Black Friday - Occupation and Products Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "94a51ead",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dcc08c64",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('BlackFriday.csv')\n",
    "\n",
    "del df['Product_Category_2']\n",
    "del df['Product_Category_3']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "000411e8",
   "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>User_ID</th>\n",
       "      <th>Product_ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>City_Category</th>\n",
       "      <th>Stay_In_Current_City_Years</th>\n",
       "      <th>Marital_Status</th>\n",
       "      <th>Product_Category_1</th>\n",
       "      <th>Purchase</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000001</td>\n",
       "      <td>P00069042</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>8370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1000001</td>\n",
       "      <td>P00248942</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>15200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1000001</td>\n",
       "      <td>P00087842</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>1422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1000001</td>\n",
       "      <td>P00085442</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>1057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000002</td>\n",
       "      <td>P00285442</td>\n",
       "      <td>M</td>\n",
       "      <td>55+</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>7969</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   User_ID Product_ID Gender   Age  Occupation City_Category  \\\n",
       "0  1000001  P00069042      F  0-17          10             A   \n",
       "1  1000001  P00248942      F  0-17          10             A   \n",
       "2  1000001  P00087842      F  0-17          10             A   \n",
       "3  1000001  P00085442      F  0-17          10             A   \n",
       "4  1000002  P00285442      M   55+          16             C   \n",
       "\n",
       "  Stay_In_Current_City_Years  Marital_Status  Product_Category_1  Purchase  \n",
       "0                          2               0                   3      8370  \n",
       "1                          2               0                   1     15200  \n",
       "2                          2               0                  12      1422  \n",
       "3                          2               0                  12      1057  \n",
       "4                         4+               0                   8      7969  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b0fb38d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Stay_In_Current_City_Years', ylabel='count'>"
      ]
     },
     "execution_count": 4,
