Customer Purchasing Behavior Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Customer Purchasing Behavior Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import re\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Importing Data For Processing and Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "trans = pd.read_csv('QVI_transaction_data.csv')\n",
    "cust = pd.read_csv('QVI_purchase_behaviour.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our data is divided in two datasets, Transactions Dataset and Customer Dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Merging Datasets Together."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.merge(trans, cust, on='LYLTY_CARD_NBR', how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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>DATE</th>\n",
       "      <th>STORE_NBR</th>\n",
       "      <th>LYLTY_CARD_NBR</th>\n",
       "      <th>TXN_ID</th>\n",
       "      <th>PROD_NBR</th>\n",
       "      <th>PROD_NAME</th>\n",
       "      <th>PROD_QTY</th>\n",
       "      <th>TOT_SALES</th>\n",
       "      <th>LIFESTAGE</th>\n",
       "      <th>PREMIUM_CUSTOMER</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>43390</td>\n",
       "      <td>1</td>\n",
       "      <td>1000</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>Natural Chip        Compny SeaSalt175g</td>\n",
       "      <td>2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>YOUNG SINGLES/COUPLES</td>\n",
       "      <td>Premium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>43599</td>\n",
       "      <td>1</td>\n",
       "      <td>1307</td>\n",
       "      <td>348</td>\n",
       "      <td>66</td>\n",
       "      <td>CCs Nacho Cheese    175g</td>\n",
       "      <td>3</td>\n",
       "      <td>6.3</td>\n",
       "      <td>MIDAGE SINGLES/COUPLES</td>\n",
       "      <td>Budget</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>43605</td>\n",
       "      <td>1</td>\n",
       "      <td>1343</td>\n",
       "      <td>383</td>\n",
       "      <td>61</td>\n",
       "      <td>Smiths Crinkle Cut  Chips Chicken 170g</td>\n",
       "      <td>2</td>\n",
       "      <td>2.9</td>\n",
       "      <td>MIDAGE SINGLES/COUPLES</td>\n",
       "      <td>Budget</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>43329</td>\n",
       "      <td>2</td>\n",
       "      <td>2373</td>\n",
       "      <td>974</td>\n",
       "      <td>69</td>\n",
       "      <td>Smiths Chip Thinly  S/Cream&amp;Onion 175g</td>\n",
       "      <td>5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>MIDAGE SINGLES/COUPLES</td>\n",
       "      <td>Budget</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>43330</td>\n",
       "      <td>2</td>\n",
       "      <td>2426</td>\n",
       "      <td>1038</td>\n",
       "      <td>108</td>\n",
       "      <td>Kettle Tortilla ChpsHny&amp;Jlpno Chili 150g</td>\n",
       "      <td>3</td>\n",
       "      <td>13.8</td>\n",
       "      <td>MIDAGE SINGLES/COUPLES</td>\n",
       "      <td>Budget</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    DATE  STORE_NBR  LYLTY_CARD_NBR  TXN_ID  PROD_NBR  \\\n",
       "0  43390          1            1000       1         5   \n",
       "1  43599          1            1307     348        66   \n",
       "2  43605          1            1343     383        61   \n",
       "3  43329          2            2373     974        69   \n",
       "4  43330          2            2426    1038       108   \n",
       "\n",
       "                                  PROD_NAME  PROD_QTY  TOT_SALES  \\\n",
       "0    Natural Chip        Compny SeaSalt175g         2        6.0   \n",
       "1                  CCs Nacho Cheese    175g         3        6.3   \n",
       "2    Smiths Crinkle Cut  Chips Chicken 170g         2        2.9   \n",
       "3    Smiths Chip Thinly  S/Cream&Onion 175g         5       15.0   \n",
       "4  Kettle Tortilla ChpsHny&Jlpno Chili 150g         3       13.8   \n",
       "\n",
       "                LIFESTAGE PREMIUM_CUSTOMER  \n",
       "0   YOUNG SINGLES/COUPLES          Premium  \n",
       "1  MIDAGE SINGLES/COUPLES           Budget  \n",
       "2  MIDAGE SINGLES/COUPLES           Budget  \n",
       "3  MIDAGE SINGLES/COUPLES           Budget  \n",
       "4  MIDAGE SINGLES/COUPLES           Budget  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['DATE'] = pd.to_datetime((df['DATE'] - 25569) * 86400.0, unit='s')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2018, 2019], dtype=int64)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.DATE.dt.year.unique() # We have two Years of Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>STORE_NBR</th>\n",
       "      <th>LYLTY_CARD_NBR</th>\n",
       "      <th>TXN_ID</th>\n",
       "      <th>PROD_NBR</th>\n",
       "      <th>PROD_QTY</th>\n",
       "      <th>TOT_SALES</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>264836.00000</td>\n",
       "      <td>2.648360e+05</td>\n",
       "      <td>2.648360e+05</td>\n",
       "      <td>264836.000000</td>\n",
       "      <td>264836.000000</td>\n",
