Amazon_Sales_Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8ed7a36f-f65b-4ff8-8f38-420e358c2a77",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3f4c52d8-cd10-4b29-ae59-f73c62d9c82c",
   "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>Region</th>\n",
       "      <th>Country</th>\n",
       "      <th>Item Type</th>\n",
       "      <th>Sales Channel</th>\n",
       "      <th>Order Priority</th>\n",
       "      <th>Order Date</th>\n",
       "      <th>Order ID</th>\n",
       "      <th>Ship Date</th>\n",
       "      <th>Units Sold</th>\n",
       "      <th>Unit Price</th>\n",
       "      <th>Unit Cost</th>\n",
       "      <th>Total Revenue</th>\n",
       "      <th>Total Cost</th>\n",
       "      <th>Total Profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Australia and Oceania</td>\n",
       "      <td>Tuvalu</td>\n",
       "      <td>Baby Food</td>\n",
       "      <td>Offline</td>\n",
       "      <td>H</td>\n",
       "      <td>5/28/2010</td>\n",
       "      <td>669165933</td>\n",
       "      <td>6/27/2010</td>\n",
       "      <td>9925</td>\n",
       "      <td>255.28</td>\n",
       "      <td>159.42</td>\n",
       "      <td>2533654.00</td>\n",
       "      <td>1582243.50</td>\n",
       "      <td>951410.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Central America and the Caribbean</td>\n",
       "      <td>Grenada</td>\n",
       "      <td>Cereal</td>\n",
       "      <td>Online</td>\n",
       "      <td>C</td>\n",
       "      <td>8/22/2012</td>\n",
       "      <td>963881480</td>\n",
       "      <td>9/15/2012</td>\n",
       "      <td>2804</td>\n",
       "      <td>205.70</td>\n",
       "      <td>117.11</td>\n",
       "      <td>576782.80</td>\n",
       "      <td>328376.44</td>\n",
       "      <td>248406.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Europe</td>\n",
       "      <td>Russia</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Offline</td>\n",
       "      <td>L</td>\n",
       "      <td>5/2/2014</td>\n",
       "      <td>341417157</td>\n",
       "      <td>5/8/2014</td>\n",
       "      <td>1779</td>\n",
       "      <td>651.21</td>\n",
       "      <td>524.96</td>\n",
       "      <td>1158502.59</td>\n",
       "      <td>933903.84</td>\n",
       "      <td>224598.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sao Tome and Principe</td>\n",
       "      <td>Fruits</td>\n",
       "      <td>Online</td>\n",
       "      <td>C</td>\n",
       "      <td>6/20/2014</td>\n",
       "      <td>514321792</td>\n",
       "      <td>7/5/2014</td>\n",
       "      <td>8102</td>\n",
       "      <td>9.33</td>\n",
       "      <td>6.92</td>\n",
       "      <td>75591.66</td>\n",
       "      <td>56065.84</td>\n",
       "      <td>19525.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Rwanda</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Offline</td>\n",
       "      <td>L</td>\n",
       "      <td>2/1/2013</td>\n",
       "      <td>115456712</td>\n",
       "      <td>2/6/2013</td>\n",
       "      <td>5062</td>\n",
       "      <td>651.21</td>\n",
       "      <td>524.96</td>\n",
       "      <td>3296425.02</td>\n",
       "      <td>2657347.52</td>\n",
       "      <td>639077.50</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Mali</td>\n",
       "      <td>Clothes</td>\n",
       "      <td>Online</td>\n",
       "      <td>M</td>\n",
       "      <td>7/26/2011</td>\n",
       "      <td>512878119</td>\n",
       "      <td>9/3/2011</td>\n",
       "      <td>888</td>\n",
       "      <td>109.28</td>\n",
       "      <td>35.84</td>\n",
       "      <td>97040.64</td>\n",
       "      <td>31825.92</td>\n",
       "      <td>65214.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Asia</td>\n",
       "      <td>Malaysia</td>\n",
       "      <td>Fruits</td>\n",
       "      <td>Offline</td>\n",
       "      <td>L</td>\n",
       "      <td>11/11/2011</td>\n",
       "      <td>810711038</td>\n",
       "      <td>12/28/2011</td>\n",
       "      <td>6267</td>\n",
       "      <td>9.33</td>\n",
       "      <td>6.92</td>\n",
       "      <td>58471.11</td>\n",
       "      <td>43367.64</td>\n",
       "      <td>15103.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sierra Leone</td>\n",
       "      <td>Vegetables</td>\n",
       "      <td>Offline</td>\n",
       "      <td>C</td>\n",
       "      <td>6/1/2016</td>\n",
       "      <td>728815257</td>\n",
       "      <td>6/29/2016</td>\n",
       "      <td>1485</td>\n",
       "      <td>154.06</td>\n",
       "      <td>90.93</td>\n",
       "      <td>228779.10</td>\n",
       "      <td>135031.05</td>\n",