     "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.countplot(x = df['Stay_In_Current_City_Years'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "72f74ee1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='None'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('Stay_In_Current_City_Years').size().plot(kind = 'pie', autopct = \"%.1f\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "433b2955",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Stay_In_Current_City_Years', ylabel='count'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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FxKZ0+2tzOr4eGFBQvorsllp9Wm8aLyxTn27D9QS2tVL7zcysBCWNwUTENEkflPQJSVc3Lgd5zo3AuZLen8ZFRgNrgUXApHTMJLJeEik+IT0ZVkM2mP9cuo32lqRzUz1XNynTWNd4YEkapzEzszJpsQfTSNJ9wAeAF4HdKdw4sH5AImK5pIXAL4EGYAUwAzgKWCBpMlkSujIdv1rSAmBNOv66iGhsw7XAbKA78ERaAGYC90laR9ZzmXCg7TQzs0NTUoIBaoFBrdULiIjbgdubhHeR9WaKHT8VmFokXgcMKRLfSUpQZmZWGaUmmJeA/0D21JflaOMdZ5TtXCd+dVXZzmVmHU+pCeZYYI2k58h6GgBExOW5tMrMzNq9UhPMP+bZCDMzO/yUlGAi4ud5N8TMzA4vpT5F9hZ7v6jYBTgCeDsieuTVMDMza99K7cEcXbgt6QpgeB4NMjOzw8NBzaYcEY8CF7RuU8zM7HBS6i2yjxZsvo/sezH+ZryZmTWr1KfIPlKw3gBsIJuw0szMrKhSx2A+nXdDzMzs8FLqLbIqYBowkuzW2DPAjRFR32JBM2sVnuHB2qNSB/l/SDZD8QlkP+b14xQzMzMrqtQE0zcifhgRDWmZDfgXuszMrFmlJpg3JE2U1CktE4GteTbMzMzat1ITzDXAx4A/ks2oPB7wwL+ZmTWr1MeUvw5MiojtAJJ6A98iSzxmZmbvUWqCGdqYXAAiYpuks3JqkxngJ6fM2rtSb5G9T1Kvxo3Ugyk1OZmZWQdUapL4NvBvkhaSfQ/mYxT5CWMzM7NGpX6Tf66kOrIJLgV8NCLW5NoyMzNr10qeTTki1kTE9yJi2qEmF0nHSFoo6deS1ko6T1JvSYslvZJeC2/J3SppnaSXJY0piA+TtCrtu1uSUryrpAdTfLmk6kNpr5mZHbiDmq6/FXwX+GlEnAb8DbAWuAV4KiIGAk+lbSQNAiYAg4GxwL2SOqV6pgNTgIFpGZvik4HtEXEKcBdwZzkuyszM9ip7gpHUA/g7YCZARPw1It4km515TjpsDnBFWh8HzI+IXRGxHlgHDJfUD+gREcsiIoC5Tco01rUQGN3YuzEzs/KoRA/mZGAL8ENJKyT9QNKRwPERsQkgvR6Xju8PvFpQvj7F+qf1pvF9ykREA7AD6JPP5ZiZWTGVSDCdgbOB6RFxFvA26XZYM4r1PKKFeEtl9q1YmiKpTlLdli1bWm61mZkdkEokmHqgPiKWp+2FZAnn9XTbi/S6ueD4AQXlq4DXUryqSHyfMpI6Az2BbU0bEhEzIqI2Imr79vXcnWZmransCSYi/gi8KunUFBoNrCH7OYBJKTYJeCytLwImpCfDasgG859Lt9HeknRuGl+5ukmZxrrGA0vSOI2ZmZVJpb6Nfz1wv6QuwO/IJs58H7BA0mRgI3AlQESslrSALAk1ANdFxO5Uz7XAbKA78ERaIHuA4D5J68h6LhPKcVFmZrZXRRJMRLwI1BbZNbqZ46dSZOaAiKgDhhSJ7yQlKDMzqwzPJ2Zm1k619QlhK/VFSzMzO8w5wZiZWS6cYMzMLBdOMGZmlgsnGDMzy4UTjJmZ5cIJxszMcuEEY2ZmuXCCMTOzXPib/GZ2yIbdPLds53rk6LKdyg6RezBmZpYLJxgzM8uFE4yZmeXCCcbMzHLhBGNmZrlwgjEzs1w4wZiZWS6cYMzMLBdOMGZmlgsnGDMzy0XFEoykTpJWSHo8bfeWtFjSK+m1V8Gxt0paJ+llSWMK4sMkrUr77pakFO8q6cEUXy6puuwXaGbWwVWyB3MjsLZg+xbgqYgYCDyVtpE0CJgADAbGAvdK6pTKTAemAAPTMjbFJwPbI+IU4C7gznwvxczMmqpIgpFUBVwK/KAgPA6Yk9bnAFcUxOdHxK6IWA+sA4ZL6gf0iIhlERHA3CZlGutaCIxu7N2YmVl5VKoH88/Al4B/L4gdHxGbANLrcSneH3i14Lj6FOuf1pvG9ykTEQ3ADqBP00ZImiKpTlLdli1bDvGSzMysUNkTjKTLgM0R8UKpRYrEooV4S2X2DUTMiIjaiKjt27dvic0xM7NSVOL3YEYCl0u6BOgG9JD0I+B1Sf0iYlO6/bU5HV8PDCgoXwW8luJVReKFZeoldQZ6AtvyuiAzM3uvsvdgIuLWiKiKiGqywfslETERWARMSodNAh5L64uACenJsBqywfzn0m20tySdm8ZXrm5SprGu8ekc7+nBmJlZftrSL1p+A1ggaTKwEbgSICJWS1oArAEagOsiYncqcy0wG+gOPJEWgJnAfZLWkfVcJpTrIszMLFPRBBMRS4GlaX0rMLqZ46YCU4vE64AhReI7SQnKzMwqw9/kNzOzXDjBmJlZLpxgzMwsF04wZmaWCycYMzPLhROMmZnlwgnGzMxy4QRjZma5cIIxM7NcOMGYmVkunGDMzCwXTjBmZpYLJxgzM8uFE4yZmeXCCcbMzHLhBGNmZrlwgjEzs1w4wZiZWS4q+pPJZu3ZsJvnlu1cjxxdtlOZtRonmBL4g8TM7MD5FpmZmeWi7AlG0gBJT0taK2m1pBtTvLekxZJeSa+9CsrcKmmdpJcljSmID5O0Ku27W5JSvKukB1N8uaTqcl+nmVlHV4keTAPwxYg4HTgXuE7SIOAW4KmIGAg8lbZJ+yYAg4GxwL2SOqW6pgNTgIFpGZvik4HtEXEKcBdwZzkuzMzM9ip7gomITRHxy7T+FrAW6A+MA+akw+YAV6T1ccD8iNgVEeuBdcBwSf2AHhGxLCICmNukTGNdC4HRjb0bMzMrj4qOwaRbV2cBy4HjI2ITZEkIOC4d1h94taBYfYr1T+tN4/uUiYgGYAfQp8j5p0iqk1S3ZcuWVroqMzODCiYYSUcBDwFfiIg/tXRokVi0EG+pzL6BiBkRURsRtX379t1fk83M7ABUJMFIOoIsudwfEQ+n8OvpthfpdXOK1wMDCopXAa+leFWR+D5lJHUGegLbWv9KzMysOWX/HkwaC5kJrI2I7xTsWgRMAr6RXh8riD8g6TvACWSD+c9FxG5Jb0k6l+wW29XAtCZ1LQPGA0vSOI0dIn8nyMxKVYkvWo4EPgWskvRiiv1PssSyQNJkYCNwJUBErJa0AFhD9gTadRGxO5W7FpgNdAeeSAtkCew+SevIei4Tcr4mMzNrouwJJiKeofgYCcDoZspMBaYWidcBQ4rEd5ISlJlZObmXv5e/yW9mZrlwgjEzs1w4wZiZWS6cYMzMLBdOMGZmlgsnGDMzy4UTjJmZ5cIJxszMcuEEY2ZmuXCCMTOzXDjBmJlZLpxgzMwsF04wZmaWCycYMzPLhROMmZnlwgnGzMxy4QRjZma5cIIxM7NcOMGYmVkunGDMzCwXTjBmZpaLwzrBSBor6WVJ6yTdUun2mJl1JIdtgpHUCbgH+DAwCLhK0qDKtsrMrOM4bBMMMBxYFxG/i4i/AvOBcRVuk5lZh6GIqHQbciFpPDA2Ij6Ttj8FjIiIfyg4ZgowJW2eCrxc9oa+17HAG5VuRBvh92Ivvxd7+b3Yqy28FydFRN9iOzqXuyVlpCKxfbJpRMwAZpSnOaWRVBcRtZVuR1vg92Ivvxd7+b3Yq62/F4fzLbJ6YEDBdhXwWoXaYmbW4RzOCeZ5YKCkGkldgAnAogq3ycyswzhsb5FFRIOkfwB+BnQCZkXE6go3qxRt6pZdhfm92MvvxV5+L/Zq0+/FYTvIb2ZmlXU43yIzM7MKcoIxM7NcOMG0AZIGSHpa0lpJqyXdWOk2lZukTpJWSHq80m1pKyR1k/ScpF+lfxdfq3SbKknSLEmbJb1U6bZUWnuZBssJpm1oAL4YEacD5wLXdcBpbW4E1hbbIWlDeZvSZuwCLoiIvwHOBMZKOreyTaqo2cDYSjei0trTNFhOMG1ARGyKiF+m9bfIPmj7V7ZV5SOpCrgU+EGl29KWRObPafOItHTYp3Ii4hfAtkq3ow1oN9NgOcG0MZKqgbOA5RVuSjn9M/Al4N8r3I42J906fBHYDCyOiI7078KK6w+8WrBdTxv9H1InmDZE0lHAQ8AXIuJPlW5POUi6DNgcES80iX9Z0ovpw/WExnVJ91SkoRUSEbsj4kyymSiGSxpS4SZZ5e13Gqy24rD9omV7I+kIsuRyf0Q8XOn2lNFI4HJJlwDdgB6SfhQRE4GpkI3BpA/ZDisi3pS0lGwMosMPcndw7WYaLPdg2gBJAmYCayPiO5VuTzlFxK0RURUR1WTT+SxJyaXDk9RX0jFpvTtwIfDrijbK2oJ2Mw2WE0zbMBL4FHBBwa2gSyrdKKu4fsDTklaSfagsjogO+xi3pHnAMuBUSfWSJle6TZUQEQ1A4zRYa4EFbXUaLE8VY2ZmuXAPxszMcuEEY2ZmuXCCMTOzXDjBmJlZLpxgzMwsF04wZmaWCycYa9PSlDGrJa1M3w8aIekLkt7fyufZIOnYgyx7k6RfS3opTa1/dWu2rYTzHyPpv5Zw3H+U9K9pive1khZIOl5SraS70zGjJH3wINowRdKDBds9JP1WUs2B1mWHDycYa7MknQdcBpwdEUPJvsn+KvAFoFUTzMGS9HngImB4RAwB/o7ic0U1V75zS9slOgZoMcFI6gb8BJgeEaekn4aYDvSNiLqIuCEdOgo44AQD/AtQJenCtH0HMCsi1h9EXY1t7nSwZa2NiAgvXtrkAnwU+HGT2A3AX4FVwNMpNh2oA1YDX0ux0cAjBeUuAh5u4VwbgGOBarJvR/9Lqu9JoHsL5TYCH2ipzrReCyxN6/8IzEh1P1Bkuy/ZvHTPp2VkQblZwFLgd8ANKT4feAd4EfhmM225BpjbzL5RwOPp2v8I/CHV9bfAeuCIdFyPdE1HNFPPULJ50mrT36cLMBF4LtX3faBTc3+zgvfsq8AzZFOg3ACsAVYC8yv9b9LLgS0Vb4AXL80twFHpg+k3wL3Ah1J8zwd32u6dXjulD9+hZL2IX5P9Hzrpg/sjLZyrMME0AGem+AJgYjNljga276/OtN40wbxASlxFth8Azk/rJ5LNUdd43L8BXVNbt5L9Rkw18NJ+3svvADc2s28U8HjBOW4q2PdD4Iq0PgX49n7O821gB/CfgNOBHxckqHuBq5v7mxW8Z18qqO81oGtaP6bS/ya9HNjiW2TWZkX2Y1vDyD7YtgAPSvr7Iod+TNIvgRXAYGBQZJ9I9wET04SR5wFPlHjq9RHxYlp/gewDvBhx8NOkL4qId5rZvhD4XvqpgkVkM0wfnfb9JCJ2RcQbZL8Rc/xBnr9UPwA+ndY/TZZwWnIP8IeIeJqsFzkMeD5dy2jg5HTce/5mBXU8WLC+Erhf0kSyxG/tiKfrtzYtInaT/R/uUkmrgEmF+9Mg8k3AORGxXdJssmn/Ifsw/DGwE/g/kU0SWIpdBeu7ge7NtO1Pkt6WdHJE/K7IIQ3sHefs1mTf2y1svw84r0kCIpt0+z1tK/W/4dXAh0o8do+IeFZStaQPkd3e2t9PBfw7e384TsCciLi18ID9/M1g3/fiUrJxrcuB2yQNPoC/o1WYezDWZkk6VdLAgtCZwO+Bt8huT0E2LvA2sEPS8WS/Uw5ARLxGdovlK2S/556H/wXcI6lHanMPSVPSvg1k/wcP8F8OoM4nyWbLJdV55n6OL3w/mvMA8EFJlxbUO1bSGSXUNReYx/57L009BYyXdFw6X29JJ9HC36yQpPcBA1Jv6EtkDzMcdYBtsApygrG27ChgjqQ1acr6QewdEH9C0tMR8Suy2yyryQbAn21Sx/3AqxGxJqc2TgeeJrsN9BLwc+Avad/XgO9K+r9kvY1S3QDUpkez1wCfb+ngiNgKPJsek/5mM8e8Q/ZE3vWSXkn1/j3ZbbZCPwb+c3ok/G9T7H6gF1mSKVl6z78CPJn+fouBfiX8zRp1An6Ueq4rgLsi4s0DaYNVlqfrt8OapO8BKyJiZqXb0l5JGg+Mi4hPVbot1r54DMYOW5JeILsV88VKt6W9kjSN7BaWfwDPDph7MNahSFpO9phvoU9FxKr9lLuH7JdHC303Ig50XCJXaUzlvibhXRExohXP0S7eC6s8JxgzM8uFB/nNzCwXTjBmZpYLJxgzM8uFE4yZmeXi/wPaJIBEDEfGHQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = 'Stay_In_Current_City_Years', hue = 'Gender', data = df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "44d71568",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Stay_In_Current_City_Years', ylabel='count'>"
      ]
     },
     "execution_count": 6,
