Project28_customer_segmentation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "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>InvoiceNo</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>UnitPrice</th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>536365</td>\n",
       "      <td>85123A</td>\n",
       "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>2.55</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>536365</td>\n",
       "      <td>71053</td>\n",
       "      <td>WHITE METAL LANTERN</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>536365</td>\n",
       "      <td>84406B</td>\n",
       "      <td>CREAM CUPID HEARTS COAT HANGER</td>\n",
       "      <td>8</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>2.75</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029G</td>\n",
       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029E</td>\n",
       "      <td>RED WOOLLY HOTTIE WHITE HEART.</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>536365</td>\n",
       "      <td>22752</td>\n",
       "      <td>SET 7 BABUSHKA NESTING BOXES</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>7.65</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>536365</td>\n",
       "      <td>21730</td>\n",
       "      <td>GLASS STAR FROSTED T-LIGHT HOLDER</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>4.25</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>536366</td>\n",
       "      <td>22633</td>\n",
       "      <td>HAND WARMER UNION JACK</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:28:00</td>\n",
       "      <td>1.85</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>536366</td>\n",
       "      <td>22632</td>\n",
       "      <td>HAND WARMER RED POLKA DOT</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:28:00</td>\n",
       "      <td>1.85</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>536367</td>\n",
       "      <td>84879</td>\n",
       "      <td>ASSORTED COLOUR BIRD ORNAMENT</td>\n",
       "      <td>32</td>\n",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>1.69</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>536367</td>\n",
       "      <td>22745</td>\n",
       "      <td>POPPY'S PLAYHOUSE BEDROOM</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>2.10</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>536367</td>\n",
       "      <td>22748</td>\n",
       "      <td>POPPY'S PLAYHOUSE KITCHEN</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>2.10</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>536367</td>\n",
       "      <td>22749</td>\n",
       "      <td>FELTCRAFT PRINCESS CHARLOTTE DOLL</td>\n",
       "      <td>8</td>\n",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>536367</td>\n",
       "      <td>22310</td>\n",
       "      <td>IVORY KNITTED MUG COSY</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>536367</td>\n",
       "      <td>84969</td>\n",
       "      <td>BOX OF 6 ASSORTED COLOUR TEASPOONS</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>4.25</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>536367</td>\n",
       "      <td>22623</td>\n",
       "      <td>BOX OF VINTAGE JIGSAW BLOCKS</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>4.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>536367</td>\n",
       "      <td>22622</td>\n",
       "      <td>BOX OF VINTAGE ALPHABET BLOCKS</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>9.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>536367</td>\n",
       "      <td>21754</td>\n",
       "      <td>HOME BUILDING BLOCK WORD</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>5.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>536367</td>\n",
       "      <td>21755</td>\n",
       "      <td>LOVE BUILDING BLOCK WORD</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>5.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>536367</td>\n",
       "      <td>21777</td>\n",
       "      <td>RECIPE BOX WITH METAL HEART</td>\n",
       "      <td>4</td>\n",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>7.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>536367</td>\n",
       "      <td>48187</td>\n",
       "      <td>DOORMAT NEW ENGLAND</td>\n",
       "      <td>4</td>\n",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>7.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>536368</td>\n",
       "      <td>22960</td>\n",
       "      <td>JAM MAKING SET WITH JARS</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>4.25</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>536368</td>\n",