       "      <td>264836.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>135.08011</td>\n",
       "      <td>1.355495e+05</td>\n",
       "      <td>1.351583e+05</td>\n",
       "      <td>56.583157</td>\n",
       "      <td>1.907309</td>\n",
       "      <td>7.304200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>76.78418</td>\n",
       "      <td>8.057998e+04</td>\n",
       "      <td>7.813303e+04</td>\n",
       "      <td>32.826638</td>\n",
       "      <td>0.643654</td>\n",
       "      <td>3.083226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000000e+03</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>70.00000</td>\n",
       "      <td>7.002100e+04</td>\n",
       "      <td>6.760150e+04</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>5.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>130.00000</td>\n",
       "      <td>1.303575e+05</td>\n",
       "      <td>1.351375e+05</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>7.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>203.00000</td>\n",
       "      <td>2.030942e+05</td>\n",
       "      <td>2.027012e+05</td>\n",
       "      <td>85.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>9.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>272.00000</td>\n",
       "      <td>2.373711e+06</td>\n",
       "      <td>2.415841e+06</td>\n",
       "      <td>114.000000</td>\n",
       "      <td>200.000000</td>\n",
       "      <td>650.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          STORE_NBR  LYLTY_CARD_NBR        TXN_ID       PROD_NBR  \\\n",
       "count  264836.00000    2.648360e+05  2.648360e+05  264836.000000   \n",
       "mean      135.08011    1.355495e+05  1.351583e+05      56.583157   \n",
       "std        76.78418    8.057998e+04  7.813303e+04      32.826638   \n",
       "min         1.00000    1.000000e+03  1.000000e+00       1.000000   \n",
       "25%        70.00000    7.002100e+04  6.760150e+04      28.000000   \n",
       "50%       130.00000    1.303575e+05  1.351375e+05      56.000000   \n",
       "75%       203.00000    2.030942e+05  2.027012e+05      85.000000   \n",
       "max       272.00000    2.373711e+06  2.415841e+06     114.000000   \n",
       "\n",
       "            PROD_QTY      TOT_SALES  \n",
       "count  264836.000000  264836.000000  \n",
       "mean        1.907309       7.304200  \n",
       "std         0.643654       3.083226  \n",
       "min         1.000000       1.500000  \n",
       "25%         2.000000       5.400000  \n",
       "50%         2.000000       7.400000  \n",
       "75%         2.000000       9.200000  \n",
       "max       200.000000     650.000000  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Removing Outlier in Total Sales Column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "upper = df['TOT_SALES'].quantile(0.25) + 1.5*df['TOT_SALES'].quantile(0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(264836, 10)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df[-(df['TOT_SALES'] >= upper)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\memon\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\seaborn\\distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='TOT_SALES', ylabel='Density'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9t9jO0R6p0tBTGeso5rLBkDOc1FsiUCxuswsDTmigUAvXbEUBb8JKYK8AvpR3fBz4rEdtUg3E+bDNDxQdTcGqJLMTuWS2N+sozo7H8fuEruZQ0XO6W0L4faI9CrWglQwUxpiHgIdE5FeNMd+tUZtUA8mv8+RobwoST2VJpDMlNx2azbkeRfGhJ79PCPplTsnss2MJelpD+HxS9ByfT2ir0iwupRrVbENPHzHG/CuwRkQ+Pf1+Y8yXClymFpDBiUJDT9bbajyeJtxaQaBwsTIbrF7FXKav9k8kckNLpbSGA0xUIeeiVKOabejJmTeoU2BVQbkeRdvU6bEAo7HUlABSLjfJbOt+f25xXjnOjiXo63AZKBIaKNTCNdvQ01fs3/+zNs1RjWZgIkE44KMldO5bf3vEChSVJrQTqQwiEJplQ6JI0De3ZPZEgstXdMx6ngYKtdC5XXD3BRFpF5GgiPxYRPpF5CNeN07Vv8EJa7GdyLlx/vYm6/tHpVNk4+msvQ938RwCONuhlpfMzmQNgxOJkjOeHC3hAFENFGoBc7uO4kZjzBjwAaxaTxcAf+hVo1Tj6J9ITBl2AmvWE1Teo5ht0yJHJOgvex3FYDRB1pReQ+FojQQY10ChFjC3gcIZono/8G1jzKhH7VENZmAiSU/L1OmluaGnCmcKzbYNqiMS9Jc99ORMd3XTo2gNaY9CLWxuA8UPReR14GrgxyLSC2hNA8XgtPIdcC6ZPRarcOgplaU55LZHUd7Qk7OArtfNrKeIznpSC5vbMuP3AG8DNhljUkAUuNXLhqn6l80aqyBg29QeRTjgI+T3VVzvKeZ26CngI1Hm9Nj+sdnLdzhawgGiyQzZrCnrOZQ6X8w2PTbfxVjrKfKv+VqV26MayEgsRSZr6G6Z+mErIna9pwoDRTJDk4seRVPIX/aCO6fIn5uhp7aw9ZaPJtO0RXT7FbXwuAoUIvIwsB7YCTj/Ig0aKBa0wQJrKBzVKDUeS2VytZxKiQTKX3DXP57I7co3m1Z7AeFEQgOFWpjc9ig2ARuNMdr3Vjn9Bcp3ONojwYqnx8aSGTpL1GFyzGUdRb/LqbFgDT0BmtBWC5bbZPYuoK/cBxeRm0Vkr4jsF5F7Ctx/vYi8JCJpEblt2n0ZEdlp/2wp97mV9wYKlO9wVKNHEU+5G3qKhMpPZg+MJ12vGneGnsY1oa0WKLc9ih5gj4i8AOTKaBpjbil2gYj4gfuB9wDHge0issUYsyfvtKNY1Wn/R4GHiBljrnDZPjUPckNPhQJFJMDxocmKHt8aepr9u0wk4CeZzpLNmpIF/vINRBNc0tfu6txzPQrdDlUtTG4Dxefm8Nibgf3GmIMAIvII1kypXKAwxhy27yu/RrSadwMTCfw+YVHTzHH79iqUGnedo8jbvKg55O4tPTiRnLLZUimtYSdHoRVk1cLkdnrsM1grsoP27e3AS7Ncthw4lvf3cfuYWxER2SEiW0Xkg4VOEJG77XN29Pf3l/HQqhoGxpN0tRQu021tXpSmkrRWLJkh4mbWk93rcFvGI5nOMhpLzZitVcy5QKE9CrUwua319LvAd4Cv2IeWA//uUZscq+39uD8M/G8RWT/9BGPMA8aYTcaYTb29vR43R003GJ252M7R0RQkmcmSKDN34MhmDYl0trwehcuZT8OTVm7FdY/CmfWke1KoBcptMvsTwNuBMQBjzD5g8SzXnABW5v29wj7mijHmhP37IPAT4Eq316ra6J9IFpzxBHmFAeeY0HZqN7kJFE7C2+1aikKbLZXSErYeXyvIqoXKbaBIGGOSzh/2orvZxhS2AxtEZK2IhIDbAVezl0SkU0TC9u0erCC1p/RVqtYGxov3KCqt9+RMd3Uz68nZRc9tj6LQZkuzPX7I79OhJ7VguQ0Uz4jIZ4EmEXkP8G3gB6UuMMakgU8CjwOvAd8yxuwWkftE5BYAEblGRI4DHwK+IiK77csvAXaIyMvA08BfTpstpWrk7FicX/yrn/CXj70+5Ru1McYeeirWozi3edFcxHKbFrkZeiovR+H0KLrL2FSpJezXZLZasNzOeroHuAt4FfhvwKPAP892kTHmUfvc/GP35t3ejjUkNf2654DLXLZNVdnXtx3N3X7l+AgH+6N8+ZkD/OeuU9x9vZUqSqQyxFNZjg3FppzvOGZPjd2y8yR7T0+UfL4PX7tqxrFcj8LN0FOZOQqnR+E2RwFWnkKnx6qFylWgMMZkReTfgX83xuj0ogXkzFgcn8B1G3p55o1+JhJpWsMBzo5b38q7Wgp/2Do9gViZGwo5nB6F2+qx4D5QDEQThPy+3EI6N1pCAV1wpxaskkNPYvmciAwAe4G99u5295a6Tp0/To8l6G4Ns3GptTjtQL/VOzgxEgNgeWdTweuc3EK5NZgc5fQozgUl9z2K7tbQrDvn5WuL6J4UauGaLUfxKaxE8jXGmC5jTBdwLfB2EfmU561T8+7MWJy+9gjLO5uIBH0cOGsFipMjMZqC/oKL7cAq/Q0VBAonR+FqHYUTlNz1XgrtoTGbFt03Wy1gswWK3wTuMMYccg7Y01U/AnzUy4ap+ZdIZRiKJlnSHsEnwrqeVvafncAYw8nRGMs7m4p+Kw/4fQT9Unb5b4cTYNz1KMoLSoNR96uyHa26b7ZawGYbpA0aYwamHzTG9IuI1ls+z52x8xB97dYucBcsbmXPqTHOjic4M5rg7Re0lbze7RalhZLhPz86DMCP9pzh50dHSl7vPMdz+wfwuRhOGpxIsmFx6bZP1xrWfbPVwjVbjyI5x/vUeeDMqLW5T1+HFSg2LG4F4AevnCRjDMsWld5GNBIsf58IRypjLdMJ+mefwR0MWMEh5WIHOmMM/RPFp/UWoz0KtZDN1qN4s4iMFTguwOybDauGdnosTsjvY1Gz1Xnsbg3zlnXdbD04CMDyRYUT2Y6moN913mC6VMa6zk2g8IsgedeUkkhnSaazZecoWiMBJpMZMlmD32WFWqXOFyUDhTFm9gFidd7qH0+wuD08ZTjn5kv72HdmnGgyXXRqrKMp6J9zAjgXKAKzfyiLCMGAj5SLulJOr2AuOQqwynh0FEngK3W+KmfPbLXAjMVTM755hwI+fuvtaxmNpWadXhoJ+hiYmNvQUzKTxSdWb8GNoE9yw1WlTOQCRfmzngAmk9UPFGPxFAf7o1yxclFVH1epanFbwkMtQBOJdK5yar6ulhBre1pmvT4S9M951lMqnSXo97le6xAK+FwNPTmL5nrLDBTOwr/JMrdcdeOrzx7mg/c/yzNv6FpWVZ80UKiCMllDLJnJDbnMRZOdzJ7LnhSpjHGVn3CEAj5XJc2dHkVPW3lDT86GSJMelPE4PBAF4NPf3MnZsXjVH1+pSmmgUAVFE2kMVBQoIkE/WWMNI5UrmckS9LtPGof8PlfPM5FI4xNcb1rkaLF7FNFk9Wc+HR+OsaqrmdFYigefPVz1x1eqUhooVEHON++2AkNPbpW7YjpfKpMtq0cRtvfNns143ErClztzqTkvR1Ftx4cn2bSmkxWdTRwfrmyfcaW8oIFCFeQEiop6FGVuKJQvlckSCpQ39OQmUEwk0mVPjYW8HkWVh56S6Synx+Ks6GxmSXuE06M69KTqjwYKVZCT9K00RwEQn0MCOJmeS45i9ueZiKfobSs/UHjVozg9GidrYEVnE30dEU5rjkLVIQ0UqqBcj6KCoSenBtNcexRl5SjK6FGUO+MJvOtROENNTqA4O5Yg62KFuVK1pOsoVEET8RQhvy+3zehclLuhUD4rULhfrxB2kcw2xjAeT9M/nihYX6qUdNZ67OcPDrradW+6QpszgZXIBljZ2Uxfe4RkJsvQZHJOw2NKeUV7FKqg8SJrKMpR7j4R+VKZLKEyh55SGUO2xFTcRDpLOmvm9N8V8Pnwi7jqtZTj+PAkPrHqaS21a2ppnkLVGw0UqiBnJ7tKlLvzXL5kxhAsM5kNlPwgn6gw7+J2eKscx4djLO1oIuj3scSu0ntG8xSqzmigUAVNxCsPFH6fEAr45jw9ttweBZReszGem/I7txIcXgUKZ5dAp0rvKe1RqDqjgUIVVKx8R7laQn7G46myrjHG2CU83Cezw256FBVO+Q0FfCTmsHiwlOPDk6ywA0VvaxifaI9C1R8NFA3MTW2juchkDZPJDG0V9igAOltCDEXL27okkzUY3JUYd4T81jBXqUDhBKy5BsCQ30fSxRRct9IZew2FXa494PfR2xbWHIWqOxooGtRrp8a4/HNP8KUn9s6pllIp1Zga6+ieFihOjcb44uOv8w8/2Z/bxW66ZBl7UTicoadS9Z6c8h3NLvbhLvYc1Rx6GppMkjVMWdfR19GkaylU3dFA0aAe3nqEWCrD3z61n8//596qPnY1VmU7ulrCRJMZEnZCe8/JMUYmU4zGUjxvb4A0nVMuvJwchauhp3ialnDA1XapxZ6jmoFicMIKoPklz/vatUeh6o+ngUJEbhaRvSKyX0TuKXD/9SLykoikReS2affdKSL77J87vWxno5lMptmy8yS/cuVy3n/ZUh5+/jDpKg5DRasaKKwqrYN2r+LwYJS+jggbl7YzMJEo2BtyVli72bTIEXSRzK50JpfbCrVuOT2t/A2g+tp1dbaqP54FChHxA/cD7wU2AneIyMZppx0FPgZ8fdq1XcCfANcCm4E/EZFOr9raaH74yikmEmnuuHYVN72pj2gyw2unxqv2+E6gaKlioBiKJslkDceGYqzubqGnNUw8lSVaoLxHwp4l1VTGwraw3+lRFM8hjMfTFRU5dFuh1q2BiQTAlP27+zqaGI+ndX9uVVe87FFsBvYbYw4aY5LAI8Ct+ScYYw4bY14Bpv/ruwl40hgzZIwZBp4EbvawrQ3lP3aeYF1vC5tWd3LNGit+vnB4qGqPnwsUoerkKMAKFKdGYyQzWdZ0N+e2Ih20PyzzOQv0ylkB7TZHUUmPotpDT+d6FOeGnhbb+Yqz4zNfF6Xmi5eBYjlwLO/v4/Yxr689ryXTWV48MswNF/YiIiztaGJFZxPbD1UxUCQz+ORcraZKRIJ+mkN+BqPJ3AY9a+weBZwbp88XryBQFPsgN8bYgWLu25g6yexqTR4YnEjiE1iUt7Xq4nY7UOjwk6ojDV3rSUTuBu4GWLWqcC2d882uk6PEU1k2r+nKHdu8potn3ujHGON669BSook0LaFAVR4LrOGn4WiSaMLaC6K9KUgma/DJueGXfM4CvXICRcAn+KR4oIinsmTmWL7DEQr4MUA6a8pa41HMYDRJV0sIX97eGIvbrEV32qNQ9cTLHsUJYGXe3yvsY1W71hjzgDFmkzFmU29v75wb2khesHsOm/ICxTVruxiMJjlof2Ov1GQyQ3N47sUAp+tqCXF8ZJK9p8fZsLgVsFZtdzaHGCiwxsLpUZSToxCRkgvinDUUlawNcTO8VY7BicSMnfZ06EnVIy8DxXZgg4isFZEQcDuwxeW1jwM3ikinncS+0T624G0/NMS6npYpc++vsYPGi4cLr0sol9OjqJaulhDxVJbmsJ/3XLIkd7ynNVw0R+ETyv7Wbi2IK/whXo21IecS5tUJFEN2jyLfouYgIb+Ps+M69KTqh2eBwhiTBj6J9QH/GvAtY8xuEblPRG4BEJFrROQ48CHgKyKy2752CPhTrGCzHbjPPragZbOGHUeGc4HBsa6nhdZwgFdPjFbleaLJdFVmPDmWdjQhwG1XrchtAATQ3RpicCI5Y8w/nsoQCfrLHvoKldgOdbwKU37dFB4sx1A0mUvqO0SE3rYw/WPao1D1w9MchTHmUeDRacfuzbu9HWtYqdC1DwIPetm+RvPG2XFGYymuWTs1UPh8wpuWt/NKtQJFIjPn1cuFXLqsnT+6+WLam6YmkrtbwyQzWcbj6Sn3xVKZsoadHKVmJTmVY6sx9FStMh4DE4ncrLB8vW1hHXpSdUVXZjcQZ2bT5mk9CoDLlnfw2qmxius/pTNZYqlMVXsUPpEZQQKgZ9piPIfToyhXKFB8ncNEIo1fJLeP91w4K8WrURgwmc4yFk9PWZXtWNwW1qEnVVc0UDSQFw4Ps6Q9zMquphn3XbZiEcl0ljfOVLbwbiRmJX2rGSiK6bCDx2hsanXZeCo7px5FyRxFPE1L2D/n8h1Q3aGn4cmZq7Idi9uL9yhGJ1NlV+NVqlIaKBqEMYbth4a4Zk1XwbH7y5d3ALCrwuEnZxFYSxWHnopxehnTP/jiqQzhOazhKFViYzyRmvM+FA439aTcytV5KhQo2iKMTKZypUwco7EU7/+7n/IHj+ys+PmVKocGigZxfDjG6bE4m9fOHHYCWN3dTFskwCvHKwsUzgdYLXoU4YCPkN/H2IweRSU5isL5g2rs2OdmcyS3BqNWj6HY0BNAf16vwhjDZ7//KseHYzx3YLDqGygpVYoGigbhrJ+YPuPJISJctryj4plPzpBINZPZxYgI7U0BRuNT6xrFvMhRxCvfiKmaQ0+FCgI6cquz8wLFs/sH+T+vnGLz2i5iqQyvnhipuA1KuaWBokFsPzxEeyTARUvaip5z9epOdp8cY7jMjYLyOYnlWvQoANojwSk9inQ2Sypj5h4oCpTYyObKd1T23+Tsj1GNBXcDds+tp7Xw0BPA2bwpstsODeL3CX/961cAsPXggp8trmpIA0WDeP7gINes6ZpS7mG6d1+yhEzW8PTes3N+nuFcjqJGgaIpyFhejiKeqxxb/lsz7PeRNVaJjXyxZIasoaLKsWDN3iqVMC/HUDSB3ye0F8ibnBt6OjfzaeexES5c0sbyRU1ctKSNrUX28lDKCxooGsChgShHBie5/sLSZUouW97B4rYwP3rtzJyfayiaJBL04S8RkKqpPRJkPJYma/cC5lIQ0BEsMjRUzY2YqrUnxenRBIvbwgUDf7e9d7Yz9JTNGl4+NsIVKxcBcO26Ll48MuzZVrhKTaeBogE8Y/cQ3nlR6UDh8wnvumQJz+ztnzFjxq3BaLJmvQmA9qYAGWPt0Q1zq/PkCAesa6Z/kI/Hq7e1azjgm/Nrm+/kSIxli2ZOcwarDlZvW5gTwzEADg1GGYunudIJFGu7mUxm2H1yrOJ2KOWGBooG8JM3+lnb08Lq7pZZz71x4xKiyQzP7h+Y03MNR5M1y08AuaEXJ08xl8qxDicBP5mcmhx3HrujwumxTrucYFaJU6MxlnZEit5/2fIOdh4fAWDnUev3m+1AcfFSK091sH+i4nYo5YYGijoXT2V4/sAgN8wy7OR46/pulnVE+LMfvjbjA9ONgYlETdZQOJxFd06eIrdp0Rza4AS46bvDOY9daHV4uSJBX24HvrkyxnByNM7yIj0KgCtXdXKwP8rIZJKXj4/QEvJzgV15d0VnEyJweHCyonYo5ZYGijr33IEBEuksN8wy7OSIBP381a9dwaHBKH/6wz1lP9+ZsXhVPlDdcp5rLGZ9uOdyFIHy35pOgIsmZi5Uawr6c7OWKhEO+IlXOPQ0GE2STGdL9iiuXLUIgJ8fHWH74WEuW9GRyxuFA36WdTRxdLA6ZeWVmo0Gijr3re3H6WoJ8bb13a6veev6bj5+w3q+8cIxvvLMAdfXxVMZhidTNQ0UreEAwrlv/ZXkKHI9iulDT/F0rudSKWvoqbIexckRK/dQLEcB8OYVi/AJPPT8YV47NcZNl/ZNuX91dzNHhrRHoWqjoXe4O9/1jyd4Ys9p3ra+h+++6HbPJ8vyRU1ctryDv3jsdY4MTvImu8RHKc4isPYqJH3d8vuE1nAgl0eIpTII5xa3lSMc8BHwSW6Wk2MslqK9qTr/TZGgr+IcxckRa9prqUDREg5wcV87P9nbT0vIz21XTy2yvLq7hcd3n66oHUq5pT2KOvadF4+TNbBpTWfZ1/pE+NCmFSztiPDorlOkXUyldD6sC83t91L+Woq57kUB1krvlnBgxtDTWCxVtf+mSNDa8yJbwb7ZbnoUAFetXgTAbVevmFGnanV3M0PR5JQ1KEp5RQNFnRqdTPHQc4dZ092cW6lbroDPx81v6mNkMsW2Q7Ov5HU+dNpqOPQEVhkLZ6VyPJWlqYJkekvIPyWZnclaq7KrNZwWCfgwVFbG49RojHDAR2dz6TZdt6GXUMDHR9+2ZsZ9a7qbATiqCW1VAzr0VIeMMfzhd15mMJrgd96xrqLH2rC4jQt6W3l671k2r+0qmdAds9cbVGMaaTmWdkR49cQosWSG/vEEi2b5AC2lJRyYkqMYj6cwVK+XFLZzJ+XumfH1bUdzt58/OERbJMA3XjhW8hpjDJ+5+WK2HRxi27SSHadGrV7Jv207ymUFhhU/fO0q121Tajbao6gz8VSGz37/VZ7Yc4Y/uvliVnY1V/yYN1zU62qB1lgsRcAnROZQPqMSzhDM0aEop0ZjrOqc+3+zNfR0LlDk1lBULUdhB4oKehSjk0lXyXURyQWm6bqa7U2fCuw5rlS1aaCoI8l0lg//01a+8cIxfu+d67nrHWur8rhre1roagmx/XDp4aexuDXjaS75gUo4gWLHkWGyhoqCY0vITzR5LkfhVKat5tATQMJlQnvfmXGeOzAwpVDhaCzFoqaZxQDLEQ76aQ0HchMQlPKSDj3Vkb9/ah8vHR3hb26/gluvWF61x/WJsGl1J0/sOcPARIKeAnsggLWWodaJbLCmyLZHArx2yurxVBQowgGS6SypTJZg3l4X1UxmA65nPv3w1VP0jycYmEjwgcuXYYxVUqSjguE1R1dLaMY2skp5QXsUdWLXiVHu/8kBfvWqFVUNEo6rVnXiE3jxyHDRc6wexfx8d1i2qImsgc7mYEXF+5w6Vc7w01jcGk6r1v4azs57boae+scT9I8n6GuPsPXgEC8cGmLv6TEMlFxs51Z3S0h7FKomNFDUiYeeO0xT0M+9v7TRk8dvbwpyweJWXjk+MmO/BrASp+Px6k0jLdfSDmv4qdKcTEvYXp1tDz9ZayiqN5xWTo9iz0lrE6mPvnU1a7qbeer1szy9t5/O5iAX97VX3Jau1hCjsZRWkVWe00BRB5LpLI/vPs2NG5dUbQVxIZevWMTwZIpjBVb0xlPWhkG1XGyXb9ki6xv2ygoS2TCz3tNoLF3V/6aIU6HWxers3afGWL6oiUXNIW66tI+JRJoTIzHecUFPVcq4d7dYQ4jaq1Be00BRB57dP8BYPM37L1/q6fNsXNpOwCfsLLCvdjUL583F+t5WLlve4WoFeSn5Q0/GGM6Ox4vmZOYi6Bd8MnuPYiyW4vhwjEuXWT2H1d0tXNzXRkvIz9WrC29nW65uextVDRTKa5rMrgM/eOUkbZEA121wV/hvriJBPxcvbefV4yO8/7KlU77VOknf6SuAayUS9HPH5srn/p+r95RhNJZiMplh6SwroMshIq4KA5601zms7TlXGv7Xr1lJIpWdU3mSQro0UKga8bRHISI3i8heEdkvIvcUuD8sIt+0798mImvs42tEJCYiO+2fL3vZzvmUzmR5cs8ZbtzYV7UPkFLevKKDaDLDgWl7GZwZs+oPFdrDuZFEgj58YvUoTo3aNZWqkDie/hyzFQY8tyf2ud5MOOCvao+tOeQnEvQxGNW1FMpbnn0yiYgfuB94L7ARuENEpmdq7wKGjTEXAH8NfD7vvgPGmCvsn4971c759tqpccbjaddlxCt14ZI2IkEfr9ib4jiODcdY1BSctx5FtZyr95Tm5EgMAfqqHij8s66jGJhI0BT0V222VSEiQpfOfFI14OVX2M3AfmPMQWNMEngEuHXaObcCD9m3vwO8S2q92muebTs0CMDmNdUZt55N0O/j0mUd7D45NmW2zPHhSVZ0Vm+IZj4tbgtzcCDKiZEY3a3h3Bap1WINPc3Wo0jQ0xryfPFid0uYwQkNFMpbXgaK5UB+MZvj9rGC5xhj0sAo4Gy8sFZEfi4iz4jIdYWeQETuFpEdIrKjv7+/uq2vkW2Hhljd3Vz1b72lvHnFIhLpLK+fHgdgIpFmeDLFigpnHNWLTWu6GIomeePMeG42VTW5KTU+OJGsahK9mK6WEMOTSTLZuVezVWo29Trr6RSwyhhzJfBp4OsiMmPiuTHmAWPMJmPMpt7e2gzdVFM2a9h+eIhr19amN+FY19tCeyTADrukx4lha7rsiq7zo0dx6bJ2WsIBsgaWdVT/v2m2fbOT6SyjsRQ9bd4Hiu6WEFljlQVRyiteBooTwMq8v1fYxwqeIyIBoAMYNMYkjDGDAMaYF4EDwIUetnVe7Ds7wchkis1r3e9eVw0+Ed66rpt9Zyc4ORLj2LA1ll9qD+dGEvD52LTa2sNjtj0f5mK2ZPaAXaivJj2KVi0OqLznZaDYDmwQkbUiEgJuB7ZMO2cLcKd9+zbgKWOMEZFeOxmOiKwDNgAHPWzrvHjBzk/UukcBsHltN+GAjyf3nOGNM+MsaY9UfSx/Pl13QQ/vungxa3qqP5wWCfhJpDMFV7hDfqDwfgaZs1fJmXENFMo7nq2jMMakReSTwOOAH3jQGLNbRO4DdhhjtgD/AjwsIvuBIaxgAnA9cJ+IpIAs8HFjzOw77zSYrYeGWNoRmZckclPIz7Vru/ivfQMAM/ZkbnTN4QDvumSJJ48dCfrJGkhlDKHAzGS1MzXWWTntpdZwgLZwgDP2VGClvODpgjtjzKPAo9OO3Zt3Ow58qMB13wW+62Xb5psxhhcODfH29d01L+vt+MWLl9DX0cSa7mYWNTf2+olaOlcYMFNw7cvgRIKOpmBN1sWANf339JgGCuWdek1mn/cOD07SP56oeX4iXyjg44qVizRIlKnZLhMymSic0B6YSNBdw4WLfe0RzozFdeaT8owGinni5Cc2z0N+QlXGKTLo1MeabjCarMmwk6OvI0I6a3SFtvKMBop5su3gED2tIdb3tsx+sqorzur18Xh6xn3xVIbJZCZXsK8WlrRbCe3TmqdQHtFAMU+2HRpi89quectPqLlrs3sU4wV6FM6Oc101DBSL28L4BM1TKM9ooJgHx4YmOTESq1nZDlVdQb+PSNDHWIEehVN3qZY5ioDfR09rWHsUyjMaKObBz/ZbU1Lf4XFZceWdtkiwYI9iyF5D0VXjCQLLFjVxciRWdG2HUpXQQDEPnt0/wJL2sOYnGlh7JFAwRzEYTdIaDhAO1nbx4squZsbiaUYmtZSHqj4NFDWWzRqeOzDI2y/o0fxEAyvWoxiMJmuan3CstvcaPzIUrflzq/OfBooae+30GEPRJO+4oGe+m6Iq4PQopg/1DEWTNZ3x5OjriBAO+DgyOHM/dKUqpYGixn5ml8x4uwaKhtYWCZLOGmJ5VWRTmSxjsVSuUF8t+URY2dWsgUJ5QvfMLtPXtx2t7PoXjtLXHuHHr52tUovUfDg3RTadW6k9HE1iYF56FGANPz31+lliydJ7ZShVLu1R1NB4PMXRwUkuXT5jaw3VYJxFd/mrs8+O1668eCGru1swwNEh7VWo6tJAUUN7To1hgEuXdcx3U1SF2vN6FI4TIzF8cm6ldK2t6mrGL8LB/omKH+vIYJSz47ouQ1l06KmGdp8co6c1xJIa7HymvFWojMfJkRhL2iME/fPz/SsU8LG6u5l9Z+ceKEZjKT77vVd5dNcpli9q4v/89+voaApWsZWqEWmPokbG4ykO9k9w6bIOnRZ7HggFfIQDvtzQkzGGEyOxed8lcMPiVk6PxefcG7j/6f08tusUH7l2NadH49zz3Vd0EZ/SQFErWw8OYQxcvapzvpuiqqSjKciQvUnRSCzFZDLjydar5bhgSRtgLeos11A0yb9uPcItb17Gn37wTfzhTRfx2K7TPPW6TrxY6DRQVMgYQzKdJZkuvodyKpNl26FBLu5ro0eHnc4ba3taODQQJZ3JcmI4Bsz/vuNLOyI0h/z89I3yA8WDPztELJXhE79wAQC//Y61LG4L8/DWI9VupmowmqOowOunxnh012kGJhIIcHFfG++8aDEru6bu07zjyDCTyYzWdjrPXLikjW2HhjgyNMlJO5Hd1zE/iWyHT4QLFrfyzBv9ZLIGv8/dMGc8leHhrUe4aWMfG+xeSdDv447Nq/jbp/ZxZDDK6m4tObNQaY9iDowxPLHnNF+zv2nduHEJ123o4cjQJF9+5gCPvnqKhL0Q69jQJI+9eoq1PS2s6W4u9bCqwazrbcEvwhtnxjk0GJ3XRHa+S5d1MBhNsu3goOtrHt99mtFYio+8ZfWU43dsXoVPpOL1Q6qxaY9iDn78+ll+srefTas7ufWK5blvbb9w0WIe23Wan+0f4MUjw6zpaeHQwARtkQB3bF6lSezzTDjgZ3V3M88fGCSdNbzvsqXz3SQALlrSRnPIzw9eOcXbXFYA+NaOY6zobOJt66duzdvXEeE9lyzhWzuO8an3XEikxsUOVX2Y/68/DealI8M89fpZrl7dyQevXD6lax8O+vnglcv5vRvWs6a7mYHxBOt7W/mtt62lNawx+Xy0YUkb6azh4r62GR+y8yUU8PGuS5bwn7tOkc4Uz505jg5O8uz+QX5t00p8BYaqfvOtqxmeTPHoq6e8aK5qAPrpVYYXjwzz/Z0nWNfTwgevWI6vSA9hZVczv/nWNbVtnJoXV61axGgsybsvWVL0/TAfPnD5Un7w8kmePTDIDReWzo199bnD+H3CbVevKHj/29Z3s663hYe3HuFXrip8jjq/aY/CpZMjMf7bwy/S0RTkw5tXuU4SqvNbWyTILW9enqv3VC9uuLCXntYQ//zTgyXPG4om+cYLR7n1imVFp/aKCL9x7Wp+fnSEl4+NeNBaVe/q691dp0ZjKX7noR3EUxnuesdamnUYSdW57710gmvWdPHYrtP8xaOvFZ2x9OSeM8RTGVZ1NpdMWAvQEvLz37/xc+6+fl3BfNuHr11VrearOqM9ilmMxVPc+eAL7Ds7zt9/+Mp5q+OjVLmuXdtNSzjAE3vOkC2wuvrMWJxn9w+wcVk7i2d5X0eCfm66tI8jQ5P8XHsVC46ngUJEbhaRvSKyX0TuKXB/WES+ad+/TUTW5N33Gfv4XhG5yct2FrPrxCi3/N3P2HVilL//8FW886LF89EMpeYkFPDx7ksWc2ggyg9ePjmlFMdkIs2/bj1CKODjly5f5urxrlrdycrOJra8fJI3zox71WxVhzwbQxERP3A/8B7gOLBdRLYYY/bknXYXMGyMuUBEbgc+D/y6iGwEbgcuBZYBPxKRC40xnhbaT2eyDEWT7Dw2wn/sPMlju06xuC3C13/3LWxe2+XlUyvlic1ruhiOJvmvfQOcGYuzcVkHk4k02w4NkUhnuOsd62h3WfTPZ+cqHnr+MF97/jBvXrGIi/ra6GwOEQr4ODQQJegXQgEfIb+PYO5HckNV6UyWZCZLImX9TqazJNIZEuksmawhnTXW74xBxOrJhAM+IkE/kaCPSMCfO1ZohpYbxljPkTEGY8AYcEbSfCKIWENtIkKpZyg2d2H6sFzW3uBqMplhMpm2f2eIJTP4fEx5rUIBIeT3EwxI7lg4YP2ez7yol4Ptm4H9xpiDACLyCHArkB8obgU+Z9/+DvD3Yr3KtwKPGGMSwCER2W8/3vPVbuTARIJf/odnGYmmGE+cqwTaFg5w9/Xrufv6dfOyB7JS1SAi3HRpH22RIM8fHMxNcb1gcSvvfVMfSzvKKznS3hTkd69bx+O7T/Py8ZEpw1B/8+N9Ra8L+oVM1pCtYn1Bv0/wi1i/836MsZ4naweDrDFks+RuN2qNQ59gB5NzgTjgF3wiXLqsnX/8yNWePbeXgWI5cCzv7+PAtcXOMcakRWQU6LaPb5127fLpTyAidwN3239OiMggUH6RmyI+Y/9UWQ9VbKNH6r2N9d4+qPM2HoGeH9dx+2x1/Rra6qKNPwW+/JsF73LTvtWz3N/Ys56MMQ8ADzh/i8gOY8ymeWzSrLSNlav39kH9t7He2wfaxmqoVvu8TGafAFbm/b3CPlbwHBEJAB3AoMtrlVJK1YCXgWI7sEFE1opICCs5vWXaOVuAO+3btwFPGWtqxhbgdntW1FpgA/CCh21VSilVhGdDT3bO4ZPA44AfeNAYs1tE7gN2GGO2AP8CPGwnq4ewggn2ed/CSnyngU+4nPH0wOynzDttY+XqvX1Q/22s9/aBtrEaqtI+0W0OlVJKlaIrs5VSSpWkgUIppVRJDRkoKikNUqP2rRSRp0Vkj4jsFpHfL3DOO0VkVER22j/31riNh0XkVfu5dxS4X0Tkb+3X8BURuarG7bso77XZKSJjIvIH086p+WsoIg+KyFkR2ZV3rEtEnhSRffbvziLX3mmfs09E7ix0jkft+6KIvG7/f/y+iCwqcm3J94THbfyciJzI+3/5viLXlvy373Ebv5nXvsMisrPItZ6/jsU+Yzx7LxpjGuoHKzF+AFgHhICXgY3Tzvm/gC/bt28HvlnjNi4FrrJvtwFvFGjjO4EfzuPreBjoKXH/+4DHsKoZvAXYNs//z08Dq+f7NQSuB64CduUd+wJwj337HuDzBa7rAg7avzvt2501at+NQMC+/flC7XPznvC4jZ8D/oeL90HJf/tetnHa/X8F3Dtfr2Oxzxiv3ouN2KPIlQYxxiQBpzRIvluBh+zb3wHeJVK7XWWMMaeMMS/Zt8eB1yiwsrzO3Qp8zVi2AotEZL72+nwXcMAYc2Senj/HGPNfWDP08uW/3x4CPljg0puAJ40xQ8aYYeBJ4OZatM8Y84QxxqlPsxVrXdK8KfIauuHm335VlGqj/Vnya8A3vHhuN0p8xnjyXmzEQFGoNMj0D+EppUEApzRIzdnDXlcC2wrc/VYReVlEHhORS2vbMgzwhIi8KFYplOncvM61cjvF/1HO52voWGKMcfYJPQ0sKXBOvbyev43VUyxktveE1z5pD489WGTIpF5ew+uAM8aYYsWtavo6TvuM8eS92IiBomGISCvwXeAPjDFj0+5+CWso5c3A3wH/XuPmvcMYcxXwXuATInJ9jZ/fFbEWa94CfLvA3fP9Gs5grL59Xc45F5E/xlqX9G9FTpnP98Q/AuuBK4BTWEM79eoOSvcmavY6lvqMqeZ7sREDRSWlQWpGRIJY/wP/zRjzven3G2PGjDET9u1HgaCI9NSqfcaYE/bvs8D3sbr1+eqljMp7gZeMMWem3zHfr2GeM86wnP37bIFz5vX1FJGPAR8AfsP+AJnBxXvCM8aYM8aYjDEmC/xTkeee9/ek/XnyK8A3i51Tq9exyGeMJ+/FRgwUlZQGqQl7DPNfgNeMMV8qck6fkzcRkc1Y/y9qEsxEpEVE2pzbWMnOXdNO2wJ8VCxvAUbzurS1VPTb23y+htPkv9/uBP6jwDmPAzeKSKc9rHKjfcxzInIz8P8AtxhjJouc4+Y94WUb8/Nfv1zkud382/fau4HXjTHHC91Zq9exxGeMN+9FLzPzHmb834eV5T8A/LF97D6sfwgAEayhiv1YNaLW1bh978Dq8r0C7LR/3gd8HPi4fc4ngd1YMze2Am+rYfvW2c/7st0G5zXMb59gbTx1AHgV2DQP/59bsD74O/KOzetriBW0TgEprLHdu7DyXz8G9gE/ArrsczcB/5x37W/b78n9wG/VsH37scaknfeiMyNwGfBoqfdEDdv4sP0+ewXrw27p9Dbaf8/4t1+rNtrHv+q8//LOrfnrWOIzxpP3opbwUEopVVIjDj0ppZSqIQ0USimlStJAoZRSqiQNFEoppUrSQKGUUqokDRRKKaVK0kChFiQR6c4rGX16WonrVSLyH3YJ5gMi8jciEhKRm/LOmRCr3PVOEflakedoFpF/s0tO7xKRn9klF5z7rxARYy+Iy79uosBjTS/DvVNEFs32HEpVg2d7ZitVz4wxg1h1hRCRzwETxpj/Za943Qb8ozHmVhHxY+07/OfGmD/EXsEqIj/BKotdar+B38cqHneZfc1FWAu4HHcAP7N//6eLZv+1MeZ/5R8Qkc/M8hxKVUx7FEpN9YtA3Bjz/wEYYzLAp4DfFpHmMh9rKXk1dIwxe40xCciVYPgQ8DHgPSISmWN7iz6HUtWigUKpqS4FXsw/YKyqnEeBC8p8rAeBPxKR50Xkz0RkQ959bwMOGWMOAD8B3u/i8T6VN+z0tIvnUKoqNFAo5RFjzE6s2j9fxNpNbLuIXGLffQfWxjvYv+9w8ZB/bYy5wv75BRfPoVRVaI5Cqan2YFUczhGRdmAVVgG1shirDPr3gO+JSBZ4n4i8AfwqcKu9R4QA3SLSZqzdyip+Dqwdz5SqCu1RKDXVj4FmEfkogJ3M/ivgq6ZIie5iROTtdhlnZwOmjcARrK1dXzHGrDTGrDHGrMbaV+CXy21siedQqmo0UCiVx1jllH8Z+JCI7MMqaR0HPjuHh1sPPCMirwI/B3ZgBYQ7sDa0yeccBytQHc/7+bR9PD9HsVOsLTCLPYdSVaNlxpVSSpWkPQqllFIlaTJbqQqJyE3A56cdPmSMKTvnoFQ90qEnpZRSJenQk1JKqZI0UCillCpJA4VSSqmSNFAopZQq6f8HMuOu+NJPQ+YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df2.TOT_SALES,bins=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Feature Engineering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>DATE</th>\n",
       "      <th>STORE_NBR</th>\n",
       "      <th>LYLTY_CARD_NBR</th>\n",
       "      <th>TXN_ID</th>\n",
       "      <th>PROD_NBR</th>\n",
       "      <th>PROD_NAME</th>\n",
       "      <th>PROD_QTY</th>\n",
       "      <th>TOT_SALES</th>\n",
       "      <th>LIFESTAGE</th>\n",
       "      <th>PREMIUM_CUSTOMER</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-10-17</td>\n",
       "      <td>1</td>\n",
       "      <td>1000</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>Natural Chip        Compny SeaSalt175g</td>\n",
       "      <td>2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>YOUNG SINGLES/COUPLES</td>\n",
       "      <td>Premium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-05-14</td>\n",
       "      <td>1</td>\n",
