Supermarket_codes.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "079157b5",
   "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>Invoice ID</th>\n",
       "      <th>Branch</th>\n",
       "      <th>City</th>\n",
       "      <th>Customer type</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Product line</th>\n",
       "      <th>Unit price</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Tax 5%</th>\n",
       "      <th>Total</th>\n",
       "      <th>Date</th>\n",
       "      <th>Time</th>\n",
       "      <th>Payment</th>\n",
       "      <th>cogs</th>\n",
       "      <th>gross margin percentage</th>\n",
       "      <th>gross income</th>\n",
       "      <th>Rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>750-67-8428</td>\n",
       "      <td>A</td>\n",
       "      <td>Yangon</td>\n",
       "      <td>Member</td>\n",
       "      <td>Female</td>\n",
       "      <td>Health and beauty</td>\n",
       "      <td>74.69</td>\n",
       "      <td>7</td>\n",
       "      <td>26.1415</td>\n",
       "      <td>548.9715</td>\n",
       "      <td>01/05/2019</td>\n",
       "      <td>13.08</td>\n",
       "      <td>Ewallet</td>\n",
       "      <td>522.83</td>\n",
       "      <td>4.761905</td>\n",
       "      <td>26.1415</td>\n",
       "      <td>9.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>226-31-3081</td>\n",
       "      <td>C</td>\n",
       "      <td>Naypyitaw</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Female</td>\n",
       "      <td>Electronic accessories</td>\n",
       "      <td>15.28</td>\n",
       "      <td>5</td>\n",
       "      <td>3.8200</td>\n",
       "      <td>80.2200</td>\n",
       "      <td>03/08/2019</td>\n",
       "      <td>10.29</td>\n",
       "      <td>Cash</td>\n",
       "      <td>76.40</td>\n",
       "      <td>4.761905</td>\n",
       "      <td>3.8200</td>\n",
       "      <td>9.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>631-41-3108</td>\n",
       "      <td>A</td>\n",
       "      <td>Yangon</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Male</td>\n",
       "      <td>Home and lifestyle</td>\n",
       "      <td>46.33</td>\n",
       "      <td>7</td>\n",
       "      <td>16.2155</td>\n",
       "      <td>340.5255</td>\n",
       "      <td>03/03/2019</td>\n",
       "      <td>13.23</td>\n",
       "      <td>Credit card</td>\n",
       "      <td>324.31</td>\n",
       "      <td>4.761905</td>\n",
       "      <td>16.2155</td>\n",
       "      <td>7.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>123-19-1176</td>\n",
       "      <td>A</td>\n",
       "      <td>Yangon</td>\n",
       "      <td>Member</td>\n",
       "      <td>Male</td>\n",
       "      <td>Health and beauty</td>\n",
       "      <td>58.22</td>\n",
       "      <td>8</td>\n",
       "      <td>23.2880</td>\n",
       "      <td>489.0480</td>\n",
       "      <td>1/27/2019</td>\n",
       "      <td>20.33</td>\n",
       "      <td>Ewallet</td>\n",
       "      <td>465.76</td>\n",
       "      <td>4.761905</td>\n",
       "      <td>23.2880</td>\n",
       "      <td>8.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>373-73-7910</td>\n",
       "      <td>A</td>\n",
       "      <td>Yangon</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Male</td>\n",
       "      <td>Sports and travel</td>\n",
       "      <td>86.31</td>\n",
       "      <td>7</td>\n",
       "      <td>30.2085</td>\n",
       "      <td>634.3785</td>\n",
       "      <td>02/08/2019</td>\n",
       "      <td>10.37</td>\n",
       "      <td>Ewallet</td>\n",
       "      <td>604.17</td>\n",
       "      <td>4.761905</td>\n",
       "      <td>30.2085</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>233-67-5758</td>\n",
       "      <td>C</td>\n",
       "      <td>Naypyitaw</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Male</td>\n",
       "      <td>Health and beauty</td>\n",
       "      <td>40.35</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0175</td>\n",
       "      <td>42.3675</td>\n",
       "      <td>1/29/2019</td>\n",
       "      <td>13.46</td>\n",
       "      <td>Ewallet</td>\n",
       "      <td>40.35</td>\n",
       "      <td>4.761905</td>\n",
       "      <td>2.0175</td>\n",
       "      <td>6.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>303-96-2227</td>\n",