       "      <td>22913</td>\n",
       "      <td>RED COAT RACK PARIS FASHION</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>4.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>536368</td>\n",
       "      <td>22912</td>\n",
       "      <td>YELLOW COAT RACK PARIS FASHION</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>4.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>536368</td>\n",
       "      <td>22914</td>\n",
       "      <td>BLUE COAT RACK PARIS FASHION</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>4.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>536369</td>\n",
       "      <td>21756</td>\n",
       "      <td>BATH BUILDING BLOCK WORD</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 08:35:00</td>\n",
       "      <td>5.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>536370</td>\n",
       "      <td>22728</td>\n",
       "      <td>ALARM CLOCK BAKELIKE PINK</td>\n",
       "      <td>24</td>\n",
       "      <td>2010-12-01 08:45:00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>536370</td>\n",
       "      <td>22727</td>\n",
       "      <td>ALARM CLOCK BAKELIKE RED</td>\n",
       "      <td>24</td>\n",
       "      <td>2010-12-01 08:45:00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>536370</td>\n",
       "      <td>22726</td>\n",
       "      <td>ALARM CLOCK BAKELIKE GREEN</td>\n",
       "      <td>12</td>\n",
       "      <td>2010-12-01 08:45:00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>536370</td>\n",
       "      <td>21724</td>\n",
       "      <td>PANDA AND BUNNIES STICKER SHEET</td>\n",
       "      <td>12</td>\n",
       "      <td>2010-12-01 08:45:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541879</th>\n",
       "      <td>581585</td>\n",
       "      <td>22726</td>\n",
       "      <td>ALARM CLOCK BAKELIKE GREEN</td>\n",
       "      <td>8</td>\n",
       "      <td>2011-12-09 12:31:00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541880</th>\n",
       "      <td>581585</td>\n",
       "      <td>22727</td>\n",
       "      <td>ALARM CLOCK BAKELIKE RED</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 12:31:00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541881</th>\n",
       "      <td>581585</td>\n",
       "      <td>16016</td>\n",
       "      <td>LARGE CHINESE STYLE SCISSOR</td>\n",
       "      <td>10</td>\n",
       "      <td>2011-12-09 12:31:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541882</th>\n",
       "      <td>581585</td>\n",
       "      <td>21916</td>\n",
       "      <td>SET 12 RETRO WHITE CHALK STICKS</td>\n",
       "      <td>24</td>\n",
       "      <td>2011-12-09 12:31:00</td>\n",
       "      <td>0.42</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541883</th>\n",
       "      <td>581585</td>\n",
       "      <td>84692</td>\n",
       "      <td>BOX OF 24 COCKTAIL PARASOLS</td>\n",
       "      <td>25</td>\n",
       "      <td>2011-12-09 12:31:00</td>\n",
       "      <td>0.42</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541884</th>\n",
       "      <td>581585</td>\n",
       "      <td>84946</td>\n",
       "      <td>ANTIQUE SILVER T-LIGHT GLASS</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-09 12:31:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541885</th>\n",
       "      <td>581585</td>\n",
       "      <td>21684</td>\n",
       "      <td>SMALL MEDINA STAMPED METAL BOWL</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-09 12:31:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541886</th>\n",
       "      <td>581585</td>\n",
       "      <td>22398</td>\n",
       "      <td>MAGNETS PACK OF 4 SWALLOWS</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-09 12:31:00</td>\n",
       "      <td>0.39</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541887</th>\n",
       "      <td>581585</td>\n",
       "      <td>23328</td>\n",
       "      <td>SET 6 SCHOOL MILK BOTTLES IN CRATE</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 12:31:00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541888</th>\n",
       "      <td>581585</td>\n",
       "      <td>23145</td>\n",
       "      <td>ZINC T-LIGHT HOLDER STAR LARGE</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-09 12:31:00</td>\n",
       "      <td>0.95</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541889</th>\n",
       "      <td>581585</td>\n",
       "      <td>22466</td>\n",
       "      <td>FAIRY TALE COTTAGE NIGHT LIGHT</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-09 12:31:00</td>\n",
