EuropeSalesData.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "6664af25-a109-442d-86ac-2676fcb37c94",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2a3626ad-23c1-4a91-ab55-c9183d0a86dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('Europe Sales Records.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8c31d3d9-67eb-47a6-b479-ab7dccf35949",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1330 entries, 0 to 1329\n",
      "Data columns (total 14 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   Region          1330 non-null   object \n",
      " 1   Country         1330 non-null   object \n",
      " 2   Item Type       1330 non-null   object \n",
      " 3   Sales Channel   1330 non-null   object \n",
      " 4   Order Priority  1330 non-null   object \n",
      " 5   Order Date      1330 non-null   object \n",
      " 6   Order ID        1330 non-null   int64  \n",
      " 7   Ship Date       1330 non-null   object \n",
      " 8   Units Sold      1330 non-null   int64  \n",
      " 9   Unit Price      1330 non-null   float64\n",
      " 10  Unit Cost       1330 non-null   float64\n",
      " 11  Total Revenue   1330 non-null   float64\n",
      " 12  Total Cost      1330 non-null   float64\n",
      " 13  Total Profit    1330 non-null   float64\n",
      "dtypes: float64(5), int64(2), object(7)\n",
      "memory usage: 145.6+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d94b94d0-5d59-42d7-80c5-d9c8de77a2b7",
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    {
     "data": {
      "text/plain": [
       "<bound method IndexOpsMixin.nunique of 0       478051030\n",
       "1       919133651\n",
       "2       987410676\n",
       "3       672330081\n",
       "4       579463422\n",
       "          ...    \n",
       "1325    634033286\n",
       "1326    559183347\n",
       "1327    781416594\n",
       "1328    713357150\n",
       "1329    906794202\n",
       "Name: Order ID, Length: 1330, dtype: int64>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Order ID'].nunique ## No duplicate Order ID's -> Compared to number of rows in dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b5af6c00-15fb-4930-99c8-ec0e1e1623ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Europe'], dtype=object)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Region'].unique() ## No outlier in the Region data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "8d402d0d-6f14-4356-bc16-d0bd39b356d7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Longest processing time: 50 days 00:00:00\n",
      "Quickest processing time: 0 days 00:00:00\n",
      "      Region         Country      Item Type Sales Channel Order Priority  \\\n",
      "21    Europe   Liechtenstein      Cosmetics        Online              L   \n",
      "48    Europe     Switzerland      Cosmetics        Online              C   \n",
      "57    Europe           Malta  Personal Care       Offline              M   \n",
      "239   Europe      San Marino      Beverages       Offline              L   \n",
      "242   Europe      San Marino      Household       Offline              H   \n",
      "356   Europe      San Marino         Cereal        Online              H   \n",
      "474   Europe     Switzerland           Meat       Offline              L   \n",
      "549   Europe         Germany     Vegetables       Offline              C   \n",
      "627   Europe  Czech Republic         Cereal       Offline              C   \n",
      "645   Europe         Denmark      Baby Food        Online              L   \n",
      "669   Europe      Montenegro  Personal Care       Offline              C   \n",
      "771   Europe      Montenegro        Clothes        Online              C   \n",
      "803   Europe          Serbia      Beverages       Offline              H   \n",
      "1009  Europe          Sweden         Snacks        Online              C   \n",
      "1079  Europe          Serbia         Cereal       Offline              C   \n",
      "1104  Europe          Russia        Clothes       Offline              L   \n",
      "1110  Europe         Andorra           Meat        Online              L   \n",
      "1129  Europe          Kosovo     Vegetables        Online              H   \n",
      "1140  Europe     Switzerland     Vegetables        Online              L   \n",
      "1163  Europe      Luxembourg           Meat        Online              M   \n",
      "\n",
      "     Order Date   Order ID  Ship Date  Units Sold  Unit Price  Unit Cost  \\\n",
      "21   2012-07-15  229693067 2012-07-15         138      437.20     263.33   \n",
      "48   2017-07-20  233811223 2017-07-20        8792      437.20     263.33   \n",
      "57   2011-08-16  466988742 2011-08-16        1201       81.73      56.67   \n",
      "239  2012-01-02  772893178 2012-01-02        5122       47.45      31.79   \n",
      "242  2015-12-09  821131742 2015-12-09        9985      668.27     502.54   \n",
      "356  2016-10-22  518421494 2016-10-22        1296      205.70     117.11   \n",