       "      <td>1307</td>\n",
       "      <td>348</td>\n",
       "      <td>66</td>\n",
       "      <td>CCs Nacho Cheese    175g</td>\n",
       "      <td>3</td>\n",
       "      <td>6.3</td>\n",
       "      <td>MIDAGE SINGLES/COUPLES</td>\n",
       "      <td>Budget</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-05-20</td>\n",
       "      <td>1</td>\n",
       "      <td>1343</td>\n",
       "      <td>383</td>\n",
       "      <td>61</td>\n",
       "      <td>Smiths Crinkle Cut  Chips Chicken 170g</td>\n",
       "      <td>2</td>\n",
       "      <td>2.9</td>\n",
       "      <td>MIDAGE SINGLES/COUPLES</td>\n",
       "      <td>Budget</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-08-17</td>\n",
       "      <td>2</td>\n",
       "      <td>2373</td>\n",
       "      <td>974</td>\n",
       "      <td>69</td>\n",
       "      <td>Smiths Chip Thinly  S/Cream&amp;Onion 175g</td>\n",
       "      <td>5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>MIDAGE SINGLES/COUPLES</td>\n",
       "      <td>Budget</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-08-18</td>\n",
       "      <td>2</td>\n",
       "      <td>2426</td>\n",
       "      <td>1038</td>\n",
       "      <td>108</td>\n",
       "      <td>Kettle Tortilla ChpsHny&amp;Jlpno Chili 150g</td>\n",
       "      <td>3</td>\n",
       "      <td>13.8</td>\n",
       "      <td>MIDAGE SINGLES/COUPLES</td>\n",
       "      <td>Budget</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        DATE  STORE_NBR  LYLTY_CARD_NBR  TXN_ID  PROD_NBR  \\\n",
       "0 2018-10-17          1            1000       1         5   \n",
       "1 2019-05-14          1            1307     348        66   \n",
       "2 2019-05-20          1            1343     383        61   \n",
       "3 2018-08-17          2            2373     974        69   \n",
       "4 2018-08-18          2            2426    1038       108   \n",
       "\n",
       "                                  PROD_NAME  PROD_QTY  TOT_SALES  \\\n",
       "0    Natural Chip        Compny SeaSalt175g         2        6.0   \n",
       "1                  CCs Nacho Cheese    175g         3        6.3   \n",
       "2    Smiths Crinkle Cut  Chips Chicken 170g         2        2.9   \n",
       "3    Smiths Chip Thinly  S/Cream&Onion 175g         5       15.0   \n",
       "4  Kettle Tortilla ChpsHny&Jlpno Chili 150g         3       13.8   \n",
       "\n",
       "                LIFESTAGE PREMIUM_CUSTOMER  \n",
       "0   YOUNG SINGLES/COUPLES          Premium  \n",
       "1  MIDAGE SINGLES/COUPLES           Budget  \n",
       "2  MIDAGE SINGLES/COUPLES           Budget  \n",
       "3  MIDAGE SINGLES/COUPLES           Budget  \n",
       "4  MIDAGE SINGLES/COUPLES           Budget  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have PROD_NAME in data, in which product weight is written, so extracting them, will be helpful for analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def GetProductWeight(dataframe):\n",
    "    ls = []\n",
    "    ys = []\n",
    "    for val in dataframe:\n",
    "        x = re.findall('[0-9]+[g|G]', val)[0]\n",
    "        ls.append(x)\n",
    "    for i in ls:\n",
    "        y = i.split('g')\n",
    "        z = y[0].split('G')\n",
    "        ys.append(z[0])\n",
    "    return ys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-14-1265de6c4fb5>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df2['Prod_Weig (g)'] = GetProductWeight(df2['PROD_NAME'])\n"
     ]
    }
   ],
   "source": [
    "df2['Prod_Weig (g)'] = GetProductWeight(df2['PROD_NAME'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extracting Brand Names for Product Name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "branddict = {'CCS':'CC\\'s','DORITO':'DORITOS','BURGER':'BURGER RINGS','FRENCH':'FRENCH FRIES',\n",
    "             'GRAIN':'GRAIN WAVES','GRNWVES':'GRAIN WAVES','INFZNS':'INFUZIONS','NATURAL':'THE NATURAL CHIP COMPANY',\n",
    "             'NCC':'THE NATURAL CHIP COMPANY','OLD':'OLD EL PASO','RED':'RED ROCK DELI','RRD':'RED ROCK DELI',\n",
    "             'SMITH':'SMITH CRINKLE','SMITHS': 'SMITH CRINKLE','SNBTS':'SUNBITES','WW':'WOOLWORTHS' \n",
    "}\n",
    "def GetProductBrand(dataframe):\n",
    "    zs = []\n",
    "    for i in dataframe:\n",
    "        y = i.split(' ')[0].upper()\n",
    "        vl = branddict.get(y)\n",
    "        if vl != None:\n",
    "            zs.append(vl)\n",
    "        else:\n",
    "            zs.append(y)\n",
    "    return zs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-16-b3adb4bf1745>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df2[\"PROD_BRAND\"]=GetProductBrand(df2['PROD_NAME'])\n"
     ]
    }
   ],
   "source": [
    "df2[\"PROD_BRAND\"]=GetProductBrand(df2['PROD_NAME'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-17-8ab714adba90>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df2['Year'] = df2.DATE.dt.year\n",
      "<ipython-input-17-8ab714adba90>:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df2['Month'] = df2.DATE.dt.month_name()\n",
      "<ipython-input-17-8ab714adba90>:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df2['Day'] = df2.DATE.dt.day_name()\n"