       "      <td>1.95</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541890</th>\n",
       "      <td>581586</td>\n",
       "      <td>22061</td>\n",
       "      <td>LARGE CAKE STAND  HANGING STRAWBERY</td>\n",
       "      <td>8</td>\n",
       "      <td>2011-12-09 12:49:00</td>\n",
       "      <td>2.95</td>\n",
       "      <td>13113.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541891</th>\n",
       "      <td>581586</td>\n",
       "      <td>23275</td>\n",
       "      <td>SET OF 3 HANGING OWLS OLLIE BEAK</td>\n",
       "      <td>24</td>\n",
       "      <td>2011-12-09 12:49:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>13113.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541892</th>\n",
       "      <td>581586</td>\n",
       "      <td>21217</td>\n",
       "      <td>RED RETROSPOT ROUND CAKE TINS</td>\n",
       "      <td>24</td>\n",
       "      <td>2011-12-09 12:49:00</td>\n",
       "      <td>8.95</td>\n",
       "      <td>13113.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541893</th>\n",
       "      <td>581586</td>\n",
       "      <td>20685</td>\n",
       "      <td>DOORMAT RED RETROSPOT</td>\n",
       "      <td>10</td>\n",
       "      <td>2011-12-09 12:49:00</td>\n",
       "      <td>7.08</td>\n",
       "      <td>13113.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541894</th>\n",
       "      <td>581587</td>\n",
       "      <td>22631</td>\n",
       "      <td>CIRCUS PARADE LUNCH BOX</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>1.95</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541895</th>\n",
       "      <td>581587</td>\n",
       "      <td>22556</td>\n",
       "      <td>PLASTERS IN TIN CIRCUS PARADE</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541896</th>\n",
       "      <td>581587</td>\n",
       "      <td>22555</td>\n",
       "      <td>PLASTERS IN TIN STRONGMAN</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541897</th>\n",
       "      <td>581587</td>\n",
       "      <td>22728</td>\n",
       "      <td>ALARM CLOCK BAKELIKE PINK</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541898</th>\n",
       "      <td>581587</td>\n",
       "      <td>22727</td>\n",
       "      <td>ALARM CLOCK BAKELIKE RED</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541899</th>\n",
       "      <td>581587</td>\n",
       "      <td>22726</td>\n",
       "      <td>ALARM CLOCK BAKELIKE GREEN</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541900</th>\n",
       "      <td>581587</td>\n",
       "      <td>22730</td>\n",
       "      <td>ALARM CLOCK BAKELIKE IVORY</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541901</th>\n",
       "      <td>581587</td>\n",
       "      <td>22367</td>\n",
       "      <td>CHILDRENS APRON SPACEBOY DESIGN</td>\n",
       "      <td>8</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>1.95</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541902</th>\n",
       "      <td>581587</td>\n",
       "      <td>22629</td>\n",
       "      <td>SPACEBOY LUNCH BOX</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>1.95</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541903</th>\n",
       "      <td>581587</td>\n",
       "      <td>23256</td>\n",
       "      <td>CHILDRENS CUTLERY SPACEBOY</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>4.15</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541904</th>\n",
       "      <td>581587</td>\n",
       "      <td>22613</td>\n",
       "      <td>PACK OF 20 SPACEBOY NAPKINS</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541905</th>\n",
       "      <td>581587</td>\n",
       "      <td>22899</td>\n",
       "      <td>CHILDREN'S APRON DOLLY GIRL</td>\n",
       "      <td>6</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>2.10</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541906</th>\n",
       "      <td>581587</td>\n",
       "      <td>23254</td>\n",
       "      <td>CHILDRENS CUTLERY DOLLY GIRL</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>4.15</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541907</th>\n",
       "      <td>581587</td>\n",
       "      <td>23255</td>\n",
       "      <td>CHILDRENS CUTLERY CIRCUS PARADE</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>4.15</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541908</th>\n",
       "      <td>581587</td>\n",
       "      <td>22138</td>\n",
       "      <td>BAKING SET 9 PIECE RETROSPOT</td>\n",
