuuvpMtuyv4hdr9vRcQUQGDSWPNOiP3VZtPnr2GOZOLuHeZ7ZyqKo+7HBEJEMoeaRBTWOwKGI/a3lAfNb5P19/NvVNLdz1y9cZ6N2cIpIYJY80qGloJmKQG+ufX/e00qH83UfOYOXWQzzx6t6wwxGRDND//hTuh2oamhmSnZXR61p1Z9nq3eTGokwens///PXrHKqqpyg/+10X10VkcOmffwr3MzWNLeTn9I/Z5V2JmHH9rPG0Ojy6tpxWdV+JDGpqeaRBbWMz+f3kYvmybu4kOHxoDh87ZyyPv1rOH96s4Jb5k9IYmYhkErU80qC2sYX8frKuVU/On1jE2eOG8fstB9mw53jY4YhISJQ80iCePPpHy6MnZsZ1542jIDfGf3t0g25ZKzJIKXmkmLtT19g8YFoeAHnZUa6fNZ6dFTV889k3ww5HREIwMP4czmDVDc20OgMqeQCcNnIocyeX8IM/7MSAScOHAGgElsggoZZHih2vaQIYMN1W7V111miG5cd44tVymltaww5HRNJIySPFjtU2AgOv5QGQE4ty3XnjOHyikVU7tPKuyGCi5JFiRwdw8gA4fVQBZ44u4Llth6iqbwo7HBFJEyWPFDseJI/+uChioj569hhaWp3/3Hwg7FBEJE2UPFLs2MlrHgOz5QHxyYMXTRvBq7uP85rmfogMCkoeKXa8thEDcgdw8gD44Bml5GdH+dbvNXRXZDBQ8kixY7VN5MaiRPrpooiJyolFuWR6KS9sq2D97mNhhyMiKTZwO+IzxLHaxgHdZdXe/Kkl/HF7BV99YiOffv+Uk9s190Nk4FHLI8WO1zYNmuSRkxXlktNG8ObBE+w5Wht2OCKSQkoeKRZveQyeBt78qcPJi0V5ftuhsEMRkRRS8kixwdTygPi1jwunDWfrgWoqqhvCDkdEUkTJI8WO1gyeax5t5k0pIRoxVu04HHYoIpIiSh4pVN/UQl1TC0NyBk+3FUBBbozzxhfx6u5j1DY2hx2OiKRAQsnDzK40s21mVmZmizvZb2Z2X7B/o5nN6qmumZWY2bNmtj14Lg62Dzez583shJl9t8N5XgiOtSF4jDz1j556x2vjEwTzBlnLA+D9pw2nqcVZs0vDdkUGoh6Th5lFgfuBq4AZwKfMbEaHYlcB04PHQmBJAnUXAyvdfTqwMngPUA/cDXyli5BudvfzgkdGX5V9Z1HEwdXyABgzLI+ppUP4847DNGnFXZEBJ5GWx1ygzN13unsj8AiwoEOZBcBDHvcyUGRmY3qouwBYGrxeClwH4O417v4S8STSrw3kFXUTcdG0EVTVN/PsGwfDDkVEkiyR5DEO2NPufXmwLZEy3dUd5e77AYLnRLugfhJ0Wd1t1vm0bTNbaGZrzWxtRUVFgodNvrZuq8GaPM4YXUBRXoyfvfx22KGISJIlkjw6+4H2BMskUrc3bnb3s4FLgsetnRVy9wfdfY67zyktLe3D6fpmMHdbAUTMuGBKCat2HGFHxYmwwxGRJEokeZQDE9q9Hw/sS7BMd3UPBl1bBM89Xr9w973BczWwjHi3WMYa7C0PgDmTismKGMtW7w47FBFJokSSxxpguplNMbNs4EZgeYcyy4HbglFX84HKoCuqu7rLgduD17cDT3YXhJllmdmI4HUMuAbYlED8oTlW00heLEosOnhHRBfkxvjIzNE8vq6c+qaWsMMRkSTp8VfN3ZuBO4EVwBbgUXffbGaLzGxRUOwpYCdQBvwA+Hx3dYM69wBXmNl24IrgPQBmtgv4JvBpMysPRmjlACvMbCOwAdgbnCtjHa1tpGRIdthhhO7m+ROprGvitxv3hx2KiCRJQp3x7v4U8QTRftsD7V478IVE6wbbjwCXd1FnchehzE4k3kxxvLaJovxY2GGE7sKpw5laOoSfr36bT84eH3Y4IpIEg7c/JQ2O1TZSnK+Wh5lx87xJrN99nM37KsMOR0SSQMkjhdTyeMcnZ40nJyvCz3XhXGRAUPJIIbU83jEsP8a1547l1+v3Ul3fFHY4ItJHSh4p0tLqVNY1UayWx0m3zJ9EbWMLv97QcaS3iPQ3g3P2WhpU1TXhDkVqeZyc4+HujB2Wy/3PlREBbp4/KdzAROSUqeWRIkdq4rPLhw9V8mhjZsybMpwDVfXs1m1qRfo1JY8UaVuaRPM83u2cCcPIyYqw+q2jYYciIn2g5JEiR07Ek4cumL9bTlaU8ycWsWlvJUeD1pmI9D9KHilyVN1WXZo7ZTjNrc7j6/b0XFhEMpKSR4q0dVup5fFeowtzmTQ8n2Wrd9Pa2pdFlkUkLEoeKXLkRCNDsqPkxgbvirrdmTelhF1Hanmp7HDYoYjIKVDySJFjtY0U62J5l84aO4wRQ7P5yZ/eCjsUETkFSh4pcqSmkeFKHl3Kika4Zf4knt9WoRtFifRDSh4pcqxGLY+e3DJ/EtnRiFofIv2QkkeKHK3RvTx6MmJoDgvOG8sT6/ZyvFbDdkX6EyWPFDmqbquEfOaiKdQ1tfDwKxq2K9KfKHmkQF1jC3VNLeq2SsCMsYVcdNpw/mPVWzQ06za1Iv2FkkcKHA26YNTySMyiS6dxsKqBX766N+xQRCRBSh4pcFRLk/TKxaeN4Oxxw/j+izto0aRBkX5BS7KnwMmWh5Ym6daydncVPHvcMJa9spunXt/PteeODTEqEUmEWh4pcLSmAVDLozdmjC1kxNAcvvfCDtzV+hDJdEoeKXC0Jn6b1eFDckKOpP+ImHHp6aVs2V/Fs28cDDscEemBkkcKHK1pIBoxCnLVK9gb500oYvLwfL757JtaMFEkwyWUPMzsSjPbZmZlZra4k/1mZvcF+zea2aye6ppZiZk9a2bbg+fiYPtwM3vezE6Y2Xc7nGe2mb0eHOs+M7NT/+ipc7SmieL8bCKRjAwvY0UjxpevOJ2tB6r53ev7ww5HRLrRY/IwsyhwP3AVMAP4lJnN6FDsKmB68FgILEmg7mJgpbtPB1YG7wHqgbuBr3QSzpLg+G3nujKhT5lmR2saKBkSCzuMfunac8ZyxqgCvvXsmzS3tIYdjoh0IZGWx1ygzN13unsj8AiwoEOZBcBDHvcyUGRmY3qouwBYGrxeClwH4O417v4S8SRyUnC8Qnf/s8evqD7UVifTHKtp0tIkp+iRNXuYM7mYnYdr+PvHN75rRJaIZI5Eksc4oP3aEeXBtkTKdFd3lLvvBwieRyYQR3kPcQBgZgvNbK2Zra2oqOjhsMl3pKZByaMPZowpZEJxHs9uOUhDk2adi2SiRJJHZx33Ha9mdlUmkbqJSvhY7v6gu89x9zmlpaWneLpTd6xWLY++MDM+es5YquubeeHN9Cd/EelZIsmjHJjQ7v14YF+CZbqrezDoimrrkjqUQBzje4gjdC2tzrHaRko0TLdPJpbkc/6EIl4qO8zuI7VhhyMiHSSSPNYA081sipllAzcCyzuUWQ7cFoy6mg9UBl1R3dVdDtwevL4deLK7IILjVZvZ/GCU1W091QnD8dpG3KEkXxfM++ojM0cTNeOffvdG2KGISAc9TkRw92YzuxNYAUSBH7v7ZjNbFOx/AHgKuBooA2qBz3RXNzj0PcCjZvZZYDdwQ9s5zWwXUAhkm9l1wIfd/Q3gDuA/gDzg6eCRUY4FS5OUDFXLo68K82J88MyRrNh8gKde38/VZ48JOyQRCSQ0i83dnyKeINpve6Ddawe+kGjdYPsR4PIu6kzuYvta4KxEYg7LkWBRxBItTZIUF582gn3H67j715uYN6WE4UrKIhlBM8yT7GTLQxfMkyIaMb5xwzlU1Tfxj8s391xBRNJCySPJjtQoeSTbmaML+dLl0/ntxv08uUH3/BDJBEoeSdbWbVWsGeZJ9blLp3HB5GIWP/E62w5Uhx2OyKCn5JFkB6vqKRmSTU5WNOxQBpRYNML9N81iaG4Wd/xsHVX1TWGHJDKoKXkk2cGqBkYW6KJuKowszOX+m2bx9tFavvzIBq19JRIiJY8kO1Rdz6jC3LDDGLDmTinh6x+bycqth7j7yU26cZRISHTDiSQ7WFXPmaMLwg5jQLt1/iQOVNZx//M7GFmQy5evOD3skEQGHSWPJGppdSqqG9TySLLOVtYdOyyP2ROL+fbK7eysOMGF00YAcNO8iekOT2RQUvJIoiMnGmj1eN+8pJaZcd3546hrauE3G/eTkxVl1qTisMMSGTR0zSOJDlY1ADBKF8zTIhoxbrxgAqeVDuWJV8vZtLcy7JBEBg0ljyQ6WBW/f5W6rdInKxrhlvmTmFCSzy/W7OGFbT0tziwiyaDkkUQHq5U8wpCdFeH2CyczsjCHRT9bxytvHQ07JJEBT9c8kuhgVQNmMGKoliZJt7zsKJ+5aAoP/mEnt/5oNYsunfauJK4L6SLJpZZHEh2qqmfE0ByyovpawzA0J4u/vGgy2dEIS1ftolqz0EVSRr9ySXSwqp7R6rIKVVF+NrddOJmaxmYe+vPbNDZrFrpIKih5JNHBqgZGFWqkVdjGFedx4wUT2Xe8jideLdcsdJEUUPJIokPV9ZrjkSHeN6aQj8wczet7K3nxzYqwwxEZcJQ8kqSppZXDJxoZVaDkkSkumT6Cc8YP49k3DrJyy8GwwxEZUJQ8kqSiOpggqG6rjGFmfOL88YwpyuVLj2yg7JDuAyKSLEoeSaIJgpkpOyvCLfMmkRuL8NcPraOyTiOwRJJBySNJ2pYmGamWR8Ypys9myS2zKT9Wy988vF73ARFJAiWPJFHLI7NdMLmE//Wxs3jxzQq+/pvNGoEl0keaYZ4kB6vqyYoYJfmaXZ6pbpo3kbeP1vD9F3cyriifOy6bFnZIIv1WQi0PM7vSzLaZWZmZLe5kv5nZfcH+jWY2q6e6ZlZiZs+a2fbgubjdvruC8tvM7CPttr8QbNsQPEae+kdPrrbbz0YiFnYo0ollq3ezbPVuJhTnc874Ydz7zFYeW7sn7LBE+q0ek4eZRYH7gauAGcCnzGxGh2JXAdODx0JgSQJ1FwMr3X06sDJ4T7D/RmAmcCXwveA4bW529/OCR8Ysoao5Hv1DxIxPzhrPaaVD+fsnNvKLNe+90ZSI9CyRlsdcoMzdd7p7I/AIsKBDmQXAQx73MlBkZmN6qLsAWBq8Xgpc1277I+7e4O5vAWXBcTLagcp6Ruo+Hv1CVjTCrRdO4gPTS/nqE6/z0z/vCjskkX4nkeQxDmjfvi8PtiVSpru6o9x9P0Dw3NYF1dP5fhJ0Wd1tZp32EZnZQjNba2ZrKypSP7u4tdXZfbSWiSX5KT+XJEcsGuHB22bzF+8byd1PbubryzfTpFFYIglL5IJ5Zz/QHYeqdFUmkbq9Od/N7r7XzAqAJ4BbgYfeU9j9QeBBgDlz5qR8WM2+yjoamluZWjo01aeSJMrJivLALbO55+mt/PClt9h6oIrLzhhJYW7sPWW1pLvIuyXS8igHJrR7Px7Yl2CZ7uoeDLq2CJ7brl90Wcfd9wbP1cAyMqQ7a2dFDQBTS4eEHIn0VlY0wv+8Zgb/dsO5rN99nG//fjvrdx/TUF6RHiSSPNYA081sipllE7+YvbxDmeXAbcGoq/lAZdAV1V3d5cDtwevbgSfbbb/RzHLMbArxi/CvmFmWmY0AMLMYcA2w6RQ+c9LtrDgBKHn0Z9fPHs/TX7qE0oIcHltXzk9ffpsqzUYX6VKP3Vbu3mxmdwIrgCjwY3ffbGaLgv0PAE8BVxO/uF0LfKa7usGh7wEeNbPPAruBG4I6m83sUeANoBn4gru3mNkQYEWQOKLA74EfJONL6Ku3DtcwNCeL0qG6YN6fTS0dysIPTGXVjiP85+YD/PvKN7nmnLGcP6Eo7NBEMo4N9Ob5nDlzfO3atSk9x60/Wk1lXRPL77y40/3LVms4aH9zuLqBx18tZ/fRWk4bOZQf3T6HScPVspTBw8zWufucrvZreZIk2FlRw9QR+mEZSEYU5LDwA1O59tyx7Dlay4e/9QeWvLBDI7JEAkoefVTX2MLe43UaaTUARcy4cOpw/vYvTueyM0q595mtXPudl1i/+1jYoYmETsmjj3YdiY+0mqKWx4A1LC/G92+dw/dvnc3x2iY+sWQVX1++mep6XVCXwUvJo480THdwWLZ6N0dONLLwA1OZN2U4S1ft4opv/oEVmw+EHZpIKLSqbh+1DdNVy2NwyI1F+di58RFYv1q/l8/9dB0zxhRy7bljGZYX02RCGTTU8uijnYdrGDssl/xs5eHBZEJJPl/44GlcOXM02w9Vc9/K7WzZXxV2WCJpo+