     ]
    }
   ],
   "source": [
    "df2['Year'] = df2.DATE.dt.year\n",
    "df2['Month'] = df2.DATE.dt.month_name()\n",
    "df2['Day'] = df2.DATE.dt.day_name()"
   ]
  },
  {
   "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>DATE</th>\n",
       "      <th>STORE_NBR</th>\n",
       "      <th>LYLTY_CARD_NBR</th>\n",
       "      <th>TXN_ID</th>\n",
       "      <th>PROD_NBR</th>\n",
       "      <th>PROD_NAME</th>\n",
       "      <th>PROD_QTY</th>\n",
       "      <th>TOT_SALES</th>\n",
       "      <th>LIFESTAGE</th>\n",
       "      <th>PREMIUM_CUSTOMER</th>\n",
       "      <th>Prod_Weig (g)</th>\n",
       "      <th>PROD_BRAND</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-10-17</td>\n",
       "      <td>1</td>\n",
       "      <td>1000</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>Natural Chip        Compny SeaSalt175g</td>\n",
       "      <td>2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>YOUNG SINGLES/COUPLES</td>\n",
       "      <td>Premium</td>\n",
       "      <td>175</td>\n",
       "      <td>THE NATURAL CHIP COMPANY</td>\n",
       "      <td>2018</td>\n",
       "      <td>October</td>\n",
       "      <td>Wednesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-05-14</td>\n",
       "      <td>1</td>\n",
       "      <td>1307</td>\n",
       "      <td>348</td>\n",
       "      <td>66</td>\n",
       "      <td>CCs Nacho Cheese    175g</td>\n",
       "      <td>3</td>\n",
       "      <td>6.3</td>\n",
       "      <td>MIDAGE SINGLES/COUPLES</td>\n",
       "      <td>Budget</td>\n",
       "      <td>175</td>\n",
       "      <td>CC's</td>\n",
       "      <td>2019</td>\n",
       "      <td>May</td>\n",
       "      <td>Tuesday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-05-20</td>\n",
       "      <td>1</td>\n",
       "      <td>1343</td>\n",
       "      <td>383</td>\n",
       "      <td>61</td>\n",
       "      <td>Smiths Crinkle Cut  Chips Chicken 170g</td>\n",
       "      <td>2</td>\n",
       "      <td>2.9</td>\n",
       "      <td>MIDAGE SINGLES/COUPLES</td>\n",
       "      <td>Budget</td>\n",
       "      <td>170</td>\n",
       "      <td>SMITH CRINKLE</td>\n",
       "      <td>2019</td>\n",
       "      <td>May</td>\n",
       "      <td>Monday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-08-17</td>\n",
       "      <td>2</td>\n",
       "      <td>2373</td>\n",
       "      <td>974</td>\n",
       "      <td>69</td>\n",
       "      <td>Smiths Chip Thinly  S/Cream&amp;Onion 175g</td>\n",
       "      <td>5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>MIDAGE SINGLES/COUPLES</td>\n",
       "      <td>Budget</td>\n",
       "      <td>175</td>\n",
       "      <td>SMITH CRINKLE</td>\n",
       "      <td>2018</td>\n",
       "      <td>August</td>\n",
       "      <td>Friday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-08-18</td>\n",
       "      <td>2</td>\n",
       "      <td>2426</td>\n",
       "      <td>1038</td>\n",
       "      <td>108</td>\n",
       "      <td>Kettle Tortilla ChpsHny&amp;Jlpno Chili 150g</td>\n",
       "      <td>3</td>\n",
       "      <td>13.8</td>\n",
       "      <td>MIDAGE SINGLES/COUPLES</td>\n",
       "      <td>Budget</td>\n",
       "      <td>150</td>\n",
       "      <td>KETTLE</td>\n",
       "      <td>2018</td>\n",
       "      <td>August</td>\n",
       "      <td>Saturday</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        DATE  STORE_NBR  LYLTY_CARD_NBR  TXN_ID  PROD_NBR  \\\n",
       "0 2018-10-17          1            1000       1         5   \n",
       "1 2019-05-14          1            1307     348        66   \n",
       "2 2019-05-20          1            1343     383        61   \n",
       "3 2018-08-17          2            2373     974        69   \n",
       "4 2018-08-18          2            2426    1038       108   \n",
       "\n",
       "                                  PROD_NAME  PROD_QTY  TOT_SALES  \\\n",
       "0    Natural Chip        Compny SeaSalt175g         2        6.0   \n",
       "1                  CCs Nacho Cheese    175g         3        6.3   \n",
       "2    Smiths Crinkle Cut  Chips Chicken 170g         2        2.9   \n",
       "3    Smiths Chip Thinly  S/Cream&Onion 175g         5       15.0   \n",
       "4  Kettle Tortilla ChpsHny&Jlpno Chili 150g         3       13.8   \n",
       "\n",
       "                LIFESTAGE PREMIUM_CUSTOMER Prod_Weig (g)  \\\n",
       "0   YOUNG SINGLES/COUPLES          Premium           175   \n",
       "1  MIDAGE SINGLES/COUPLES           Budget           175   \n",
       "2  MIDAGE SINGLES/COUPLES           Budget           170   \n",
       "3  MIDAGE SINGLES/COUPLES           Budget           175   \n",
       "4  MIDAGE SINGLES/COUPLES           Budget           150   \n",
       "\n",
       "                 PROD_BRAND  Year    Month        Day  \n",
       "0  THE NATURAL CHIP COMPANY  2018  October  Wednesday  \n",
       "1                      CC's  2019      May    Tuesday  \n",
       "2             SMITH CRINKLE  2019      May     Monday  \n",