      "474  2012-04-26  643259227 2012-04-26        3555      421.89     364.69   \n",
      "549  2011-03-14  465753209 2011-03-14        5579      154.06      90.93   \n",
      "627  2015-05-20  322524106 2015-05-20         905      205.70     117.11   \n",
      "645  2016-09-06  764837539 2016-09-06        1279      255.28     159.42   \n",
      "669  2013-06-29  284435451 2013-06-29        9625       81.73      56.67   \n",
      "771  2014-03-09  234082448 2014-03-09        9053      109.28      35.84   \n",
      "803  2016-11-29  797316300 2016-11-29        2466       47.45      31.79   \n",
      "1009 2013-06-01  971899354 2013-06-01        5471      152.58      97.44   \n",
      "1079 2016-08-11  100983083 2016-08-11        1993      205.70     117.11   \n",
      "1104 2010-07-09  138820683 2010-07-09        8980      109.28      35.84   \n",
      "1110 2015-02-26  212903726 2015-02-26        1798      421.89     364.69   \n",
      "1129 2014-11-07  491547477 2014-11-07        8676      154.06      90.93   \n",
      "1140 2016-10-15  819037473 2016-10-15         244      154.06      90.93   \n",
      "1163 2015-12-19  216278588 2015-12-19         495      421.89     364.69   \n",
      "\n",
      "      Total Revenue  Total Cost  Total Profit  \n",
      "21         60333.60    36339.54      23994.06  \n",
      "48       3843862.40  2315197.36    1528665.04  \n",
      "57         98157.73    68060.67      30097.06  \n",
      "239       243038.90   162828.38      80210.52  \n",
      "242      6672675.95  5017861.90    1654814.05  \n",
      "356       266587.20   151774.56     114812.64  \n",
      "474      1499818.95  1296472.95     203346.00  \n",
      "549       859500.74   507298.47     352202.27  \n",
      "627       186158.50   105984.55      80173.95  \n",
      "645       326503.12   203898.18     122604.94  \n",
      "669       786651.25   545448.75     241202.50  \n",
      "771       989311.84   324459.52     664852.32  \n",
      "803       117011.70    78394.14      38617.56  \n",
      "1009      834765.18   533094.24     301670.94  \n",
      "1079      409960.10   233400.23     176559.87  \n",
      "1104      981334.40   321843.20     659491.20  \n",
      "1110      758558.22   655712.62     102845.60  \n",
      "1129     1336624.56   788908.68     547715.88  \n",
      "1140       37590.64    22186.92      15403.72  \n",
      "1163      208835.55   180521.55      28314.00  \n"
     ]
    }
   ],
   "source": [
    "df['Order Date'] = pd.to_datetime(df['Order Date'])\n",
    "df['Ship Date'] = pd.to_datetime(df['Ship Date'])\n",
    "\n",
    "# Calculate the difference between 'Ship Date' and 'Order Date'\n",
    "delivery_times = df['Ship Date'] - df['Order Date']\n",
    "\n",
    "# Find the maximum range (maximum delivery time)\n",
    "max_delivery_time = delivery_times.max()\n",
    "min_delivery_time = delivery_times.min()\n",
    "\n",
    "print(\"Longest processing time:\", max_delivery_time)\n",
    "print(\"Quickest processing time:\", min_delivery_time) # Maybe digital delivery.\n",
    "\n",
    "same_day_shipment = df[df['Ship Date'].dt.date == df['Order Date'].dt.date]\n",
    "\n",
    "print(same_day_shipment) # Looks like many different categories of items ship on the same day, kudos to logistics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "73f85daf-fa30-4973-9d23-03277165bc37",
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    {
     "data": {
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       "<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>413</th>\n",
       "      <td>Europe</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>Personal Care</td>\n",
       "      <td>Offline</td>\n",
       "      <td>H</td>\n",
       "      <td>2013-12-23</td>\n",
       "      <td>387098824</td>\n",
       "      <td>2014-01-04</td>\n",
       "      <td>9999</td>\n",
       "      <td>81.73</td>\n",
       "      <td>56.67</td>\n",
       "      <td>817218.27</td>\n",
       "      <td>566643.33</td>\n",
       "      <td>250574.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1040</th>\n",
       "      <td>Europe</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>Office Supplies</td>\n",
       "      <td>Offline</td>\n",
       "      <td>C</td>\n",
       "      <td>2012-02-17</td>\n",
       "      <td>775849616</td>\n",
       "      <td>2012-03-05</td>\n",
       "      <td>9997</td>\n",
       "      <td>651.21</td>\n",
       "      <td>524.96</td>\n",
       "      <td>6510146.37</td>\n",
       "      <td>5248025.12</td>\n",
       "      <td>1262121.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>Europe</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>Clothes</td>\n",
       "      <td>Online</td>\n",
       "      <td>C</td>\n",
       "      <td>2012-10-02</td>\n",
       "      <td>261187350</td>\n",
       "      <td>2012-10-03</td>\n",
       "      <td>9996</td>\n",
       "      <td>109.28</td>\n",
       "      <td>35.84</td>\n",