TRRzsP1zBFXVaDUjRifOD0Ur74wekU58f46ctv879/8wYNzS1hhyaSckoefeDu7Kw4wdQRGmk1mI0oyGHRpdO4cNpwfvynt7h+ySreOlwTdlgiKaXk0QeHTzRSXd+si+VCVjTCteeM5Qe3zWHP0Tquue+PPLlhb9hhiaSMkkcfbD9YDaA5HnLSFTNG8fSXLmHG2EK+9MgGvvr4Ruoa1Y0lA4+SRx+8vPMIEYPzJxaFHYpkkLFFeTz81/P5wgen8ei6PVz73Zd4bc/xsMMSSSoNEeqDl8oOc+6Eok7v/yCDU/t1zMYV5fPp90/miXXlfGLJKu64dBp3fug0cmPRbo4g0j+o5XGKquubeK28koumjQg7FMlg00cW8KXLT+fj54/ju8+Xcfm/vchvXtun+4VIv6fkcYpW7zxKS6tz0WlKHtK9vOwo/3rDuSz763kU5sX44sPrufa7L7H8tX00a6FF6afUbXWKXio7TG4swqxJRWGHIv1AW3fWzfMmsn73MV58s4K/eXg99xblcf2scXxi1ngma5UC6UeUPE7Rn8oOM3fKcHKy1H8tiYuYMXtSCedPLGbr/mpWv3WE7zxXxn3PlTFmWC6fnD2eD505knPHFxGJWNjhinRJyeMUHKyqZ/uhE3xy9viwQ5F+KmLGjLGFzBhbSGVdE6/tOc7WA1Xc/3wZ33mujBFDs7nsjJF86MyRXDJ9BAUalCEZRsnjFKzacRhA1zskKYblxfjA6aV84PRSrj57NC++WcHKLYd49o2DPL6unKyIMbEknzNGF3DG6AJKh+ZgZlqEUUKl5HEKVmw6SHF+jBljCsMORQaYp16PL/E+f+pwLphcwu6jtWw7UM22g1U8vekAT286QMmQbM4YXcDEknzmTS0hFtW4F0k/JY9e2lh+nGc2H+DOD56mPmlJqWjEmDJiCFNGDOHKs0ZzrLYxnkgOVLN211Fu+dFqCnKzuOyMkVwxYxSXnVGqOUeSNkoeveDu3PP0VkqGZPO5S6eGHY4MMsX52cyfOpz5U4fT2NzKjooTvLG/iue2HOQ3r+0jYjC+OJ9rzhnDhdOGM2dSCXnZGtAhqaHk0Qt/2H6YVTuO8I/XztAFTAlVdlaE940p5H1jCml1Z8/RWrYeqOatwzU8+IedfO+FHcSixlnjhnHm6AJOHxV/TB819OQ1E5G+UPJIUFV9E//81BYmlOTpQqVklIgZk4YPYdLw+DyRBeeNZc2uo7y88yiv7j7GM5sO8PAre06WL8jJYlxxHuOK8jp9VnKRRCSUPMzsSuDbQBT4obvf02G/BfuvBmqBT7v7q93VNbMS4BfAZGAX8F/c/Viw7y7gs0AL8DfuviLYPhv4DyAPeAr4kqdhnYct+6u442frKD9Wx5JbZmtuh2S0JzfsA2BiST4TS/Jxd040NHOwqoGDVfUcqWnkeG0jm/dV8acdh6lvevcs9+ysCOOK8hg+JJviIdkU58cozs+mMC9GdjRCNGLvekQMzIyIxV9HzDCDrEiEITlRCnJjFORmMTQn6+SzklP/12PyMLMocD9wBVAOrDGz5e7+RrtiVwHTg8c8YAkwr4e6i4GV7n6PmS0O3n/VzGYANwIzgbHA783sdHdvCY67EHiZePK4Eni6r19CZyrrmlhVdpg/bK/gV+v3Upgb4+GF87lgckkqTieSMmYW/IDHOG3ke28fUN/UwrHaRo7XNnG87bmuiaM1jZQfq6O2sZn6plYak7SUSsTi94LPi0WZUJLPsLwYRfkxCnNj5MYi5Mai5Mai5GRFyAmec2NRcoP3J59jEWLRCNnR+HNW1E6+z4rGk9nJ7+Bd38e7vxs5NYm0POYCZe6+E8DMHgEWAO2TxwLgoaAV8LKZFZnZGOKtiq7qLgAuC+ovBV4Avhpsf8TdG4C3zKwMmGtmu4BCd/9zcKyHgOtIQfJwd67+9h/Ze7yOoTlZXDFjNHdf8z5GFuQm+1QiocuNRRkzLI8xw/K6LOPuNLc6La2OO7S44+60enyfA9722qEVp7UVGptbqG9upaG5lYamFuraHo0t1Da2UJCbxbHaRnYdqaGyromGplbqm1sIe93IdyWYd21PICHReeVEyvf2vF0fP/5u9f+4PGWrOCeSPMYBe9q9LyfeuuipzLge6o5y9/0A7r7fzEa2O9bLnRyrKXjdcft7mNlC4i0UgBNmtq2rD5eIzcB3T736COBwX86fBooxefpDnIoxOTI+xryv9ynGSd3tTCR5dNau6/h3QVdlEqmb6PkSPpa7Pwg82MN50sLM1rr7nLDj6I5iTJ7+EKdiTI7BHmMiU1PLgQnt3o8H9iVYpru6B4OuLYLnQwkca3wn20VEJM0SSR5rgOlmNsXMsolfzF7eocxy4DaLmw9UBl1S3dVdDtwevL4deLLd9hvNLMfMphC/CP9KcLxqM5sfjO66rV0dERFJox67rdy92czuBFYQH277Y3ffbGaLgv0PEB/5dDVQRnyo7me6qxsc+h7gUTP7LLAbuCGos9nMHiV+Ub0Z+EIw0grgDt4Zqvs0KRpplWQZ0X3WA8WYPP0hTsWYHIM6RtPtMEVEpLe0HKeIiPSakoeIiPSakkcKmdmVZrbNzMqCWfTpOu8EM3vezLaY2WYz+1KwvcTMnjWz7cFzcbs6dwVxbjOzj7TbPtvMXg/23WdJnpJrZlEzW29mv83gGIvM7HEz2xp8pxdmWpxm9uXgv/UmM3vYzHLDjtHMfmxmh8xsU7ttSYspGFTzi2D7ajObnKQYvxH8t95oZr8ys6JMi7Hdvq+YmZvZiHbb0hOjBzNF9Ujug/gAgR3AVCAbeA2YkaZzjwFmBa8LgDeBGcC/AIuD7YuBe4PXM4L4coApQdzRYN8rwIXE59k8DVyV5Fj/G7AM+G3wPhNjXAr8VfA6GyjKpDiJT5Z9C8gL3j8KfDrsGIEPALOATe22JS0m4PPAA8HrG4FfJCnGDwNZwet7MzHGYPsE4oOR3gZGpDvGlP+QDdZH8B9pRbv3dwF3hRTLk8TXF9sGjAm2jQG2dRZb8D/khUGZre22fwr4fhLjGg+sBD7EO8kj02IsJP7DbB22Z0ycvLOSQwnxEZS/DX4AQ4+R+BJF7X+YkxZTW5ngdRbxmdTW1xg77Ps48PNMjBF4HDiX+MKyI9Ido7qtUqerJVvSKmiCng+spsOSMED7JWG6Wl4moSVhTtG/A38PtF9xL9NinApUAD8Jutd+aGZDMilOd98L/CvxIe/7ic+z+s9MirGdZMZ0so67NwOVwPAkx/uXvDMlIGNiNLOPAXvd/bUOu9IWo5JH6pzK0izJDcBsKPAE8LfuXtVd0U62neryMonGdg1wyN3XJVqli1hS/T1nEe8yWOLu5wM1xLtbuhLGd1lMfEHRKcRXoh5iZrd0V6WLWML8f/ZUYkppvGb2NeJzzX7ew/nSGqOZ5QNfA/6hs91dnC/pMSp5pE4iy7qkjJnFiCeOn7v7L4PNmbQkzEXAxyy+WvIjwIfM7GcZFmPbecvdfXXw/nHiySST4vwL4C13r3D3JuCXwPszLMY2yYzpZB0zywKGAUeTEaSZ3Q5cA9zsQX9OBsU4jfgfCq8F/37GA6+a2eh0xqjkkTqJLOuSEsEoih8BW9z9m+12ZcySMO5+l7uPd/fJxL+b59z9lkyKMYjzALDHzM4INl1OfPWDTIpzNzDfzPKDY18ObMmwGNskM6b2x/ok8f+H+tzysPgN7L4KfMzdazvEHnqM7v66u49098nBv59y4gNkDqQ1xlO5CKZHwhe5riY+0mkH8LU0nvdi4s3OjcCG4HE18X7MlcD24LmkXZ2vBXFuo90IG2AOsCnY911O4WJfAvFexjsXzDMuRuA8YG3wff4aKM60OIH/BWwNjv9T4qNtQo0ReJj4NZi22yl8NpkxAbnAY8SXRXoFmJqkGMuIXwNo+7fzQKbF2GH/LoIL5umMUcuTiIhIr6nbSkREek3JQ0REek3JQ0REek3JQ0REek3JQ0REek3JQ0REek3JQwYMMzsRPE82s5vScL6FwdLdW83sFTO7OIE6l5nZ+9u9/7qZfaWHOteZ2YweyswPltPeYPFl47+eQBy/7Sleka4oechANBlIafII1ub6HHCxu58JLAKWBUtEdOcy4kuH9MZ1xJfa7s5SYKG7nwecRXxZdpGUUfKQgege4JLgr/AvW/yGU98wszUWv8HP5+DkX98vmtmjZvammd1jZjcHrYjXzWxaN+f4KvB37n4YwN1fJf4D/oXg2LssuEGPmc0xsxeCFY4XAV8OYruk/QHNbJqZPWNm68zsj2Z2ZtBK+RjwjaBOVzGNJD4LGXdvcfc3gmPONbNVFl8ReFW7ZVban3eIxW84tCYotyDYPjP4LjYE39v0RL58GRyywg5AJAUWA19x92sg3r1EfJnyC8wsB/iTmf1nUPZc4H3EF4LbCfzQ3eda/O6LXwT+totzzAQ6rgi8lnfWCHoPd99lZg8AJ9z9X4PYLm9X5EFgkbtvN7N5wPfc/UNmtpz48i2Pd/OZvwVsM7MXgGeApe5eT3zJkg+4e7OZ/QXw/4DrO9T9GvH1jP7S4nfNe8XMfk880X3b3X8erM8W7eb8Msgoechg8GHgHDP7ZPB+GPEF4xqBNR7cX8LMdgBtSeV14IO9PI9xisttW3z5/PcDj9k7d37NSbS+u/9vM/s58c96E/Gb/VxG/LMuDVoNDsQ6qf5h4isct117yQUmAn8GvmZm44Ffuvv23n4uGbiUPGQwMOCL7r7iXRvNLgMa2m1qbfe+le7/fbwBzAaea7dtVrAd4veBaOsWzk0gxghwPLhmcUrcfQewxMx+AFSY2XDgn4Dn3f3jQbfZC51UNeB6d9/WYfsWM1sNfBRYYWZ/5e7Pvbe6DEa65iEDUTXxe7e3WQHcYfF7nGBmp1v8boB98S/AvcEPNGZ2HvH7hn8v2L+LeHKBd3cTdYwNAI/frOstM7shOJ6Z2bnd1WnPzD5q7zRZpgMtwHHiLY+9wfZPd1F9BfDFtvpmdn7wPBXY6e73EV+2+5zuYpDBRclDBqKNQLOZvWZmXwZ+SLxF8KqZbQK+Tx9b3e6+HPgxsMrMtgI/AG5p6wIjvkT6t83sj8R/yNv8Bvh4ZxfMgZuBz5rZa8Bm4ncHhPjNsv4uuJjd1QXzW4lf89hAfEn2m929hXiS+2cz+xNdX7P4J+LdWRuD7+efgu3/FdgUHPNM4KGuvxEZbLQku4iI9JpaHiIi0mu6YC7SDTP7GnBDh82Pufv/DSme+4nf/729b7v7T8KIRwYvdVuJiEivqdtKRER6TclDRER6TclDRER6TclDRER67f8D0VfiN2Bq5RUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df['Item_Outlet_Sales'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x271eaf7ba90>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x900 with 30 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Item_Fat_Content']=df.Item_Fat_Content.replace({'low fat':'Low Fat','LF':'Low Fat','reg':'Regular'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>Item_Identifier</th>\n",
       "      <th>Item_Weight</th>\n",
       "      <th>Item_Fat_Content</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_Type</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Identifier</th>\n",
       "      <th>Outlet_Establishment_Year</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Outlet_Location_Type</th>\n",
       "      <th>Outlet_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FDA15</td>\n",
       "      <td>9.30</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.016047</td>\n",