       "3             SMITH CRINKLE  2018   August     Friday  \n",
       "4                    KETTLE  2018   August   Saturday  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\memon\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='DATE', ylabel='TOT_SALES'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(25,6))\n",
    "sns.lineplot(df2.DATE,df2.TOT_SALES,ci=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\memon\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Year', ylabel='TOT_SALES'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(25,6))\n",
    "sns.lineplot(df2.Year,df2.TOT_SALES,ci=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this chart, it shows the overall trend is declining, but that is not true, in upper chart, sales have some significant decline in the mid of the year, thats why chart shows decline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='TOT_SALES', ylabel='PROD_BRAND'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,12))\n",
    "sns.barplot(x=df2.TOT_SALES,y=df2.PROD_BRAND,estimator=sum,palette = 'magma')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Total Sales Comparison of Each Brand\n",
    "\n",
    "As we see KETTLE is doing well while BURGER RINGS are doing not too good."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='TOT_SALES', ylabel='PROD_NAME'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,12))\n",
    "sns.barplot(x=df2[df2.PROD_BRAND == 'KETTLE'].TOT_SALES,y=df2[df2.PROD_BRAND == 'KETTLE'].PROD_NAME,estimator=sum,palette = 'magma')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Every KETTLE chips is doing well"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='TOT_SALES', ylabel='LIFESTAGE'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,10))\n",
    "sns.barplot(x=df2.TOT_SALES,y=df2.LIFESTAGE,estimator=sum,palette = 'magma')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If We see that Age of person is Postive correlated to Sales of Chips, we can see in this chart old people are more buying as compared to younger ones"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Product Weight (grams)')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,10))\n",
    "sns.barplot(x=df2.TOT_SALES,y=df2['Prod_Weig (g)'],estimator=sum,palette = 'magma')\n",
    "plt.title('Product Weight (grams)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "product weight of 175g is good at selling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='TOT_SALES', ylabel='PREMIUM_CUSTOMER'>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,5))\n",
    "sns.barplot(x=df2.TOT_SALES,y=df2['PREMIUM_CUSTOMER'],estimator=sum,palette = 'magma')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='PROD_QTY', ylabel='TOT_SALES'>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,5))\n",
    "sns.barplot(y = df2.TOT_SALES,x = df2['PROD_QTY'],estimator=sum,palette = 'magma')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Customer who is buying chips are tend to buy two chips packets as compared"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\memon\\appdata\\local\\programs\\python\\python39\\lib\\site-packages\\seaborn\\distributions.py:2557: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 27,
     "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.distplot(x=df2['Prod_Weig (g)'].apply(lambda x:int(x)),bins=10,kde=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most buying packet size are from 150 g to 180g "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='TOT_SALES', ylabel='Day'>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7,5))\n",
    "sns.barplot(x=df2.TOT_SALES,y=df2['Day'],estimator=sum,palette = 'magma')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sales on Different days on week does seem to be have some strong Difference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Total Sales')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,9))\n",
    "sns.lineplot(data=df2, x='TOT_SALES',y='LIFESTAGE',ci=None,hue='Year')\n",
    "plt.xlabel('Total Sales')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Recomendations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- We have Saw there our Most of Sales Coming From Mainstream, who are mostly Old in Age,the reason why younger generation have not buying too much packets of chips are based on different factors, like some are health or diet concisous, some like burger and pizza, For Attracting Young Persons we should do Some Marketing Campaign to grab there attention more.\n",
    "- As we see in chart above, Twice Number of Packets sold most of the time, to increase customer purchases, we can have offer of 1 with 1 free, to attract more customers.\n",
    "- Our Customer Favourite Chips Brand is Kettle, Doritos and Smith Crinkle, Creating Some Percent sales for a time limit, can be helpfull in increasing Sales.\n",
    "- The Most Bought Chip Size Packet is from 150 g to 180 grams, customer are not buying much packet bigger than 180 grams, we can use some discount code or coupon code offer to buying bigger Packets, can help us to increase sales."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}