       "      <td>B</td>\n",
       "      <td>Mandalay</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Female</td>\n",
       "      <td>Home and lifestyle</td>\n",
       "      <td>97.38</td>\n",
       "      <td>10</td>\n",
       "      <td>48.6900</td>\n",
       "      <td>1022.4900</td>\n",
       "      <td>03/02/2019</td>\n",
       "      <td>17.16</td>\n",
       "      <td>Ewallet</td>\n",
       "      <td>973.80</td>\n",
       "      <td>4.761905</td>\n",
       "      <td>48.6900</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>727-02-1313</td>\n",
       "      <td>A</td>\n",
       "      <td>Yangon</td>\n",
       "      <td>Member</td>\n",
       "      <td>Male</td>\n",
       "      <td>Food and beverages</td>\n",
       "      <td>31.84</td>\n",
       "      <td>1</td>\n",
       "      <td>1.5920</td>\n",
       "      <td>33.4320</td>\n",
       "      <td>02/09/2019</td>\n",
       "      <td>13.22</td>\n",
       "      <td>Cash</td>\n",
       "      <td>31.84</td>\n",
       "      <td>4.761905</td>\n",
       "      <td>1.5920</td>\n",
       "      <td>7.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>347-56-2442</td>\n",
       "      <td>A</td>\n",
       "      <td>Yangon</td>\n",
       "      <td>Normal</td>\n",
       "      <td>Male</td>\n",
       "      <td>Home and lifestyle</td>\n",
       "      <td>65.82</td>\n",
       "      <td>1</td>\n",
       "      <td>3.2910</td>\n",
       "      <td>69.1110</td>\n",
       "      <td>2/22/2019</td>\n",
       "      <td>15.33</td>\n",
       "      <td>Cash</td>\n",
       "      <td>65.82</td>\n",
       "      <td>4.761905</td>\n",
       "      <td>3.2910</td>\n",
       "      <td>4.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>849-09-3807</td>\n",
       "      <td>A</td>\n",
       "      <td>Yangon</td>\n",
       "      <td>Member</td>\n",
       "      <td>Female</td>\n",
       "      <td>Fashion accessories</td>\n",
       "      <td>88.34</td>\n",
       "      <td>7</td>\n",
       "      <td>30.9190</td>\n",
       "      <td>649.2990</td>\n",
       "      <td>2/18/2019</td>\n",
       "      <td>13.28</td>\n",
       "      <td>Cash</td>\n",
       "      <td>618.38</td>\n",
       "      <td>4.761905</td>\n",
       "      <td>30.9190</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Invoice ID Branch       City Customer type  Gender  \\\n",
       "0    750-67-8428      A     Yangon        Member  Female   \n",
       "1    226-31-3081      C  Naypyitaw        Normal  Female   \n",
       "2    631-41-3108      A     Yangon        Normal    Male   \n",
       "3    123-19-1176      A     Yangon        Member    Male   \n",
       "4    373-73-7910      A     Yangon        Normal    Male   \n",
       "..           ...    ...        ...           ...     ...   \n",
       "995  233-67-5758      C  Naypyitaw        Normal    Male   \n",
       "996  303-96-2227      B   Mandalay        Normal  Female   \n",
       "997  727-02-1313      A     Yangon        Member    Male   \n",
       "998  347-56-2442      A     Yangon        Normal    Male   \n",
       "999  849-09-3807      A     Yangon        Member  Female   \n",
       "\n",
       "               Product line  Unit price  Quantity   Tax 5%      Total  \\\n",
       "0         Health and beauty       74.69         7  26.1415   548.9715   \n",
       "1    Electronic accessories       15.28         5   3.8200    80.2200   \n",
       "2        Home and lifestyle       46.33         7  16.2155   340.5255   \n",
       "3         Health and beauty       58.22         8  23.2880   489.0480   \n",
       "4         Sports and travel       86.31         7  30.2085   634.3785   \n",
       "..                      ...         ...       ...      ...        ...   \n",
       "995       Health and beauty       40.35         1   2.0175    42.3675   \n",
       "996      Home and lifestyle       97.38        10  48.6900  1022.4900   \n",
       "997      Food and beverages       31.84         1   1.5920    33.4320   \n",
       "998      Home and lifestyle       65.82         1   3.2910    69.1110   \n",
       "999     Fashion accessories       88.34         7  30.9190   649.2990   \n",
       "\n",
       "           Date   Time      Payment    cogs  gross margin percentage  \\\n",