       "      <td>93748.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>Personal Care</td>\n",
       "      <td>Offline</td>\n",
       "      <td>M</td>\n",
       "      <td>7/30/2015</td>\n",
       "      <td>559427106</td>\n",
       "      <td>8/8/2015</td>\n",
       "      <td>5767</td>\n",
       "      <td>81.73</td>\n",
       "      <td>56.67</td>\n",
       "      <td>471336.91</td>\n",
       "      <td>326815.89</td>\n",
       "      <td>144521.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Mozambique</td>\n",
       "      <td>Household</td>\n",
       "      <td>Offline</td>\n",
       "      <td>L</td>\n",
       "      <td>2/10/2012</td>\n",
       "      <td>665095412</td>\n",
       "      <td>2/15/2012</td>\n",
       "      <td>5367</td>\n",
       "      <td>668.27</td>\n",
       "      <td>502.54</td>\n",
       "      <td>3586605.09</td>\n",
       "      <td>2697132.18</td>\n",
       "      <td>889472.91</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                               Region                Country        Item Type  \\\n",
       "0               Australia and Oceania                 Tuvalu        Baby Food   \n",
       "1   Central America and the Caribbean                Grenada           Cereal   \n",
       "2                              Europe                 Russia  Office Supplies   \n",
       "3                  Sub-Saharan Africa  Sao Tome and Principe           Fruits   \n",
       "4                  Sub-Saharan Africa                 Rwanda  Office Supplies   \n",
       "..                                ...                    ...              ...   \n",
       "95                 Sub-Saharan Africa                   Mali          Clothes   \n",
       "96                               Asia               Malaysia           Fruits   \n",
       "97                 Sub-Saharan Africa           Sierra Leone       Vegetables   \n",
       "98                      North America                 Mexico    Personal Care   \n",
       "99                 Sub-Saharan Africa             Mozambique        Household   \n",
       "\n",
       "   Sales Channel Order Priority  Order Date   Order ID   Ship Date  \\\n",
       "0        Offline              H   5/28/2010  669165933   6/27/2010   \n",
       "1         Online              C   8/22/2012  963881480   9/15/2012   \n",
       "2        Offline              L    5/2/2014  341417157    5/8/2014   \n",
       "3         Online              C   6/20/2014  514321792    7/5/2014   \n",
       "4        Offline              L    2/1/2013  115456712    2/6/2013   \n",
       "..           ...            ...         ...        ...         ...   \n",
       "95        Online              M   7/26/2011  512878119    9/3/2011   \n",
       "96       Offline              L  11/11/2011  810711038  12/28/2011   \n",
       "97       Offline              C    6/1/2016  728815257   6/29/2016   \n",
       "98       Offline              M   7/30/2015  559427106    8/8/2015   \n",
       "99       Offline              L   2/10/2012  665095412   2/15/2012   \n",
       "\n",
       "    Units Sold  Unit Price  Unit Cost  Total Revenue  Total Cost  Total Profit  \n",
       "0         9925      255.28     159.42     2533654.00  1582243.50     951410.50  \n",
       "1         2804      205.70     117.11      576782.80   328376.44     248406.36  \n",
       "2         1779      651.21     524.96     1158502.59   933903.84     224598.75  \n",
       "3         8102        9.33       6.92       75591.66    56065.84      19525.82  \n",
       "4         5062      651.21     524.96     3296425.02  2657347.52     639077.50  \n",
       "..         ...         ...        ...            ...         ...           ...  \n",
       "95         888      109.28      35.84       97040.64    31825.92      65214.72  \n",
       "96        6267        9.33       6.92       58471.11    43367.64      15103.47  \n",
       "97        1485      154.06      90.93      228779.10   135031.05      93748.05  \n",
       "98        5767       81.73      56.67      471336.91   326815.89     144521.02  \n",
       "99        5367      668.27     502.54     3586605.09  2697132.18     889472.91  \n",
       "\n",
       "[100 rows x 14 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=pd.read_csv('C:/Users/SHREYA SAHA/Downloads/Amazon Sales Data.csv')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d571decf-64b0-45d8-b3a2-46217c097489",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100, 14)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5b0d010d-1e80-4d0f-a045-f24936929263",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Region             object\n",