       "      <td>Dairy</td>\n",
       "      <td>249.8092</td>\n",
       "      <td>OUT049</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>3735.1380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DRC01</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.019278</td>\n",
       "      <td>Soft Drinks</td>\n",
       "      <td>48.2692</td>\n",
       "      <td>OUT018</td>\n",
       "      <td>2009</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type2</td>\n",
       "      <td>443.4228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>FDN15</td>\n",
       "      <td>17.50</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.016760</td>\n",
       "      <td>Meat</td>\n",
       "      <td>141.6180</td>\n",
       "      <td>OUT049</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>2097.2700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FDX07</td>\n",
       "      <td>19.20</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Fruits and Vegetables</td>\n",
       "      <td>182.0950</td>\n",
       "      <td>OUT010</td>\n",
       "      <td>1998</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>732.3800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NCD19</td>\n",
       "      <td>8.93</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Household</td>\n",
       "      <td>53.8614</td>\n",
       "      <td>OUT013</td>\n",
       "      <td>1987</td>\n",
       "      <td>High</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>994.7052</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Item_Identifier  Item_Weight Item_Fat_Content  Item_Visibility  \\\n",
       "0           FDA15         9.30          Low Fat         0.016047   \n",
       "1           DRC01         5.92          Regular         0.019278   \n",
       "2           FDN15        17.50          Low Fat         0.016760   \n",
       "3           FDX07        19.20          Regular         0.000000   \n",
       "4           NCD19         8.93          Low Fat         0.000000   \n",
       "\n",
       "               Item_Type  Item_MRP Outlet_Identifier  \\\n",
       "0                  Dairy  249.8092            OUT049   \n",
       "1            Soft Drinks   48.2692            OUT018   \n",
       "2                   Meat  141.6180            OUT049   \n",
       "3  Fruits and Vegetables  182.0950            OUT010   \n",
       "4              Household   53.8614            OUT013   \n",
       "\n",
       "   Outlet_Establishment_Year Outlet_Size Outlet_Location_Type  \\\n",
       "0                       1999      Medium               Tier 1   \n",
       "1                       2009      Medium               Tier 3   \n",
       "2                       1999      Medium               Tier 1   \n",
       "3                       1998         NaN               Tier 3   \n",
       "4                       1987        High               Tier 3   \n",
       "\n",
       "         Outlet_Type  Item_Outlet_Sales  \n",
       "0  Supermarket Type1          3735.1380  \n",
       "1  Supermarket Type2           443.4228  \n",
       "2  Supermarket Type1          2097.2700  \n",
       "3      Grocery Store           732.3800  \n",
       "4  Supermarket Type1           994.7052  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Categorical Variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Item_Fat_Content', ylabel='Item_Outlet_Sales'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "sns.barplot(x='Item_Fat_Content',y='Item_Outlet_Sales',data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>Item_Identifier</th>\n",
       "      <th>Item_Fat_Content</th>\n",
       "      <th>Item_Type</th>\n",
       "      <th>Outlet_Identifier</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Outlet_Location_Type</th>\n",
       "      <th>Outlet_Type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>8523</td>\n",
       "      <td>8523</td>\n",
       "      <td>8523</td>\n",
       "      <td>8523</td>\n",
       "      <td>6113</td>\n",
       "      <td>8523</td>\n",
       "      <td>8523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>1559</td>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>FDW13</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>Fruits and Vegetables</td>\n",
       "      <td>OUT027</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>10</td>\n",
       "      <td>5517</td>\n",
       "      <td>1232</td>\n",
       "      <td>935</td>\n",
       "      <td>2793</td>\n",
       "      <td>3350</td>\n",
       "      <td>5577</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Item_Identifier Item_Fat_Content              Item_Type  \\\n",
       "count             8523             8523                   8523   \n",
       "unique            1559                2                     16   \n",
       "top              FDW13          Low Fat  Fruits and Vegetables   \n",
       "freq                10             5517                   1232   \n",
       "\n",
       "       Outlet_Identifier Outlet_Size Outlet_Location_Type        Outlet_Type  \n",
       "count               8523        6113                 8523               8523  \n",
       "unique                10           3                    3                  4  \n",
       "top               OUT027      Medium               Tier 3  Supermarket Type1  \n",
       "freq                 935        2793                 3350               5577  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe(include = ['O'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>Item_Fat_Content</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Low Fat</td>\n",
       "      <td>2157.711534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Regular</td>\n",
       "      <td>2224.561170</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Item_Fat_Content  Item_Outlet_Sales\n",
       "0          Low Fat        2157.711534\n",