       "0    01/05/2019  13.08      Ewallet  522.83                 4.761905   \n",
       "1    03/08/2019  10.29         Cash   76.40                 4.761905   \n",
       "2    03/03/2019  13.23  Credit card  324.31                 4.761905   \n",
       "3     1/27/2019  20.33      Ewallet  465.76                 4.761905   \n",
       "4    02/08/2019  10.37      Ewallet  604.17                 4.761905   \n",
       "..          ...    ...          ...     ...                      ...   \n",
       "995   1/29/2019  13.46      Ewallet   40.35                 4.761905   \n",
       "996  03/02/2019  17.16      Ewallet  973.80                 4.761905   \n",
       "997  02/09/2019  13.22         Cash   31.84                 4.761905   \n",
       "998   2/22/2019  15.33         Cash   65.82                 4.761905   \n",
       "999   2/18/2019  13.28         Cash  618.38                 4.761905   \n",
       "\n",
       "     gross income  Rating  \n",
       "0         26.1415     9.1  \n",
       "1          3.8200     9.6  \n",
       "2         16.2155     7.4  \n",
       "3         23.2880     8.4  \n",
       "4         30.2085     5.3  \n",
       "..            ...     ...  \n",
       "995        2.0175     6.2  \n",
       "996       48.6900     4.4  \n",
       "997        1.5920     7.7  \n",
       "998        3.2910     4.1  \n",
       "999       30.9190     6.6  \n",
       "\n",
       "[1000 rows x 17 columns]"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "df = pd.read_csv('supermarket_sales - Sheet1.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "13af056e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1000 entries, 0 to 999\n",
      "Data columns (total 17 columns):\n",
      " #   Column                   Non-Null Count  Dtype  \n",
      "---  ------                   --------------  -----  \n",
      " 0   Invoice ID               1000 non-null   object \n",
      " 1   Branch                   1000 non-null   object \n",
      " 2   City                     1000 non-null   object \n",
      " 3   Customer type            1000 non-null   object \n",
      " 4   Gender                   1000 non-null   object \n",
      " 5   Product line             1000 non-null   object \n",
      " 6   Unit price               1000 non-null   float64\n",
      " 7   Quantity                 1000 non-null   int64  \n",
      " 8   Tax 5%                   1000 non-null   float64\n",
      " 9   Total                    1000 non-null   float64\n",
      " 10  Date                     1000 non-null   object \n",
      " 11  Time                     1000 non-null   float64\n",
      " 12  Payment                  1000 non-null   object \n",
      " 13  cogs                     1000 non-null   float64\n",
      " 14  gross margin percentage  1000 non-null   float64\n",
      " 15  gross income             1000 non-null   float64\n",
      " 16  Rating                   1000 non-null   float64\n",
      "dtypes: float64(8), int64(1), object(8)\n",
      "memory usage: 132.9+ KB\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array(['Ewallet', 'Cash', 'Credit card'], dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "6828ba82",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1000 entries, 0 to 999\n",
      "Data columns (total 17 columns):\n",
      " #   Column                   Non-Null Count  Dtype  \n",
      "---  ------                   --------------  -----  \n",
      " 0   Invoice ID               1000 non-null   object \n",
      " 1   Branch                   1000 non-null   object \n",
      " 2   City                     1000 non-null   object \n",
      " 3   Customer type            1000 non-null   object \n",
      " 4   Gender                   1000 non-null   object \n",
      " 5   Product line             1000 non-null   object \n",
      " 6   Unit price               1000 non-null   float64\n",
      " 7   Quantity                 1000 non-null   int64  \n",
      " 8   Tax 5%                   1000 non-null   float64\n",
      " 9   Total                    1000 non-null   float64\n",
      " 10  Date                     1000 non-null   object \n",
      " 11  Time                     1000 non-null   float64\n",
      " 12  Payment                  1000 non-null   object \n",
      " 13  cogs                     1000 non-null   float64\n",