       "      <td>3</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>4.95</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>541909 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       InvoiceNo StockCode                          Description  Quantity  \\\n",
       "0         536365    85123A   WHITE HANGING HEART T-LIGHT HOLDER         6   \n",
       "1         536365     71053                  WHITE METAL LANTERN         6   \n",
       "2         536365    84406B       CREAM CUPID HEARTS COAT HANGER         8   \n",
       "3         536365    84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6   \n",
       "4         536365    84029E       RED WOOLLY HOTTIE WHITE HEART.         6   \n",
       "5         536365     22752         SET 7 BABUSHKA NESTING BOXES         2   \n",
       "6         536365     21730    GLASS STAR FROSTED T-LIGHT HOLDER         6   \n",
       "7         536366     22633               HAND WARMER UNION JACK         6   \n",
       "8         536366     22632            HAND WARMER RED POLKA DOT         6   \n",
       "9         536367     84879        ASSORTED COLOUR BIRD ORNAMENT        32   \n",
       "10        536367     22745           POPPY'S PLAYHOUSE BEDROOM          6   \n",
       "11        536367     22748            POPPY'S PLAYHOUSE KITCHEN         6   \n",
       "12        536367     22749    FELTCRAFT PRINCESS CHARLOTTE DOLL         8   \n",
       "13        536367     22310              IVORY KNITTED MUG COSY          6   \n",
       "14        536367     84969   BOX OF 6 ASSORTED COLOUR TEASPOONS         6   \n",
       "15        536367     22623        BOX OF VINTAGE JIGSAW BLOCKS          3   \n",
       "16        536367     22622       BOX OF VINTAGE ALPHABET BLOCKS         2   \n",
       "17        536367     21754             HOME BUILDING BLOCK WORD         3   \n",
       "18        536367     21755             LOVE BUILDING BLOCK WORD         3   \n",
       "19        536367     21777          RECIPE BOX WITH METAL HEART         4   \n",
       "20        536367     48187                  DOORMAT NEW ENGLAND         4   \n",
       "21        536368     22960             JAM MAKING SET WITH JARS         6   \n",
       "22        536368     22913          RED COAT RACK PARIS FASHION         3   \n",
       "23        536368     22912       YELLOW COAT RACK PARIS FASHION         3   \n",
       "24        536368     22914         BLUE COAT RACK PARIS FASHION         3   \n",
       "25        536369     21756             BATH BUILDING BLOCK WORD         3   \n",
       "26        536370     22728            ALARM CLOCK BAKELIKE PINK        24   \n",
       "27        536370     22727            ALARM CLOCK BAKELIKE RED         24   \n",
       "28        536370     22726           ALARM CLOCK BAKELIKE GREEN        12   \n",
       "29        536370     21724      PANDA AND BUNNIES STICKER SHEET        12   \n",
       "...          ...       ...                                  ...       ...   \n",
       "541879    581585     22726           ALARM CLOCK BAKELIKE GREEN         8   \n",
       "541880    581585     22727            ALARM CLOCK BAKELIKE RED          4   \n",
       "541881    581585     16016          LARGE CHINESE STYLE SCISSOR        10   \n",
       "541882    581585     21916      SET 12 RETRO WHITE CHALK STICKS        24   \n",
       "541883    581585     84692          BOX OF 24 COCKTAIL PARASOLS        25   \n",
       "541884    581585     84946         ANTIQUE SILVER T-LIGHT GLASS        12   \n",
       "541885    581585     21684     SMALL MEDINA STAMPED METAL BOWL         12   \n",
       "541886    581585     22398           MAGNETS PACK OF 4 SWALLOWS        12   \n",
       "541887    581585     23328   SET 6 SCHOOL MILK BOTTLES IN CRATE         4   \n",
       "541888    581585     23145       ZINC T-LIGHT HOLDER STAR LARGE        12   \n",
       "541889    581585     22466       FAIRY TALE COTTAGE NIGHT LIGHT        12   \n",
       "541890    581586     22061  LARGE CAKE STAND  HANGING STRAWBERY         8   \n",
       "541891    581586     23275     SET OF 3 HANGING OWLS OLLIE BEAK        24   \n",
       "541892    581586     21217        RED RETROSPOT ROUND CAKE TINS        24   \n",
       "541893    581586     20685                DOORMAT RED RETROSPOT        10   \n",
       "541894    581587     22631             CIRCUS PARADE LUNCH BOX         12   \n",
       "541895    581587     22556       PLASTERS IN TIN CIRCUS PARADE         12   \n",
       "541896    581587     22555            PLASTERS IN TIN STRONGMAN        12   \n",
       "541897    581587     22728            ALARM CLOCK BAKELIKE PINK         4   \n",
       "541898    581587     22727            ALARM CLOCK BAKELIKE RED          4   \n",