       "1          Regular        2224.561170"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['Item_Fat_Content','Item_Outlet_Sales']].groupby(['Item_Fat_Content'],as_index = False).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2181.288913575032"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Item_Outlet_Sales'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Item_Outlet_Sales', ylabel='Item_Type'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "sns.barplot(y='Item_Type',x='Item_Outlet_Sales',data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>Item_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Baking Goods</td>\n",
       "      <td>1952.971207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Breads</td>\n",
       "      <td>2204.132226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Breakfast</td>\n",
       "      <td>2111.808651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Canned</td>\n",
       "      <td>2225.194904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Dairy</td>\n",
       "      <td>2232.542597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Frozen Foods</td>\n",
       "      <td>2132.867744</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Fruits and Vegetables</td>\n",
       "      <td>2289.009592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Hard Drinks</td>\n",
       "      <td>2139.221622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Health and Hygiene</td>\n",
       "      <td>2010.000265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Household</td>\n",
       "      <td>2258.784300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Meat</td>\n",
       "      <td>2158.977911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Others</td>\n",
       "      <td>1926.139702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Seafood</td>\n",
       "      <td>2326.065928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Snack Foods</td>\n",
       "      <td>2277.321739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Soft Drinks</td>\n",
       "      <td>2006.511735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Starchy Foods</td>\n",
       "      <td>2374.332773</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Item_Type  Item_Outlet_Sales\n",
       "0            Baking Goods        1952.971207\n",
       "1                  Breads        2204.132226\n",
       "2               Breakfast        2111.808651\n",
       "3                  Canned        2225.194904\n",
       "4                   Dairy        2232.542597\n",
       "5            Frozen Foods        2132.867744\n",
       "6   Fruits and Vegetables        2289.009592\n",
       "7             Hard Drinks        2139.221622\n",
       "8      Health and Hygiene        2010.000265\n",
       "9               Household        2258.784300\n",
       "10                   Meat        2158.977911\n",
       "11                 Others        1926.139702\n",
       "12                Seafood        2326.065928\n",
       "13            Snack Foods        2277.321739\n",
       "14            Soft Drinks        2006.511735\n",
       "15          Starchy Foods        2374.332773"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['Item_Type','Item_Outlet_Sales']].groupby(['Item_Type'],as_index = False).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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",
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       "    }\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>Item_Identifier</th>\n",
       "      <th>Item_Weight</th>\n",
       "      <th>Item_Fat_Content</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_Type</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Identifier</th>\n",
       "      <th>Outlet_Establishment_Year</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Outlet_Location_Type</th>\n",
       "      <th>Outlet_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FDA15</td>\n",
       "      <td>9.30</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.016047</td>\n",
       "      <td>Dairy</td>\n",
       "      <td>249.8092</td>\n",
       "      <td>OUT049</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>3735.1380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DRC01</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.019278</td>\n",
       "      <td>Soft Drinks</td>\n",
       "      <td>48.2692</td>\n",
       "      <td>OUT018</td>\n",
       "      <td>2009</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type2</td>\n",
       "      <td>443.4228</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Item_Identifier  Item_Weight Item_Fat_Content  Item_Visibility    Item_Type  \\\n",
       "0           FDA15         9.30          Low Fat         0.016047        Dairy   \n",
       "1           DRC01         5.92          Regular         0.019278  Soft Drinks   \n",
       "\n",
       "   Item_MRP Outlet_Identifier  Outlet_Establishment_Year Outlet_Size  \\\n",
       "0  249.8092            OUT049                       1999      Medium   \n",
       "1   48.2692            OUT018                       2009      Medium   \n",
       "\n",
       "  Outlet_Location_Type        Outlet_Type  Item_Outlet_Sales  \n",
       "0               Tier 1  Supermarket Type1          3735.1380  \n",
       "1               Tier 3  Supermarket Type2           443.4228  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>High</td>\n",
       "      <td>2298.995256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Medium</td>\n",
       "      <td>2681.603542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Small</td>\n",
       "      <td>1912.149161</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Outlet_Size  Item_Outlet_Sales\n",
       "0        High        2298.995256\n",
       "1      Medium        2681.603542\n",
       "2       Small        1912.149161"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['Outlet_Size','Item_Outlet_Sales']].groupby(['Outlet_Size'],as_index = False).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1999, 2009, 1998, 1987, 1985, 2002, 2007, 1997, 2004], dtype=int64)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Outlet_Establishment_Year'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Outlet_Establishment_Year</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1985</td>\n",