      " 14  gross margin percentage  1000 non-null   float64\n",
      " 15  gross income             1000 non-null   float64\n",
      " 16  Rating                   1000 non-null   float64\n",
      "dtypes: float64(8), int64(1), object(8)\n",
      "memory usage: 132.9+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "03319846",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['A', 'C', 'B'], dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Branch'].unique()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "627428cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Yangon', 'Naypyitaw', 'Mandalay'], dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['City'].unique()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f438fe7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Health and beauty', 'Electronic accessories',\n",
       "       'Home and lifestyle', 'Sports and travel', 'Food and beverages',\n",
       "       'Fashion accessories'], dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Product line'].unique()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9152ff55",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df['Customer type'].unique())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d5064d62",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Ewallet', 'Cash', 'Credit card'], dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Customer type'].unique()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "75262e3f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Ewallet', 'Cash', 'Credit card'], dtype=object)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Payment'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "38ac5080",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.stats as stats\n",
    "# Group the data by Gender and calculate the sum of Total Income\n",
    "gross_income_by_city = df.groupby('City')['gross income'].sum().reset_index()\n",
    "\n",
    "# Create a pie chart\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.pie(gross_income_by_city['gross income'], labels=gross_income_by_city['City'], autopct='%1.1f%%', colors=['skyblue', 'magenta','coral'])\n",
    "plt.title('Gross Income Across City')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b172fc69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Group the data by Gender and calculate the sum of Total Income\n",
    "gross_income_by_gender = df.groupby('Gender')['gross income'].sum().reset_index()\n",
    "\n",
    "# Create a pie chart\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.pie(gross_income_by_gender['gross income'], labels=gross_income_by_gender['Gender'], autopct='%1.1f%%', colors=['skyblue', 'coral'])\n",
    "plt.title('Gross Income Across Gender')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "6af785c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Total_by_city = df.groupby('City')['Total'].sum().reset_index()# Create a pie chart\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.pie(Total_by_city['Total'], labels=Total_by_city['City'], autopct='%1.1f%%', colors=['indigo', 'green', 'coral'])\n",
    "plt.title('Total Across City')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "57eadc70",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top Cities by Gross Income:\n",
      "        City  gross income\n",
      "1  Naypyitaw     5265.1765\n",
      "2     Yangon     5057.1605\n",
      "0   Mandalay     5057.0320\n"
     ]
    }
   ],
   "source": [
    "# Group the data by city and calculate the sum of gross income for each city\n",
    "city_income = df.groupby('City')['gross income'].sum().reset_index()\n",
    "\n",
    "# Sort the cities by gross income in descending order\n",
    "city_income = city_income.sort_values(by='gross income', ascending=False)\n",
    "\n",
    "# Get the top cities with the highest gross income\n",
    "top_cities = city_income.head()\n",
    "\n",
    "# Print the top cities with their gross income\n",
    "print(\"Top Cities by Gross Income:\")\n",
    "print(top_cities)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "615a4f1b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top Cities by Gross Income and Branch:\n",
      "        City Branch  gross income\n",
      "1  Naypyitaw      C     5265.1765\n",
      "2     Yangon      A     5057.1605\n",