       "541899    581587     22726           ALARM CLOCK BAKELIKE GREEN         4   \n",
       "541900    581587     22730           ALARM CLOCK BAKELIKE IVORY         4   \n",
       "541901    581587     22367      CHILDRENS APRON SPACEBOY DESIGN         8   \n",
       "541902    581587     22629                  SPACEBOY LUNCH BOX         12   \n",
       "541903    581587     23256          CHILDRENS CUTLERY SPACEBOY          4   \n",
       "541904    581587     22613          PACK OF 20 SPACEBOY NAPKINS        12   \n",
       "541905    581587     22899         CHILDREN'S APRON DOLLY GIRL          6   \n",
       "541906    581587     23254        CHILDRENS CUTLERY DOLLY GIRL          4   \n",
       "541907    581587     23255      CHILDRENS CUTLERY CIRCUS PARADE         4   \n",
       "541908    581587     22138        BAKING SET 9 PIECE RETROSPOT          3   \n",
       "\n",
       "               InvoiceDate  UnitPrice  CustomerID         Country  \n",
       "0      2010-12-01 08:26:00       2.55     17850.0  United Kingdom  \n",
       "1      2010-12-01 08:26:00       3.39     17850.0  United Kingdom  \n",
       "2      2010-12-01 08:26:00       2.75     17850.0  United Kingdom  \n",
       "3      2010-12-01 08:26:00       3.39     17850.0  United Kingdom  \n",
       "4      2010-12-01 08:26:00       3.39     17850.0  United Kingdom  \n",
       "5      2010-12-01 08:26:00       7.65     17850.0  United Kingdom  \n",
       "6      2010-12-01 08:26:00       4.25     17850.0  United Kingdom  \n",
       "7      2010-12-01 08:28:00       1.85     17850.0  United Kingdom  \n",
       "8      2010-12-01 08:28:00       1.85     17850.0  United Kingdom  \n",
       "9      2010-12-01 08:34:00       1.69     13047.0  United Kingdom  \n",
       "10     2010-12-01 08:34:00       2.10     13047.0  United Kingdom  \n",
       "11     2010-12-01 08:34:00       2.10     13047.0  United Kingdom  \n",
       "12     2010-12-01 08:34:00       3.75     13047.0  United Kingdom  \n",
       "13     2010-12-01 08:34:00       1.65     13047.0  United Kingdom  \n",
       "14     2010-12-01 08:34:00       4.25     13047.0  United Kingdom  \n",
       "15     2010-12-01 08:34:00       4.95     13047.0  United Kingdom  \n",
       "16     2010-12-01 08:34:00       9.95     13047.0  United Kingdom  \n",
       "17     2010-12-01 08:34:00       5.95     13047.0  United Kingdom  \n",
       "18     2010-12-01 08:34:00       5.95     13047.0  United Kingdom  \n",
       "19     2010-12-01 08:34:00       7.95     13047.0  United Kingdom  \n",
       "20     2010-12-01 08:34:00       7.95     13047.0  United Kingdom  \n",
       "21     2010-12-01 08:34:00       4.25     13047.0  United Kingdom  \n",
       "22     2010-12-01 08:34:00       4.95     13047.0  United Kingdom  \n",
       "23     2010-12-01 08:34:00       4.95     13047.0  United Kingdom  \n",
       "24     2010-12-01 08:34:00       4.95     13047.0  United Kingdom  \n",
       "25     2010-12-01 08:35:00       5.95     13047.0  United Kingdom  \n",
       "26     2010-12-01 08:45:00       3.75     12583.0          France  \n",
       "27     2010-12-01 08:45:00       3.75     12583.0          France  \n",
       "28     2010-12-01 08:45:00       3.75     12583.0          France  \n",
       "29     2010-12-01 08:45:00       0.85     12583.0          France  \n",
       "...                    ...        ...         ...             ...  \n",
       "541879 2011-12-09 12:31:00       3.75     15804.0  United Kingdom  \n",
       "541880 2011-12-09 12:31:00       3.75     15804.0  United Kingdom  \n",
       "541881 2011-12-09 12:31:00       0.85     15804.0  United Kingdom  \n",
       "541882 2011-12-09 12:31:00       0.42     15804.0  United Kingdom  \n",
       "541883 2011-12-09 12:31:00       0.42     15804.0  United Kingdom  \n",
       "541884 2011-12-09 12:31:00       1.25     15804.0  United Kingdom  \n",
       "541885 2011-12-09 12:31:00       0.85     15804.0  United Kingdom  \n",
       "541886 2011-12-09 12:31:00       0.39     15804.0  United Kingdom  \n",
       "541887 2011-12-09 12:31:00       3.75     15804.0  United Kingdom  \n",
       "541888 2011-12-09 12:31:00       0.95     15804.0  United Kingdom  \n",
       "541889 2011-12-09 12:31:00       1.95     15804.0  United Kingdom  \n",
       "541890 2011-12-09 12:49:00       2.95     13113.0  United Kingdom  \n",
       "541891 2011-12-09 12:49:00       1.25     13113.0  United Kingdom  \n",
       "541892 2011-12-09 12:49:00       8.95     13113.0  United Kingdom  \n",