       "      <td>2483.677474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1987</td>\n",
       "      <td>2298.995256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1997</td>\n",
       "      <td>2277.844267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1998</td>\n",
       "      <td>339.351662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1999</td>\n",
       "      <td>2348.354635</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2002</td>\n",
       "      <td>2192.384798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2004</td>\n",
       "      <td>2438.841866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2007</td>\n",
       "      <td>2340.675263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2009</td>\n",
       "      <td>1995.498739</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Outlet_Establishment_Year  Item_Outlet_Sales\n",
       "0                       1985        2483.677474\n",
       "1                       1987        2298.995256\n",
       "2                       1997        2277.844267\n",
       "3                       1998         339.351662\n",
       "4                       1999        2348.354635\n",
       "5                       2002        2192.384798\n",
       "6                       2004        2438.841866\n",
       "7                       2007        2340.675263\n",
       "8                       2009        1995.498739"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['Outlet_Establishment_Year','Item_Outlet_Sales']].groupby(['Outlet_Establishment_Year'],as_index = False).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "#sns.barplot(y='Outlet_Establishment_Year',x='Item_Outlet_Sales',data=df)"
   ]
  },
  {
   "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>Outlet_Location_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Tier 1</td>\n",
       "      <td>1876.909159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Tier 2</td>\n",
       "      <td>2323.990559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Tier 3</td>\n",
       "      <td>2279.627651</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Outlet_Location_Type  Item_Outlet_Sales\n",
       "0               Tier 1        1876.909159\n",
       "1               Tier 2        2323.990559\n",
       "2               Tier 3        2279.627651"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['Outlet_Location_Type','Item_Outlet_Sales']].groupby(['Outlet_Location_Type'],as_index = False).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Outlet_Location_Type', ylabel='Item_Outlet_Sales'>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "sns.barplot(x='Outlet_Location_Type',y='Item_Outlet_Sales',data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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>Outlet_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>339.828500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>2316.181148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Supermarket Type2</td>\n",
       "      <td>1995.498739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Supermarket Type3</td>\n",
       "      <td>3694.038558</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Outlet_Type  Item_Outlet_Sales\n",
       "0      Grocery Store         339.828500\n",
       "1  Supermarket Type1        2316.181148\n",
       "2  Supermarket Type2        1995.498739\n",
       "3  Supermarket Type3        3694.038558"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['Outlet_Type','Item_Outlet_Sales']].groupby(['Outlet_Type'],as_index = False).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Outlet_Type', ylabel='Item_Outlet_Sales'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "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": [
    "sns.barplot(x='Outlet_Type',y='Item_Outlet_Sales',data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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>Item_Identifier</th>\n",
       "      <th>Item_Weight</th>\n",
       "      <th>Item_Fat_Content</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_Type</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Identifier</th>\n",
       "      <th>Outlet_Establishment_Year</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Outlet_Location_Type</th>\n",
       "      <th>Outlet_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FDA15</td>\n",
       "      <td>9.30</td>\n",
       "      <td>Low Fat</td>\n",
       "      <td>0.016047</td>\n",
       "      <td>Dairy</td>\n",
       "      <td>249.8092</td>\n",
       "      <td>OUT049</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>3735.1380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DRC01</td>\n",
       "      <td>5.92</td>\n",
       "      <td>Regular</td>\n",
       "      <td>0.019278</td>\n",
       "      <td>Soft Drinks</td>\n",
       "      <td>48.2692</td>\n",
       "      <td>OUT018</td>\n",
       "      <td>2009</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type2</td>\n",
       "      <td>443.4228</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Item_Identifier  Item_Weight Item_Fat_Content  Item_Visibility    Item_Type  \\\n",
       "0           FDA15         9.30          Low Fat         0.016047        Dairy   \n",
       "1           DRC01         5.92          Regular         0.019278  Soft Drinks   \n",
       "\n",
       "   Item_MRP Outlet_Identifier  Outlet_Establishment_Year Outlet_Size  \\\n",
       "0  249.8092            OUT049                       1999      Medium   \n",
       "1   48.2692            OUT018                       2009      Medium   \n",
       "\n",
       "  Outlet_Location_Type        Outlet_Type  Item_Outlet_Sales  \n",
       "0               Tier 1  Supermarket Type1          3735.1380  \n",
       "1               Tier 3  Supermarket Type2           443.4228  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Wrangling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=df.drop(['Item_Identifier','Item_Fat_Content','Item_Type','Outlet_Identifier'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "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>Item_Weight</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Establishment_Year</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Outlet_Location_Type</th>\n",