       "Country            object\n",
       "Item Type          object\n",
       "Sales Channel      object\n",
       "Order Priority     object\n",
       "Order Date         object\n",
       "Order ID            int64\n",
       "Ship Date          object\n",
       "Units Sold          int64\n",
       "Unit Price        float64\n",
       "Unit Cost         float64\n",
       "Total Revenue     float64\n",
       "Total Cost        float64\n",
       "Total Profit      float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9d4aa3e4-a0e2-4ab1-98d7-2371aa76084c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Region            0\n",
       "Country           0\n",
       "Item Type         0\n",
       "Sales Channel     0\n",
       "Order Priority    0\n",
       "Order Date        0\n",
       "Order ID          0\n",
       "Ship Date         0\n",
       "Units Sold        0\n",
       "Unit Price        0\n",
       "Unit Cost         0\n",
       "Total Revenue     0\n",
       "Total Cost        0\n",
       "Total Profit      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ad761a82-0219-4218-9d88-b6563f17b45c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 100 entries, 0 to 99\n",
      "Data columns (total 14 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   Region          100 non-null    object \n",
      " 1   Country         100 non-null    object \n",
      " 2   Item Type       100 non-null    object \n",
      " 3   Sales Channel   100 non-null    object \n",
      " 4   Order Priority  100 non-null    object \n",
      " 5   Order Date      100 non-null    object \n",
      " 6   Order ID        100 non-null    int64  \n",
      " 7   Ship Date       100 non-null    object \n",
      " 8   Units Sold      100 non-null    int64  \n",
      " 9   Unit Price      100 non-null    float64\n",
      " 10  Unit Cost       100 non-null    float64\n",
      " 11  Total Revenue   100 non-null    float64\n",
      " 12  Total Cost      100 non-null    float64\n",
      " 13  Total Profit    100 non-null    float64\n",
      "dtypes: float64(5), int64(2), object(7)\n",
      "memory usage: 11.1+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f83ac97e-d4e1-48b6-8cac-d57cc6848a0b",
   "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>Order ID</th>\n",
       "      <th>Units Sold</th>\n",
       "      <th>Unit Price</th>\n",
       "      <th>Unit Cost</th>\n",
       "      <th>Total Revenue</th>\n",
       "      <th>Total Cost</th>\n",
       "      <th>Total Profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.000000e+02</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>1.000000e+02</td>\n",
       "      <td>1.000000e+02</td>\n",
       "      <td>1.000000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.550204e+08</td>\n",
       "      <td>5128.710000</td>\n",
       "      <td>276.761300</td>\n",
       "      <td>191.048000</td>\n",
       "      <td>1.373488e+06</td>\n",
       "      <td>9.318057e+05</td>\n",
       "      <td>4.416820e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.606153e+08</td>\n",
       "      <td>2794.484562</td>\n",
       "      <td>235.592241</td>\n",
       "      <td>188.208181</td>\n",
       "      <td>1.460029e+06</td>\n",
       "      <td>1.083938e+06</td>\n",
       "      <td>4.385379e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.146066e+08</td>\n",
       "      <td>124.000000</td>\n",
       "      <td>9.330000</td>\n",
       "      <td>6.920000</td>\n",
       "      <td>4.870260e+03</td>\n",
       "      <td>3.612240e+03</td>\n",
       "      <td>1.258020e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>3.389225e+08</td>\n",
       "      <td>2836.250000</td>\n",
       "      <td>81.730000</td>\n",
       "      <td>35.840000</td>\n",
       "      <td>2.687212e+05</td>\n",
       "      <td>1.688680e+05</td>\n",
       "      <td>1.214436e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.577086e+08</td>\n",
       "      <td>5382.500000</td>\n",
       "      <td>179.880000</td>\n",
       "      <td>107.275000</td>\n",
       "      <td>7.523144e+05</td>\n",
       "      <td>3.635664e+05</td>\n",
       "      <td>2.907680e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>7.907551e+08</td>\n",
       "      <td>7369.000000</td>\n",
       "      <td>437.200000</td>\n",
       "      <td>263.330000</td>\n",
       "      <td>2.212045e+06</td>\n",
       "      <td>1.613870e+06</td>\n",
       "      <td>6.358288e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>9.940222e+08</td>\n",
       "      <td>9925.000000</td>\n",