      "0   Mandalay      B     5057.0320\n"
     ]
    }
   ],
   "source": [
    "# Group the data by City and Branch and calculate the sum of Gross Income\n",
    "city_branch_income = df.groupby(['City', 'Branch'])['gross income'].sum().reset_index()\n",
    "\n",
    "# Sort the cities by gross income in descending order\n",
    "city_branch_income = city_branch_income.sort_values(by='gross income', ascending=False)\n",
    "\n",
    "# Get the top 5 cities with the highest gross income, considering the branch\n",
    "top_cities = city_branch_income.head()\n",
    "\n",
    "# Print the top cities with their gross income and branch\n",
    "print(\"Top Cities by Gross Income and Branch:\")\n",
    "print(top_cities)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "fbae6a4d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 10 Cities by Gross Income and Branch:\n",
      "     gross income Branch       City\n",
      "996        49.650      C  Naypyitaw\n",
      "995        49.490      A     Yangon\n",
      "994        49.260      C  Naypyitaw\n",
      "993        48.750      C  Naypyitaw\n",
      "992        48.690      B   Mandalay\n",
      "991        48.685      B   Mandalay\n",
      "990        48.605      C  Naypyitaw\n",
      "989        47.790      C  Naypyitaw\n",
      "988        47.720      C  Naypyitaw\n",
      "987        45.325      A     Yangon\n"
     ]
    }
   ],
   "source": [
    "# Group the data by City and Branch and calculate the sum of Gross Income\n",
    "city_branch_income = df.groupby(['gross income', 'Branch'])['City'].sum().reset_index()\n",
    "\n",
    "# Sort the cities by gross income in descending order\n",
    "city_branch_income = city_branch_income.sort_values(by='gross income', ascending=False)\n",
    "\n",
    "# Get the top 10 cities with the highest gross income, considering the branch\n",
    "top_10_cities = city_branch_income.head(10)\n",
    "\n",
    "# Print the top 10 cities with their gross income and branch\n",
    "print(\"Top 10 Cities by Gross Income and Branch:\")\n",
    "print(top_10_cities)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "811351a4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "865536fe",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "9089c249",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Branch', ylabel='Unit price'>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.stats as stats\n",
    "sns.boxplot(x='Branch', y='Unit price', data= df, palette='rainbow')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "8d54bb31",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example: Bar chart to show average gross income by product line for each gender\n",
    "sns.set(style=\"whitegrid\")\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "sns.barplot(x=\"Product line\", y=\"gross income\", hue=\"Gender\", data=df)\n",
    "\n",
    "plt.title(\"Average Gross Income by Product Line and Gender\")\n",
    "plt.xlabel(\"Product Line\")\n",
    "plt.ylabel(\"Average Gross Income\")\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "eb9e6795",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F-statistic: 0.5884517218397469\n",
      "P-value: 0.7090289831549574\n",
      "There is no significant relationship between City, Branch, and Taxes Paid.\n"
     ]
    }
   ],
   "source": [
    "# Perform a two-way ANOVA\n",
    "result = stats.f_oneway(*[df[df['City'] == city]['Tax 5%'] for city in df['City'].unique()],\n",
    "                       *[df[df['Branch'] == branch]['Tax 5%'] for branch in df['Branch'].unique()])\n",
    "\n",
    "# Set the significance level (alpha)\n",
    "alpha = 0.05\n",
    "\n",
    "# Print the results\n",
    "print(\"F-statistic:\", result.statistic)\n",
    "print(\"P-value:\", result.pvalue)\n",
    "\n",
    "if result.pvalue < alpha:\n",
    "    print(\"There is a significant relationship between City, Branch, and Taxes Paid.\")\n",
    "else:\n",
    "    print(\"There is no significant relationship between City, Branch, and Taxes Paid.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "d7a4ad0b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "F-statistic: 0.5884517218397469\n",
      "P-value: 0.7090289831549574\n",
      "There is no significant relationship between City, Branch, and Gross Income.\n"