       "      <th>Outlet_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9.30</td>\n",
       "      <td>0.016047</td>\n",
       "      <td>249.8092</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>3735.1380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5.92</td>\n",
       "      <td>0.019278</td>\n",
       "      <td>48.2692</td>\n",
       "      <td>2009</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type2</td>\n",
       "      <td>443.4228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>17.50</td>\n",
       "      <td>0.016760</td>\n",
       "      <td>141.6180</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>2097.2700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19.20</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>182.0950</td>\n",
       "      <td>1998</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>732.3800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8.93</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53.8614</td>\n",
       "      <td>1987</td>\n",
       "      <td>High</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>994.7052</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Item_Weight  Item_Visibility  Item_MRP  Outlet_Establishment_Year  \\\n",
       "0         9.30         0.016047  249.8092                       1999   \n",
       "1         5.92         0.019278   48.2692                       2009   \n",
       "2        17.50         0.016760  141.6180                       1999   \n",
       "3        19.20         0.000000  182.0950                       1998   \n",
       "4         8.93         0.000000   53.8614                       1987   \n",
       "\n",
       "  Outlet_Size Outlet_Location_Type        Outlet_Type  Item_Outlet_Sales  \n",
       "0      Medium               Tier 1  Supermarket Type1          3735.1380  \n",
       "1      Medium               Tier 3  Supermarket Type2           443.4228  \n",
       "2      Medium               Tier 1  Supermarket Type1          2097.2700  \n",
       "3         NaN               Tier 3      Grocery Store           732.3800  \n",
       "4        High               Tier 3  Supermarket Type1           994.7052  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "#data=pd.get_dummies(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "#data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>Item_Weight</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Establishment_Year</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Outlet_Location_Type</th>\n",
       "      <th>Outlet_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9.30</td>\n",
       "      <td>0.016047</td>\n",
       "      <td>249.8092</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>3735.1380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5.92</td>\n",
       "      <td>0.019278</td>\n",
       "      <td>48.2692</td>\n",
       "      <td>2009</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type2</td>\n",
       "      <td>443.4228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>17.50</td>\n",
       "      <td>0.016760</td>\n",
       "      <td>141.6180</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>2097.2700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19.20</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>182.0950</td>\n",
       "      <td>1998</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>732.3800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8.93</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53.8614</td>\n",
       "      <td>1987</td>\n",
       "      <td>High</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>994.7052</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Item_Weight  Item_Visibility  Item_MRP  Outlet_Establishment_Year  \\\n",
       "0         9.30         0.016047  249.8092                       1999   \n",
       "1         5.92         0.019278   48.2692                       2009   \n",
       "2        17.50         0.016760  141.6180                       1999   \n",
       "3        19.20         0.000000  182.0950                       1998   \n",
       "4         8.93         0.000000   53.8614                       1987   \n",
       "\n",
       "  Outlet_Size Outlet_Location_Type        Outlet_Type  Item_Outlet_Sales  \n",
       "0      Medium               Tier 1  Supermarket Type1          3735.1380  \n",
       "1      Medium               Tier 3  Supermarket Type2           443.4228  \n",
       "2      Medium               Tier 1  Supermarket Type1          2097.2700  \n",
       "3         NaN               Tier 3      Grocery Store           732.3800  \n",
       "4        High               Tier 3  Supermarket Type1           994.7052  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Item_Weight                  1463\n",
       "Item_Visibility                 0\n",
       "Item_MRP                        0\n",
       "Outlet_Establishment_Year       0\n",
       "Outlet_Size                  2410\n",
       "Outlet_Location_Type            0\n",
       "Outlet_Type                     0\n",
       "Item_Outlet_Sales               0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Item_Weight']=df.Item_Weight.fillna(df['Item_Weight'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Medium', nan, 'High', 'Small'], dtype=object)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Outlet_Size.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Outlet_Size']=df.Outlet_Size.fillna(df['Outlet_Size'].mode()[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Medium', 'High', 'Small'], dtype=object)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.Outlet_Size.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Item_Weight</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Establishment_Year</th>\n",
       "      <th>Outlet_Size</th>\n",
       "      <th>Outlet_Location_Type</th>\n",
       "      <th>Outlet_Type</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9.30</td>\n",
       "      <td>0.016047</td>\n",