       "      <td>668.270000</td>\n",
       "      <td>524.960000</td>\n",
       "      <td>5.997055e+06</td>\n",
       "      <td>4.509794e+06</td>\n",
       "      <td>1.719922e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Order ID   Units Sold  Unit Price   Unit Cost  Total Revenue  \\\n",
       "count  1.000000e+02   100.000000  100.000000  100.000000   1.000000e+02   \n",
       "mean   5.550204e+08  5128.710000  276.761300  191.048000   1.373488e+06   \n",
       "std    2.606153e+08  2794.484562  235.592241  188.208181   1.460029e+06   \n",
       "min    1.146066e+08   124.000000    9.330000    6.920000   4.870260e+03   \n",
       "25%    3.389225e+08  2836.250000   81.730000   35.840000   2.687212e+05   \n",
       "50%    5.577086e+08  5382.500000  179.880000  107.275000   7.523144e+05   \n",
       "75%    7.907551e+08  7369.000000  437.200000  263.330000   2.212045e+06   \n",
       "max    9.940222e+08  9925.000000  668.270000  524.960000   5.997055e+06   \n",
       "\n",
       "         Total Cost  Total Profit  \n",
       "count  1.000000e+02  1.000000e+02  \n",
       "mean   9.318057e+05  4.416820e+05  \n",
       "std    1.083938e+06  4.385379e+05  \n",
       "min    3.612240e+03  1.258020e+03  \n",
       "25%    1.688680e+05  1.214436e+05  \n",
       "50%    3.635664e+05  2.907680e+05  \n",
       "75%    1.613870e+06  6.358288e+05  \n",
       "max    4.509794e+06  1.719922e+06  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1bbfbe8d-a7a6-48d9-9602-282cf91f85ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['region', 'country', 'item_type', 'sales_channel', 'order_priority',\n",
       "       'order_date', 'order_id', 'ship_date', 'units_sold', 'unit_price',\n",
       "       'unit_cost', 'total_revenue', 'total_cost', 'total_profit'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns=data.columns.str.strip().str.lower().str.replace(' ', '_').str.replace('(','').str.replace(')','')\n",
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f7dccbad-f82a-4f68-a70e-62b6b32757d6",
   "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>region</th>\n",
       "      <th>country</th>\n",
       "      <th>item_type</th>\n",
       "      <th>sales_channel</th>\n",
       "      <th>order_priority</th>\n",
       "      <th>order_date</th>\n",
       "      <th>order_id</th>\n",
       "      <th>ship_date</th>\n",
       "      <th>units_sold</th>\n",
       "      <th>unit_price</th>\n",
       "      <th>unit_cost</th>\n",
       "      <th>total_revenue</th>\n",
       "      <th>total_cost</th>\n",
       "      <th>total_profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Australia and Oceania</td>\n",
       "      <td>Tuvalu</td>\n",
       "      <td>Baby Food</td>\n",
       "      <td>Offline</td>\n",
       "      <td>H</td>\n",
       "      <td>5/28/2010</td>\n",
       "      <td>669165933</td>\n",
       "      <td>6/27/2010</td>\n",
       "      <td>9925</td>\n",
       "      <td>255.28</td>\n",
       "      <td>159.42</td>\n",
       "      <td>2533654.00</td>\n",
       "      <td>1582243.50</td>\n",
       "      <td>951410.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Central America and the Caribbean</td>\n",
       "      <td>Grenada</td>\n",
       "      <td>Cereal</td>\n",
       "      <td>Online</td>\n",
       "      <td>C</td>\n",
       "      <td>8/22/2012</td>\n",
       "      <td>963881480</td>\n",
       "      <td>9/15/2012</td>\n",
       "      <td>2804</td>\n",
       "      <td>205.70</td>\n",
       "      <td>117.11</td>\n",
       "      <td>576782.80</td>\n",
       "      <td>328376.44</td>\n",
       "      <td>248406.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Europe</td>\n",
       "      <td>Russia</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Offline</td>\n",
       "      <td>L</td>\n",
       "      <td>5/2/2014</td>\n",
       "      <td>341417157</td>\n",
       "      <td>5/8/2014</td>\n",
       "      <td>1779</td>\n",
       "      <td>651.21</td>\n",
       "      <td>524.96</td>\n",
       "      <td>1158502.59</td>\n",
       "      <td>933903.84</td>\n",
       "      <td>224598.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sao Tome and Principe</td>\n",
       "      <td>Fruits</td>\n",
       "      <td>Online</td>\n",
       "      <td>C</td>\n",
       "      <td>6/20/2014</td>\n",
       "      <td>514321792</td>\n",
       "      <td>7/5/2014</td>\n",
       "      <td>8102</td>\n",
       "      <td>9.33</td>\n",
       "      <td>6.92</td>\n",
       "      <td>75591.66</td>\n",
       "      <td>56065.84</td>\n",