     ]
    }
   ],
   "source": [
    "# Set the significance level (alpha)\n",
    "alpha = 0.05\n",
    "\n",
    "# Print the results\n",
    "print(\"F-statistic:\", result.statistic)\n",
    "print(\"P-value:\", result.pvalue)\n",
    "\n",
    "if result.pvalue < alpha:\n",
    "    print(\"There is a significant relationship between City, Branch, and Gross Income.\")\n",
    "else:\n",
    "    print(\"There is no significant relationship between City, Branch, and Gross Income.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "16953c86",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Customer Types per City and Branch:\n",
      "        City Branch Customer type  Count\n",
      "0   Mandalay      B        Normal      2\n",
      "1  Naypyitaw      C        Member      3\n",
      "2  Naypyitaw      C        Normal      3\n",
      "3     Yangon      A        Member      1\n",
      "4     Yangon      A        Normal      1\n"
     ]
    }
   ],
   "source": [
    "# Group the data by City, Branch, and Customer Type, and count the number of occurrences\n",
    "customer_types_count = df.groupby(['City', 'Branch', 'Customer type']).size().reset_index(name='Count')\n",
    "\n",
    "# Print the result\n",
    "print(\"Number of Customer Types per City and Branch:\")\n",
    "print(customer_types_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "b8d3e635",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a scatter plot\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(df['cogs'], df['gross income'], alpha=0.5)\n",
    "plt.title(\"Relationship between Cost of Goods Sold and Gross Income\")\n",
    "plt.xlabel(\"Cost of Goods Sold\")\n",
    "plt.ylabel(\"Gross Income\")\n",
    "plt.grid(True)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "688f9f20",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Example: Bar chart to show average gross income by product line for each gender\n",
    "sns.set(style=\"whitegrid\")\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "sns.barplot(x=\"Product line\", y=\"gross income\", hue=\"Gender\", data=df)\n",
    "\n",
    "plt.title(\"Average Gross Income by Product Line and Gender\")\n",
    "plt.xlabel(\"Product Line\")\n",
    "plt.ylabel(\"Average Gross Income\")\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "a23420c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a bar plot using seaborn\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.barplot(x='Payment', y='Total', hue='Gender', data=df)\n",
    "plt.title('Total Income Across Payment Types and Gender')\n",
    "plt.xlabel('Payment Type')\n",
    "plt.ylabel('Total Income')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "9986fe3e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\somoy\\AppData\\Local\\Temp\\ipykernel_13380\\170169680.py:1: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  sns.distplot(df['Total'],kde=False,bins=30)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Total'>"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df['Total'],kde=False,bins=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "d3918641",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x1cdfc6b5ff0>"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='Total', y='Rating', data=df,kind='scatter')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "831d9b00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a count plot using seaborn\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.countplot(x='Payment', hue='Gender', data=df)\n",
    "plt.title('Payment Types Used Across Genders')\n",
    "plt.xlabel('Payment Type')\n",
    "plt.ylabel('Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "493e0933",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Payment Types Used Across Different Genders:\n",
      "   Gender      Payment  Count\n",
      "0  Female         Cash    178\n",
      "1  Female  Credit card    163\n",
      "2  Female      Ewallet    160\n",
      "3    Male         Cash    166\n",
      "4    Male  Credit card    148\n",
      "5    Male      Ewallet    185\n"
     ]
    }
   ],
   "source": [
    "# Group the data by Gender and Payment, and count the occurrences\n",
    "payment_by_gender = df.groupby(['Gender', 'Payment']).size().reset_index(name='Count')\n",
    "\n",
    "# Print the result\n",