       "      <td>1092362.88</td>\n",
       "      <td>358256.64</td>\n",
       "      <td>734106.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Europe</td>\n",
       "      <td>San Marino</td>\n",
       "      <td>Household</td>\n",
       "      <td>Offline</td>\n",
       "      <td>H</td>\n",
       "      <td>2015-12-09</td>\n",
       "      <td>821131742</td>\n",
       "      <td>2015-12-09</td>\n",
       "      <td>9985</td>\n",
       "      <td>668.27</td>\n",
       "      <td>502.54</td>\n",
       "      <td>6672675.95</td>\n",
       "      <td>5017861.90</td>\n",
       "      <td>1654814.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Europe</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>Baby Food</td>\n",
       "      <td>Online</td>\n",
       "      <td>M</td>\n",
       "      <td>2011-01-25</td>\n",
       "      <td>128686225</td>\n",
       "      <td>2011-03-13</td>\n",
       "      <td>9968</td>\n",
       "      <td>255.28</td>\n",
       "      <td>159.42</td>\n",
       "      <td>2544631.04</td>\n",
       "      <td>1589098.56</td>\n",
       "      <td>955532.48</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "      Region         Country        Item Type Sales Channel Order Priority  \\\n",
       "413   Europe  United Kingdom    Personal Care       Offline              H   \n",
       "1040  Europe        Portugal  Office Supplies       Offline              C   \n",
       "527   Europe         Ireland          Clothes        Online              C   \n",
       "242   Europe      San Marino        Household       Offline              H   \n",
       "38    Europe         Hungary        Baby Food        Online              M   \n",
       "\n",
       "     Order Date   Order ID  Ship Date  Units Sold  Unit Price  Unit Cost  \\\n",
       "413  2013-12-23  387098824 2014-01-04        9999       81.73      56.67   \n",
       "1040 2012-02-17  775849616 2012-03-05        9997      651.21     524.96   \n",
       "527  2012-10-02  261187350 2012-10-03        9996      109.28      35.84   \n",
       "242  2015-12-09  821131742 2015-12-09        9985      668.27     502.54   \n",
       "38   2011-01-25  128686225 2011-03-13        9968      255.28     159.42   \n",
       "\n",
       "      Total Revenue  Total Cost  Total Profit  \n",
       "413       817218.27   566643.33     250574.94  \n",
       "1040     6510146.37  5248025.12    1262121.25  \n",
       "527      1092362.88   358256.64     734106.24  \n",
       "242      6672675.95  5017861.90    1654814.05  \n",
       "38       2544631.04  1589098.56     955532.48  "
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(by = ['Units Sold'], ascending=False).drop_duplicates('Item Type').head() # What top 5 Item Types sold the most units?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "25d441db-2d44-4d57-8e15-40e12d57d518",
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    "import plotly.graph_objs as go \n",
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       "            Plotly.purge(gd);\n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = dict(\n",
    "    type = 'choropleth',\n",
    "    locations = df['Country'],\n",
    "    locationmode = 'country names',\n",
    "    z = df['Total Revenue'],\n",
    "    text = df['Country'],\n",
    "    colorbar = {'title':'Total Revenue'})\n",
    "\n",
    "layout = dict(\n",
    "    width = 800,\n",
    "    height = 800,\n",
    "    title = 'Total Revenue',\n",
    "    geo = dict(\n",
    "        showframe = False,\n",
    "        projection = {'type':'stereographic'}))\n",
    "\n",
    "choromap = go.Figure(data = [data],layout = layout)\n",
    "iplot(choromap,validate=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "f47066ff-0f89-4f10-869b-edf6794905ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "# We use a map to visualize that the Netherlands had the highest total revenue. Let's verify this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "4fd50916-2e5b-4e96-89d7-38ee801c4465",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Country with the highest total revenue: Kosovo\n",
      "Total revenue for the highest country: 53833142.79\n"
     ]
    }
   ],
   "source": [
    "country_total_revenue = df.groupby('Country')['Total Revenue'].sum()\n",
    "\n",
    "country_with_highest_revenue = country_total_revenue.idxmax()\n",
    "highest_revenue = country_total_revenue.max()\n",
    "\n",
    "print(\"Country with the highest total revenue:\", country_with_highest_revenue)\n",
    "print(\"Total revenue for the highest country:\", highest_revenue)\n",
    "\n",
    "# Probably not all countries are listed in the plot.ly database in the option 'locationmode' or maybe they differ in spelling. Let's rely on the data we have instead of the third party library plot.ly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "18082127-6a73-4255-98ad-242c28b297ec",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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