       "      <td>19525.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Rwanda</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Offline</td>\n",
       "      <td>L</td>\n",
       "      <td>2/1/2013</td>\n",
       "      <td>115456712</td>\n",
       "      <td>2/6/2013</td>\n",
       "      <td>5062</td>\n",
       "      <td>651.21</td>\n",
       "      <td>524.96</td>\n",
       "      <td>3296425.02</td>\n",
       "      <td>2657347.52</td>\n",
       "      <td>639077.50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              region                country        item_type  \\\n",
       "0              Australia and Oceania                 Tuvalu        Baby Food   \n",
       "1  Central America and the Caribbean                Grenada           Cereal   \n",
       "2                             Europe                 Russia  Office Supplies   \n",
       "3                 Sub-Saharan Africa  Sao Tome and Principe           Fruits   \n",
       "4                 Sub-Saharan Africa                 Rwanda  Office Supplies   \n",
       "\n",
       "  sales_channel order_priority order_date   order_id  ship_date  units_sold  \\\n",
       "0       Offline              H  5/28/2010  669165933  6/27/2010        9925   \n",
       "1        Online              C  8/22/2012  963881480  9/15/2012        2804   \n",
       "2       Offline              L   5/2/2014  341417157   5/8/2014        1779   \n",
       "3        Online              C  6/20/2014  514321792   7/5/2014        8102   \n",
       "4       Offline              L   2/1/2013  115456712   2/6/2013        5062   \n",
       "\n",
       "   unit_price  unit_cost  total_revenue  total_cost  total_profit  \n",
       "0      255.28     159.42     2533654.00  1582243.50     951410.50  \n",
       "1      205.70     117.11      576782.80   328376.44     248406.36  \n",
       "2      651.21     524.96     1158502.59   933903.84     224598.75  \n",
       "3        9.33       6.92       75591.66    56065.84      19525.82  \n",
       "4      651.21     524.96     3296425.02  2657347.52     639077.50  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a532535a-6103-4d99-b6a0-727ddc1879e1",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['order_date']=pd.to_datetime(data['order_date'])\n",
    "data['ship_date']=pd.to_datetime(data['ship_date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a9568f58-3f35-4a88-943d-6f4ba461a919",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 100 entries, 0 to 99\n",
      "Data columns (total 14 columns):\n",
      " #   Column          Non-Null Count  Dtype         \n",
      "---  ------          --------------  -----         \n",
      " 0   region          100 non-null    object        \n",
      " 1   country         100 non-null    object        \n",
      " 2   item_type       100 non-null    object        \n",
      " 3   sales_channel   100 non-null    object        \n",
      " 4   order_priority  100 non-null    object        \n",
      " 5   order_date      100 non-null    datetime64[ns]\n",
      " 6   order_id        100 non-null    int64         \n",
      " 7   ship_date       100 non-null    datetime64[ns]\n",
      " 8   units_sold      100 non-null    int64         \n",
      " 9   unit_price      100 non-null    float64       \n",
      " 10  unit_cost       100 non-null    float64       \n",
      " 11  total_revenue   100 non-null    float64       \n",
      " 12  total_cost      100 non-null    float64       \n",
      " 13  total_profit    100 non-null    float64       \n",
      "dtypes: datetime64[ns](2), float64(5), int64(2), object(5)\n",
      "memory usage: 11.1+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0ef49ed0-32a5-43a5-a80e-1d0c37ea286f",
   "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>region</th>\n",
       "      <th>country</th>\n",
       "      <th>item_type</th>\n",
       "      <th>sales_channel</th>\n",
       "      <th>order_priority</th>\n",
       "      <th>order_date</th>\n",
       "      <th>order_id</th>\n",
       "      <th>ship_date</th>\n",
       "      <th>units_sold</th>\n",
       "      <th>unit_price</th>\n",
       "      <th>unit_cost</th>\n",
       "      <th>total_revenue</th>\n",
       "      <th>total_cost</th>\n",
       "      <th>total_profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Australia and Oceania</td>\n",
       "      <td>Tuvalu</td>\n",
       "      <td>Baby Food</td>\n",
       "      <td>Offline</td>\n",
       "      <td>H</td>\n",
       "      <td>2010-05-28</td>\n",
       "      <td>669165933</td>\n",
       "      <td>2010-06-27</td>\n",
       "      <td>9925</td>\n",
       "      <td>255.28</td>\n",
       "      <td>159.42</td>\n",