       "541893 2011-12-09 12:49:00       7.08     13113.0  United Kingdom  \n",
       "541894 2011-12-09 12:50:00       1.95     12680.0          France  \n",
       "541895 2011-12-09 12:50:00       1.65     12680.0          France  \n",
       "541896 2011-12-09 12:50:00       1.65     12680.0          France  \n",
       "541897 2011-12-09 12:50:00       3.75     12680.0          France  \n",
       "541898 2011-12-09 12:50:00       3.75     12680.0          France  \n",
       "541899 2011-12-09 12:50:00       3.75     12680.0          France  \n",
       "541900 2011-12-09 12:50:00       3.75     12680.0          France  \n",
       "541901 2011-12-09 12:50:00       1.95     12680.0          France  \n",
       "541902 2011-12-09 12:50:00       1.95     12680.0          France  \n",
       "541903 2011-12-09 12:50:00       4.15     12680.0          France  \n",
       "541904 2011-12-09 12:50:00       0.85     12680.0          France  \n",
       "541905 2011-12-09 12:50:00       2.10     12680.0          France  \n",
       "541906 2011-12-09 12:50:00       4.15     12680.0          France  \n",
       "541907 2011-12-09 12:50:00       4.15     12680.0          France  \n",
       "541908 2011-12-09 12:50:00       4.95     12680.0          France  \n",
       "\n",
       "[541909 rows x 8 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "#Here we put encdoding as latin because some it containscharacters other than what supported in unicode system \n",
    "df_retail=pd.read_csv(\"data_reatail.csv\",parse_dates=[\"InvoiceDate\"],encoding=\"latin1\")\n",
    "df_retail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "InvoiceNo           0\n",
       "StockCode           0\n",
       "Description      1454\n",
       "Quantity            0\n",
       "InvoiceDate         0\n",
       "UnitPrice           0\n",
       "CustomerID     135080\n",
       "Country             0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Lets chcek whether there are null values in the dataset or not\n",
    "df_retail.isnull().sum()\n",
    "#Therefore null values are present in two  columns \"Description\" and \"CustomerID\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "InvoiceNo              object\n",
       "StockCode              object\n",
       "Description            object\n",
       "Quantity                int64\n",
       "InvoiceDate    datetime64[ns]\n",
       "UnitPrice             float64\n",
       "CustomerID            float64\n",
       "Country                object\n",
       "dtype: object"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Lets check the Datatypes of columns in dataset\n",
    "df_retail.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Since too much data is availabe with us so lets delete all rows where customer_id is not present\n",
    "df_retail.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "InvoiceNo      0\n",
       "StockCode      0\n",
       "Description    0\n",
       "Quantity       0\n",
       "InvoiceDate    0\n",
       "UnitPrice      0\n",
       "CustomerID     0\n",
       "Country        0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Lets now chcek null values presence in the dataset\n",
    "df_retail.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Lets reset the index in the dataset\n",
    "df_retail.reset_index(drop=True,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_retail[\"total_amount\"]=df_retail[\"Quantity\"]*df_retail[\"UnitPrice\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>InvoiceNo</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>UnitPrice</th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Country</th>\n",
       "      <th>total_amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>536365</td>\n",
       "      <td>85123A</td>\n",
       "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>2.55</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>15.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>536365</td>\n",
       "      <td>71053</td>\n",
       "      <td>WHITE METAL LANTERN</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>20.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>536365</td>\n",
       "      <td>84406B</td>\n",
       "      <td>CREAM CUPID HEARTS COAT HANGER</td>\n",
       "      <td>8</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>2.75</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>22.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029G</td>\n",
       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>20.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029E</td>\n",