     "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.countplot(x = 'Stay_In_Current_City_Years', hue = 'Marital_Status', data = df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5dfd4a2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Stay_In_Current_City_Years', ylabel='count'>"
      ]
     },
     "execution_count": 7,
     "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.countplot(x = 'Stay_In_Current_City_Years', hue = 'City_Category', data = df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "149c71c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='City_Category', ylabel='count'>"
      ]
     },
     "execution_count": 9,
     "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.countplot(x = 'City_Category', hue = 'Age',data = df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9624c04c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Stay_In_Current_City_Years'>"
      ]
     },
     "execution_count": 14,
     "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": [
    "df.groupby('Stay_In_Current_City_Years').sum()['Purchase'].plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "032eeb20",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Stay_In_Current_City_Years'>"
      ]
     },
     "execution_count": 15,
     "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": [
    "df.groupby('Stay_In_Current_City_Years').mean()['Purchase'].plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "017d0fc0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Occupation', ylabel='count'>"
      ]
     },
     "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.countplot(x = df['Occupation'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e0a6d587",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Occupation'>"
      ]
     },
     "execution_count": 19,
     "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": [
    "df.groupby('Occupation').size().sort_values().plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "fafeb7ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Occupation'>"
      ]
     },
     "execution_count": 21,
     "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": [
    "df.groupby('Occupation').sum()['Purchase'].sort_values().plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "e823dda2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Occupation'>"
      ]
     },
     "execution_count": 22,
     "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": [
    "df.groupby('Occupation').mean()['Purchase'].sort_values().plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "61db3425",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Occupation', ylabel='count'>"
      ]
     },
     "execution_count": 24,
     "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.countplot(x = 'Occupation', hue = 'Marital_Status', data = df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "71cf49ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Occupation', ylabel='count'>"
      ]
     },
     "execution_count": 25,
     "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.countplot(x = 'Occupation', hue = 'Gender', data = df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "b9177b80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Occupation'>"
      ]
     },