       "      <td>2533654.00</td>\n",
       "      <td>1582243.50</td>\n",
       "      <td>951410.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Central America and the Caribbean</td>\n",
       "      <td>Grenada</td>\n",
       "      <td>Cereal</td>\n",
       "      <td>Online</td>\n",
       "      <td>C</td>\n",
       "      <td>2012-08-22</td>\n",
       "      <td>963881480</td>\n",
       "      <td>2012-09-15</td>\n",
       "      <td>2804</td>\n",
       "      <td>205.70</td>\n",
       "      <td>117.11</td>\n",
       "      <td>576782.80</td>\n",
       "      <td>328376.44</td>\n",
       "      <td>248406.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Europe</td>\n",
       "      <td>Russia</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Offline</td>\n",
       "      <td>L</td>\n",
       "      <td>2014-05-02</td>\n",
       "      <td>341417157</td>\n",
       "      <td>2014-05-08</td>\n",
       "      <td>1779</td>\n",
       "      <td>651.21</td>\n",
       "      <td>524.96</td>\n",
       "      <td>1158502.59</td>\n",
       "      <td>933903.84</td>\n",
       "      <td>224598.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Sao Tome and Principe</td>\n",
       "      <td>Fruits</td>\n",
       "      <td>Online</td>\n",
       "      <td>C</td>\n",
       "      <td>2014-06-20</td>\n",
       "      <td>514321792</td>\n",
       "      <td>2014-07-05</td>\n",
       "      <td>8102</td>\n",
       "      <td>9.33</td>\n",
       "      <td>6.92</td>\n",
       "      <td>75591.66</td>\n",
       "      <td>56065.84</td>\n",
       "      <td>19525.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>Rwanda</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Offline</td>\n",
       "      <td>L</td>\n",
       "      <td>2013-02-01</td>\n",
       "      <td>115456712</td>\n",
       "      <td>2013-02-06</td>\n",
       "      <td>5062</td>\n",
       "      <td>651.21</td>\n",
       "      <td>524.96</td>\n",
       "      <td>3296425.02</td>\n",
       "      <td>2657347.52</td>\n",
       "      <td>639077.50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              region                country        item_type  \\\n",
       "0              Australia and Oceania                 Tuvalu        Baby Food   \n",
       "1  Central America and the Caribbean                Grenada           Cereal   \n",
       "2                             Europe                 Russia  Office Supplies   \n",
       "3                 Sub-Saharan Africa  Sao Tome and Principe           Fruits   \n",
       "4                 Sub-Saharan Africa                 Rwanda  Office Supplies   \n",
       "\n",
       "  sales_channel order_priority order_date   order_id  ship_date  units_sold  \\\n",
       "0       Offline              H 2010-05-28  669165933 2010-06-27        9925   \n",
       "1        Online              C 2012-08-22  963881480 2012-09-15        2804   \n",
       "2       Offline              L 2014-05-02  341417157 2014-05-08        1779   \n",
       "3        Online              C 2014-06-20  514321792 2014-07-05        8102   \n",
       "4       Offline              L 2013-02-01  115456712 2013-02-06        5062   \n",
       "\n",
       "   unit_price  unit_cost  total_revenue  total_cost  total_profit  \n",
       "0      255.28     159.42     2533654.00  1582243.50     951410.50  \n",
       "1      205.70     117.11      576782.80   328376.44     248406.36  \n",
       "2      651.21     524.96     1158502.59   933903.84     224598.75  \n",
       "3        9.33       6.92       75591.66    56065.84      19525.82  \n",
       "4      651.21     524.96     3296425.02  2657347.52     639077.50  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ee365cc4-a38f-413a-be22-34ffe1b14e5f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Profit:$44168198.39999999\n"
     ]
    }
   ],
   "source": [
    "total_profit=data['total_profit'].sum()\n",
    "print(f'Total Profit:${total_profit}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "241e8994-8b66-470c-8630-0c68395fdb5f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total cost:$93180569.91000001\n"
     ]
    }
   ],
   "source": [
    "total_cost=data['total_cost'].sum()\n",
    "print(f'Total cost:${total_cost}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ad40de3e-a467-4112-b5a7-d0c1e0408bb1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Revenue:$137348768.31\n"
     ]
    }
   ],
   "source": [
    "total_revenue=data['total_revenue'].sum()\n",
    "print(f'Total Revenue:${total_revenue}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "91ff7b2f-c76a-4d51-8719-f9684249cbd7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average unit price:$276.7613\n"