       "      <td>249.8092</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>3735.1380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5.92</td>\n",
       "      <td>0.019278</td>\n",
       "      <td>48.2692</td>\n",
       "      <td>2009</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type2</td>\n",
       "      <td>443.4228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>17.50</td>\n",
       "      <td>0.016760</td>\n",
       "      <td>141.6180</td>\n",
       "      <td>1999</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 1</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>2097.2700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19.20</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>182.0950</td>\n",
       "      <td>1998</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>732.3800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8.93</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53.8614</td>\n",
       "      <td>1987</td>\n",
       "      <td>High</td>\n",
       "      <td>Tier 3</td>\n",
       "      <td>Supermarket Type1</td>\n",
       "      <td>994.7052</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Item_Weight  Item_Visibility  Item_MRP  Outlet_Establishment_Year  \\\n",
       "0         9.30         0.016047  249.8092                       1999   \n",
       "1         5.92         0.019278   48.2692                       2009   \n",
       "2        17.50         0.016760  141.6180                       1999   \n",
       "3        19.20         0.000000  182.0950                       1998   \n",
       "4         8.93         0.000000   53.8614                       1987   \n",
       "\n",
       "  Outlet_Size Outlet_Location_Type        Outlet_Type  Item_Outlet_Sales  \n",
       "0      Medium               Tier 1  Supermarket Type1          3735.1380  \n",
       "1      Medium               Tier 3  Supermarket Type2           443.4228  \n",
       "2      Medium               Tier 1  Supermarket Type1          2097.2700  \n",
       "3      Medium               Tier 3      Grocery Store           732.3800  \n",
       "4        High               Tier 3  Supermarket Type1           994.7052  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('Bigmart.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.get_dummies(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Item_Weight', 'Item_Visibility', 'Item_MRP',\n",
       "       'Outlet_Establishment_Year', 'Item_Outlet_Sales', 'Outlet_Size_High',\n",
       "       'Outlet_Size_Medium', 'Outlet_Size_Small',\n",
       "       'Outlet_Location_Type_Tier 1', 'Outlet_Location_Type_Tier 2',\n",
       "       'Outlet_Location_Type_Tier 3', 'Outlet_Type_Grocery Store',\n",
       "       'Outlet_Type_Supermarket Type1', 'Outlet_Type_Supermarket Type2',\n",
       "       'Outlet_Type_Supermarket Type3'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "a=data.drop(['Outlet_Size_High','Outlet_Location_Type_Tier 1','Outlet_Type_Grocery Store'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Item_Weight</th>\n",
       "      <th>Item_Visibility</th>\n",
       "      <th>Item_MRP</th>\n",
       "      <th>Outlet_Establishment_Year</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "      <th>Outlet_Size_Medium</th>\n",
       "      <th>Outlet_Size_Small</th>\n",
       "      <th>Outlet_Location_Type_Tier 2</th>\n",
       "      <th>Outlet_Location_Type_Tier 3</th>\n",
       "      <th>Outlet_Type_Supermarket Type1</th>\n",
       "      <th>Outlet_Type_Supermarket Type2</th>\n",
       "      <th>Outlet_Type_Supermarket Type3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9.30</td>\n",
       "      <td>0.016047</td>\n",
       "      <td>249.8092</td>\n",
       "      <td>1999</td>\n",
       "      <td>3735.1380</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5.92</td>\n",
       "      <td>0.019278</td>\n",
       "      <td>48.2692</td>\n",
       "      <td>2009</td>\n",
       "      <td>443.4228</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>17.50</td>\n",
       "      <td>0.016760</td>\n",
       "      <td>141.6180</td>\n",
       "      <td>1999</td>\n",
       "      <td>2097.2700</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19.20</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>182.0950</td>\n",
       "      <td>1998</td>\n",
       "      <td>732.3800</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8.93</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>53.8614</td>\n",
       "      <td>1987</td>\n",
       "      <td>994.7052</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Item_Weight  Item_Visibility  Item_MRP  Outlet_Establishment_Year  \\\n",
       "0         9.30         0.016047  249.8092                       1999   \n",
       "1         5.92         0.019278   48.2692                       2009   \n",
       "2        17.50         0.016760  141.6180                       1999   \n",
       "3        19.20         0.000000  182.0950                       1998   \n",
       "4         8.93         0.000000   53.8614                       1987   \n",
       "\n",
       "   Item_Outlet_Sales  Outlet_Size_Medium  Outlet_Size_Small  \\\n",
       "0          3735.1380                   1                  0   \n",
       "1           443.4228                   1                  0   \n",
       "2          2097.2700                   1                  0   \n",
       "3           732.3800                   1                  0   \n",
       "4           994.7052                   0                  0   \n",
       "\n",
       "   Outlet_Location_Type_Tier 2  Outlet_Location_Type_Tier 3  \\\n",
       "0                            0                            0   \n",
       "1                            0                            1   \n",
       "2                            0                            0   \n",
       "3                            0                            1   \n",
       "4                            0                            1   \n",
       "\n",
       "   Outlet_Type_Supermarket Type1  Outlet_Type_Supermarket Type2  \\\n",
       "0                              1                              0   \n",