     "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": [
    "df.groupby('Occupation').nunique()['Product_ID'].plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f5cac9ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Occupation'>"
      ]
     },
     "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": [
    "df.groupby('Occupation').nunique()['Product_ID'].sort_values().plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "394b1a7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Product_Category_1'>"
      ]
     },
     "execution_count": 33,
     "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": [
    "df.groupby('Product_Category_1').size().plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "403d3b1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Product_Category_1'>"
      ]
     },
     "execution_count": 34,
     "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": [
    "df.groupby('Product_Category_1').size().sort_values().plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "7163c6c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Product_Category_1'>"
      ]
     },
     "execution_count": 37,
     "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": [
    "df.groupby('Product_Category_1').sum()['Purchase'].sort_values().plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "bea2b87e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Product_Category_1'>"
      ]
     },
     "execution_count": 38,
     "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": [
    "df.groupby('Product_Category_1').mean()['Purchase'].sort_values().plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "37207630",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Product_ID'>"
      ]
     },
     "execution_count": 40,
     "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": [
    "df.groupby('Product_ID').sum()['Purchase'].nlargest(10).sort_values().plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "651b53df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Product_ID'>"
      ]
     },
     "execution_count": 42,
     "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": [
    "df.groupby('Product_ID').size().nlargest(10).sort_values().plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "fc77446c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Product_ID'>"
      ]
     },
     "execution_count": 43,
     "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": [
    "df.groupby('Product_ID').mean()['Purchase'].nlargest(10).sort_values().plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "05bf9810",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Product_Category_1', ylabel='count'>"
      ]
     },
     "execution_count": 44,
     "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.countplot(x = 'Product_Category_1', hue = 'Gender', data = df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "5dc33d41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Product_Category_1', ylabel='count'>"
      ]
     },
     "execution_count": 45,
     "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.countplot(x = 'Product_Category_1', hue = 'Marital_Status', data = df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4e982bfd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}