     ]
    }
   ],
   "source": [
    "avg_unit_price=data['unit_price'].mean()\n",
    "print(f'Average unit price:${avg_unit_price}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "7bc24573-9d35-48ab-a045-d1b06a7a9764",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total units sold:512871\n"
     ]
    }
   ],
   "source": [
    "total_units_sold=data['units_sold'].sum()\n",
    "print(f'Total units sold:{total_units_sold}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0e38df61-0b5b-4d50-bc95-964069eddca9",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['year']=data['order_date'].dt.year\n",
    "data['month']=data['order_date'].dt.month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ec2a880c-007c-42ff-86f7-8f5ab82af8be",
   "metadata": {},
   "outputs": [],
   "source": [
    "yearly_sales=data.groupby('year')['total_revenue'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "a6b7ab46-6ac7-4069-965f-685bd8da0e1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "6db6535a-92e3-48e3-be76-e49631f5db60",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\SHREYA SAHA\\AppData\\Local\\Temp\\ipykernel_18804\\1328326863.py:2: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=yearly_sales.index,y=yearly_sales.values,ax=ax[0],palette=\"Set1\")\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,2,figsize=(15,6))\n",
    "sns.barplot(x=yearly_sales.index,y=yearly_sales.values,ax=ax[0],palette=\"Set1\")\n",
    "ax[0].set_title('Yearly Sales Trend')\n",
    "ax[0].set_xlabel('Year')\n",
    "ax[0].set_ylabel('Total Revenue')\n",
    "ax[0].grid(axis='y')\n",
    "\n",
    "sns.lineplot(x=yearly_sales.index,y=yearly_sales.values,ax=ax[1],marker='o',color='r')\n",
    "ax[0].set_title('Yearly Sales Trend')\n",
    "ax[0].set_xlabel('Year')\n",
    "ax[0].set_ylabel('Total Revenue')\n",
    "plt.xticks(yearly_sales.index)\n",
    "ax[0].grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "3be21d4d-cc0d-46f3-87b1-a7175c181642",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\SHREYA SAHA\\AppData\\Local\\Temp\\ipykernel_18804\\1348724766.py:4: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=monthly_sales.index,y=monthly_sales.values,ax=ax[0],palette=\"Set1\")\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "monthly_sales=data.groupby('month')['total_revenue'].sum()\n",
    "\n",
    "fig,ax=plt.subplots(1,2,figsize=(15,6))\n",
    "sns.barplot(x=monthly_sales.index,y=monthly_sales.values,ax=ax[0],palette=\"Set1\")\n",
    "ax[0].set_title('Monthli Sales Trend')\n",
    "ax[0].set_xlabel('Month')\n",
    "ax[0].set_ylabel('Total Revenue')\n",
    "ax[0].grid(axis='y')\n",
    "\n",
    "sns.lineplot(x=monthly_sales.index,y=monthly_sales.values,ax=ax[1],marker='o',color='r')\n",
    "ax[0].set_title('Monthly Sales Trend')\n",
    "ax[0].set_xlabel('Month')\n",
    "ax[0].set_ylabel('Total Revenue')\n",
    "plt.xticks(monthly_sales.index)\n",
    "ax[0].grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "77f60f17-3040-4b34-92c8-43578004f617",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\SHREYA SAHA\\AppData\\Local\\Temp\\ipykernel_18804\\3428049512.py:4: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=total_revenue_by_channel.index,y=total_revenue_by_channel.values,palette=\"Set1\")\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_revenue_by_channel=data.groupby('sales_channel')['total_revenue'].sum()\n",
    "plt.figure(figsize=(18,6))\n",
    "plt.subplot(1,2,1)\n",
    "sns.barplot(x=total_revenue_by_channel.index,y=total_revenue_by_channel.values,palette=\"Set1\")\n",
    "plt.title('Total Revenue by Sales Channel')\n",
    "plt.xlabel('Sales Channel')\n",
    "plt.ylabel(\"Total Revenue\")\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "total_revenue_by_channel.plot.pie(autopct='%1.1f%%',startangle=90,figsize=(10,6))\n",
    "plt.title('Total Revenue by Sales Channel')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "dcdfe521-4381-4390-8d15-e714aa22322a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\SHREYA SAHA\\AppData\\Local\\Temp\\ipykernel_18804\\1047140403.py:3: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=total_revenue_by_region.index,y=total_revenue_by_region.values,palette=\"Dark2\")\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_revenue_by_region=data.groupby('region')['total_revenue'].sum()\n",
    "plt.figure(figsize=(12,5))\n",
    "sns.barplot(x=total_revenue_by_region.index,y=total_revenue_by_region.values,palette=\"Dark2\")\n",
    "plt.title('Total Revenue by Region')\n",
    "plt.xlabel('Region')\n",