       "      <td>RED WOOLLY HOTTIE WHITE HEART.</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>20.34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  InvoiceNo StockCode                          Description  Quantity  \\\n",
       "0    536365    85123A   WHITE HANGING HEART T-LIGHT HOLDER         6   \n",
       "1    536365     71053                  WHITE METAL LANTERN         6   \n",
       "2    536365    84406B       CREAM CUPID HEARTS COAT HANGER         8   \n",
       "3    536365    84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6   \n",
       "4    536365    84029E       RED WOOLLY HOTTIE WHITE HEART.         6   \n",
       "\n",
       "          InvoiceDate  UnitPrice  CustomerID         Country  total_amount  \n",
       "0 2010-12-01 08:26:00       2.55     17850.0  United Kingdom         15.30  \n",
       "1 2010-12-01 08:26:00       3.39     17850.0  United Kingdom         20.34  \n",
       "2 2010-12-01 08:26:00       2.75     17850.0  United Kingdom         22.00  \n",
       "3 2010-12-01 08:26:00       3.39     17850.0  United Kingdom         20.34  \n",
       "4 2010-12-01 08:26:00       3.39     17850.0  United Kingdom         20.34  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_retail.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>12346.0</th>\n",
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       "      <th>12349.0</th>\n",
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       "      <th>12354.0</th>\n",
       "      <td>1.079400e+03</td>\n",
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       "      <th>12355.0</th>\n",
       "      <td>4.594000e+02</td>\n",
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       "      <th>12356.0</th>\n",
       "      <td>2.811430e+03</td>\n",
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       "      <th>12357.0</th>\n",
       "      <td>6.207670e+03</td>\n",
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       "      <th>12358.0</th>\n",
       "      <td>1.168060e+03</td>\n",
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       "      <th>12359.0</th>\n",
       "      <td>6.245530e+03</td>\n",
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       "    <tr>\n",
       "      <th>12360.0</th>\n",
       "      <td>2.662060e+03</td>\n",
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       "    <tr>\n",
       "      <th>12361.0</th>\n",
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       "      <td>3.545690e+03</td>\n",
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       "    <tr>\n",
       "      <th>12371.0</th>\n",
       "      <td>1.887960e+03</td>\n",
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       "    <tr>\n",
       "      <th>12372.0</th>\n",
       "      <td>1.298040e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12373.0</th>\n",
       "      <td>3.646000e+02</td>\n",
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       "    <tr>\n",
       "      <th>12374.0</th>\n",
       "      <td>7.429300e+02</td>\n",
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       "      <th>12375.0</th>\n",
       "      <td>4.554200e+02</td>\n",
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       "    <tr>\n",
       "      <th>12377.0</th>\n",
       "      <td>1.628120e+03</td>\n",
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       "    <tr>\n",
       "      <th>12378.0</th>\n",
       "      <td>4.008620e+03</td>\n",
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       "      <td>8.502900e+02</td>\n",
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       "      <th>12380.0</th>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>18245.0</th>\n",
       "      <td>2.507560e+03</td>\n",
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       "    <tr>\n",
       "      <th>18246.0</th>\n",
       "      <td>5.961000e+02</td>\n",
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       "    <tr>\n",
       "      <th>18248.0</th>\n",
       "      <td>7.830200e+02</td>\n",
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       "    <tr>\n",
       "      <th>18249.0</th>\n",
       "      <td>9.534000e+01</td>\n",
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       "    <tr>\n",
       "      <th>18250.0</th>\n",
       "      <td>3.429200e+02</td>\n",
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       "      <th>18251.0</th>\n",
       "      <td>4.314720e+03</td>\n",
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       "      <th>18256.0</th>\n",
       "      <td>-5.010000e+01</td>\n",