    "print(\"Payment Types Used Across Different Genders:\")\n",
    "print(payment_by_gender)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "e5a36164",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\somoy\\AppData\\Local\\Temp\\ipykernel_13380\\170169680.py:1: UserWarning: \n",
      "\n",
      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
      "\n",
      "Please adapt your code to use either `displot` (a figure-level function with\n",
      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "\n",
      "For a guide to updating your code to use the new functions, please see\n",
      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
      "\n",
      "  sns.distplot(df['Total'],kde=False,bins=30)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Total'>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(df['Total'],kde=False,bins=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "3d8900f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a bar plot using seaborn\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.barplot(x='Payment', y='Total', hue='Gender', data=df)\n",
    "plt.title('Total Income Across Payment Types and Gender')\n",
    "plt.xlabel('Payment Type')\n",
    "plt.ylabel('Total income')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "fb2d600b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "# Select the relevant columns\n",
    "selected_columns = [\"Total\", \"Quantity\", \"Tax 5%\", \"cogs\", \"gross income\", \"Rating\"]\n",
    "\n",
    "# Create a subset of the data with the selected columns\n",
    "subset_data = df[selected_columns]\n",
    "\n",
    "# Calculate the correlation matrix\n",
    "correlation_matrix = subset_data.corr()\n",
    "\n",
    "# Create a heatmap of the correlation matrix\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\", fmt=\".2f\", linewidths=0.5)\n",
    "plt.title(\"Correlation Plot\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "4b03ac6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Group the data by Product Line and calculate the sum of Total Income\n",
    "total_income_by_product_line = df.groupby('Product line')['Total'].sum().reset_index()\n",
    "\n",
    "# Create a pie chart\n",
    "plt.figure(figsize=(8, 8))\n",
    "plt.pie(total_income_by_product_line['Total'], labels=total_income_by_product_line['Product line'], autopct='%1.1f%%', startangle=140, colors=['lightgreen', 'blue', 'red', 'yellow', 'magenta','orange'])\n",
    "plt.title('Total Income Across Product Lines')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "e1138b05",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gross Income per Product Line Across Cities:\n",
      "              Product line       City  gross income\n",
      "0   Electronic accessories   Mandalay      811.9735\n",
      "1   Electronic accessories  Naypyitaw      903.2845\n",
      "2   Electronic accessories     Yangon      872.2435\n",
      "3      Fashion accessories   Mandalay      781.5865\n",
      "4      Fashion accessories  Naypyitaw     1026.6700\n",
      "5      Fashion accessories     Yangon      777.7385\n",
      "6       Food and beverages   Mandalay      724.5185\n",
      "7       Food and beverages  Naypyitaw     1131.7550\n",
      "8       Food and beverages     Yangon      817.2905\n",
      "9        Health and beauty   Mandalay      951.4600\n",
      "10       Health and beauty  Naypyitaw      791.2060\n",
      "11       Health and beauty     Yangon      599.8930\n",
      "12      Home and lifestyle   Mandalay      835.6745\n",
      "13      Home and lifestyle  Naypyitaw      661.6930\n",
      "14      Home and lifestyle     Yangon     1067.4855\n",
      "15       Sports and travel   Mandalay      951.8190\n",
      "16       Sports and travel  Naypyitaw      750.5680\n",
      "17       Sports and travel     Yangon      922.5095\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# Group the data by Product Line and City, and calculate the sum of Gross Income\n",
    "product_city_income = df.groupby(['Product line', 'City'])['gross income'].sum().reset_index()\n",
    "\n",
    "# Print the gross income generated per product line across the cities\n",
    "print(\"Gross Income per Product Line Across Cities:\")\n",
    "print(product_city_income)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}