       "1                              0                              1   \n",
       "2                              1                              0   \n",
       "3                              0                              0   \n",
       "4                              1                              0   \n",
       "\n",
       "   Outlet_Type_Supermarket Type3  \n",
       "0                              0  \n",
       "1                              0  \n",
       "2                              0  \n",
       "3                              0  \n",
       "4                              0  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = a.drop('Item_Outlet_Sales',1)\n",
    "y = a.Item_Outlet_Sales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv(r'C:\\Users\\Mahaveer\\Downloads\\train_mart.csv')\n",
    "tdf=pd.read_csv(r'C:\\Users\\Mahaveer\\Downloads\\test_mart.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Item_Fat_Content']=df.Item_Fat_Content.replace({'low fat':'Low Fat','LF':'Low Fat','reg':'Regular'})\n",
    "\n",
    "df=df.drop(['Item_Identifier','Item_Fat_Content','Item_Type','Outlet_Identifier','Outlet_Location_Type'],axis=1)\n",
    "df['Item_Weight']=df.Item_Weight.fillna(df['Item_Weight'].mean())\n",
    "df['Outlet_Size']=df.Outlet_Size.fillna(df['Outlet_Size'].mode()[0])\n",
    "df['Outlet_Size'] = df['Outlet_Size'].map({'High':3,'Medium':2,'Low':1})\n",
    "data=pd.get_dummies(df)\n",
    "#data=data1.drop('Outlet_Type_Grocery Store',1)\n",
    "data['Outlet_Size']=data.Outlet_Size.fillna(data['Outlet_Size'].mode()[0])\n",
    "m=tdf['Item_Identifier'].values\n",
    "n=tdf['Outlet_Identifier'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "tdf['Item_Fat_Content']=tdf.Item_Fat_Content.replace({'low fat':'Low Fat','LF':'Low Fat','reg':'Regular'})\n",
    "tdf=tdf.drop(['Item_Identifier','Item_Fat_Content','Item_Type','Outlet_Identifier','Outlet_Location_Type'],axis=1)\n",
    "tdf['Item_Weight']=tdf.Item_Weight.fillna(df['Item_Weight'].mean())\n",
    "tdf['Outlet_Size']=tdf.Outlet_Size.fillna(df['Outlet_Size'].mode()[0])\n",
    "tdf['Outlet_Size'] = tdf['Outlet_Size'].map({'High':3,'Medium':2,'Low':1})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "data2=pd.get_dummies(tdf)\n",
    "test=data2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "test['Outlet_Size']=test.Outlet_Size.fillna(test['Outlet_Size'].mode()[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "test.loc[test['Item_Visibility']==0,['Item_Visibility']]=test.Item_Visibility.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training Model Using Scikit-Learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train=data.drop('Item_Outlet_Sales',1)\n",
    "X_test= test\n",
    "y_train=data.Item_Outlet_Sales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler=StandardScaler()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_scaled=scaler.fit_transform(X_train)\n",
    "X_test_scaled=scaler.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "rg=LinearRegression().fit(X_train_scaled,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "rg_pred=rg.predict(X_test_scaled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "submit=pd.DataFrame({'Item_Identifier':m,'Outlet_Identifier':n,'Item_Outlet_Sales':rg_pred})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "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>Item_Identifier</th>\n",
       "      <th>Outlet_Identifier</th>\n",
       "      <th>Item_Outlet_Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FDW58</td>\n",
       "      <td>OUT049</td>\n",
       "      <td>1797.616535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>FDW14</td>\n",
       "      <td>OUT017</td>\n",
       "      <td>1513.287456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NCN55</td>\n",
       "      <td>OUT010</td>\n",
       "      <td>1947.594835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FDQ58</td>\n",
       "      <td>OUT017</td>\n",
       "      <td>2573.602549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>FDY38</td>\n",
       "      <td>OUT027</td>\n",
       "      <td>5148.303598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5676</th>\n",
       "      <td>FDB58</td>\n",
       "      <td>OUT046</td>\n",
       "      <td>2313.856453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5677</th>\n",
       "      <td>FDD47</td>\n",
       "      <td>OUT018</td>\n",
       "      <td>2405.139109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5678</th>\n",
       "      <td>NCO17</td>\n",
       "      <td>OUT045</td>\n",
       "      <td>1969.947983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5679</th>\n",
       "      <td>FDJ26</td>\n",
       "      <td>OUT017</td>\n",
       "      <td>3483.377022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5680</th>\n",
       "      <td>FDU37</td>\n",
       "      <td>OUT045</td>\n",
       "      <td>1356.122387</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5681 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Item_Identifier Outlet_Identifier  Item_Outlet_Sales\n",
       "0              FDW58            OUT049        1797.616535\n",
       "1              FDW14            OUT017        1513.287456\n",
       "2              NCN55            OUT010        1947.594835\n",
       "3              FDQ58            OUT017        2573.602549\n",
       "4              FDY38            OUT027        5148.303598\n",
       "...              ...               ...                ...\n",
       "5676           FDB58            OUT046        2313.856453\n",
       "5677           FDD47            OUT018        2405.139109\n",
       "5678           NCO17            OUT045        1969.947983\n",
       "5679           FDJ26            OUT017        3483.377022\n",
       "5680           FDU37            OUT045        1356.122387\n",
       "\n",
       "[5681 rows x 3 columns]"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "submit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "submit.loc[submit['Item_Outlet_Sales']<0,['Item_Outlet_Sales']]=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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