    "plt.ylabel(\"Total Revenue\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.grid(axis='y')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "ad2266fa-dc15-47bc-a4a8-ab20394d3391",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_revenue_by_item_type=data.groupby('item_type')['total_revenue'].sum()\n",
    "plt.figure(figsize=(10,6))\n",
    "\n",
    "plt.pie(total_revenue_by_item_type,labels=total_revenue_by_item_type.index,autopct='%1.1f%%',startangle=90,pctdistance=0.85)\n",
    "plt.title('Total Revenue by Itrm Type')\n",
    "plt.xlabel('Region')\n",
    "centre_circle=plt.Circle((0,0),0.70,fc='white')\n",
    "fig=plt.gcf()\n",
    "fig.gca().add_artist(centre_circle)\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "5cd873f5-9464-47d2-b4dd-881f6b254b1a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\SHREYA SAHA\\AppData\\Local\\Temp\\ipykernel_18804\\2447810431.py:3: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=total_profit_by_country.index,y=total_profit_by_country.values,palette=\"Set1\")\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "([0, 1, 2, 3, 4, 5, 6, 7, 8, 9],\n",
       " [Text(0, 0, 'Djibouti'),\n",
       "  Text(1, 0, 'Myanmar'),\n",
       "  Text(2, 0, 'Pakistan'),\n",
       "  Text(3, 0, 'Samoa '),\n",
       "  Text(4, 0, 'Honduras'),\n",
       "  Text(5, 0, 'Iceland'),\n",
       "  Text(6, 0, 'Azerbaijan'),\n",
       "  Text(7, 0, 'Switzerland'),\n",
       "  Text(8, 0, 'Mexico'),\n",
       "  Text(9, 0, 'Rwanda')])"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_profit_by_country=data.groupby('country')['total_profit'].sum().sort_values(ascending=False).head(10)\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.barplot(x=total_profit_by_country.index,y=total_profit_by_country.values,palette=\"Set1\")\n",
    "plt.xlabel('Country')\n",
    "plt.ylabel('Total Profit')\n",
    "plt.title('Total Profit by Top 10 Countries')\n",
    "plt.xticks(rotation=45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "7a9dc900-7d2e-45ab-9084-7187cf6cc2a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_profit_by_country=data.groupby('country')['total_profit'].sum().sort_values(ascending=False).head(5)\n",
    "plt.figure(figsize=(12,6))\n",
    "total_profit_by_country.plot(kind='line',marker='o',color='r')\n",
    "plt.xlabel('Country')\n",
    "plt.ylabel('Total Profit')\n",
    "plt.title('Total Profit By Country')\n",
    "plt.xticks(rotation=45)\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "4fc1e6d9-abf2-4453-afc9-70092e80587f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_units_sold_monthly=data.groupby(['month','item_type'])['units_sold'].sum().unstack()\n",
    "plt.figure(figsize=(16,8))\n",
    "total_units_sold_monthly.plot(kind='bar',stacked=True)\n",
    "plt.title('Total units sold for each item monthly')\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Total Units Sold')\n",
    "plt.xticks(rotation=0)\n",
    "plt.grid(axis='y')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "a36bd7e0-b628-44cf-89dd-8efdde0b4fd4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "numeric_df=data.select_dtypes(include=['int64','float64'])\n",
    "correlation_matrix=numeric_df.corr()\n",
    "sns.heatmap(correlation_matrix,annot=True,cmap='coolwarm',fmt='.2f')\n",
    "plt.title('Correlation Matrix')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "5e2b6f01-5472-4349-86cb-6c583d216766",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Order Priority')"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order_priority=data['order_priority'].value_counts()\n",
    "plt.figure(figsize=(10,6))\n",
    "order_priority.plot.pie(autopct='%1.1f%%',startangle=90,figsize=(10,6))\n",
    "plt.title('Order Priority')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "6ea46328-8a27-4ac5-97c1-cb31d368a71c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\SHREYA SAHA\\AppData\\Local\\Temp\\ipykernel_18804\\1403260549.py:3: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=total_cost_by_country.index,y=total_cost_by_country.values,palette=\"Set1\")\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_cost_by_country=data.groupby('region')['total_cost'].sum().sort_values(ascending=False)\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.barplot(x=total_cost_by_country.index,y=total_cost_by_country.values,palette=\"Set1\")\n",
    "plt.xlabel('Region')\n",
    "plt.ylabel('Total Cost')\n",
    "plt.title('Total Cost by Region')\n",
    "plt.xticks(rotation=45)\n",
    "plt.grid(axis='y')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e758281c-d6f4-4907-9843-52028f8bee7f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}