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       "      <th>18257.0</th>\n",
       "      <td>2.265380e+03</td>\n",
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       "      <td>2.338600e+03</td>\n",
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       "      <th>18260.0</th>\n",
       "      <td>2.595000e+03</td>\n",
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       "      <td>3.242400e+02</td>\n",
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       "      <th>18263.0</th>\n",
       "      <td>1.211080e+03</td>\n",
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       "      <th>18265.0</th>\n",
       "      <td>8.015100e+02</td>\n",
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       "      <th>18268.0</th>\n",
       "      <td>0.000000e+00</td>\n",
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       "    <tr>\n",
       "      <th>18269.0</th>\n",
       "      <td>1.389000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18270.0</th>\n",
       "      <td>2.389500e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18272.0</th>\n",
       "      <td>3.064780e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18273.0</th>\n",
       "      <td>2.040000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18274.0</th>\n",
       "      <td>1.243450e-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18276.0</th>\n",
       "      <td>3.233600e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18277.0</th>\n",
       "      <td>9.763000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18278.0</th>\n",
       "      <td>1.739000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18280.0</th>\n",
       "      <td>1.806000e+02</td>\n",
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       "    <tr>\n",
       "      <th>18281.0</th>\n",
       "      <td>8.082000e+01</td>\n",
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       "    <tr>\n",
       "      <th>18282.0</th>\n",
       "      <td>1.766000e+02</td>\n",
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       "      <th>18283.0</th>\n",
       "      <td>2.094880e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18287.0</th>\n",
       "      <td>1.837280e+03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4372 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            total_amount\n",
       "CustomerID              \n",
       "12346.0     0.000000e+00\n",
       "12347.0     4.310000e+03\n",
       "12348.0     1.797240e+03\n",
       "12349.0     1.757550e+03\n",
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       "12361.0     1.899000e+02\n",
       "12362.0     5.154580e+03\n",
       "12363.0     5.520000e+02\n",
       "12364.0     1.313100e+03\n",
       "12365.0     3.206900e+02\n",
       "12367.0     1.689000e+02\n",
       "12370.0     3.545690e+03\n",
       "12371.0     1.887960e+03\n",
       "12372.0     1.298040e+03\n",
       "12373.0     3.646000e+02\n",
       "12374.0     7.429300e+02\n",
       "12375.0     4.554200e+02\n",
       "12377.0     1.628120e+03\n",
       "12378.0     4.008620e+03\n",
       "12379.0     8.502900e+02\n",
       "12380.0     2.720560e+03\n",
       "...                  ...\n",
       "18245.0     2.507560e+03\n",
       "18246.0     5.961000e+02\n",
       "18248.0     7.830200e+02\n",
       "18249.0     9.534000e+01\n",
       "18250.0     3.429200e+02\n",
       "18251.0     4.314720e+03\n",
       "18252.0     5.266700e+02\n",
       "18255.0     1.033000e+02\n",
       "18256.0    -5.010000e+01\n",
       "18257.0     2.265380e+03\n",
       "18259.0     2.338600e+03\n",
       "18260.0     2.595000e+03\n",
       "18261.0     3.242400e+02\n",
       "18262.0     1.494800e+02\n",
       "18263.0     1.211080e+03\n",
       "18265.0     8.015100e+02\n",
       "18268.0     0.000000e+00\n",
       "18269.0     1.389000e+02\n",
       "18270.0     2.389500e+02\n",
       "18272.0     3.064780e+03\n",
       "18273.0     2.040000e+02\n",
       "18274.0     1.243450e-14\n",
       "18276.0     3.233600e+02\n",
       "18277.0     9.763000e+01\n",
       "18278.0     1.739000e+02\n",
       "18280.0     1.806000e+02\n",
       "18281.0     8.082000e+01\n",
       "18282.0     1.766000e+02\n",
       "18283.0     2.094880e+03\n",
       "18287.0     1.837280e+03\n",
       "\n",
       "[4372 rows x 1 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Lets display the table showing total amount spent by a aparticular customer\n",
    "df_expense=df_retail.groupby([\"CustomerID\"]).agg({\"total_amount\":\"sum\"})\n",
    "df_expense"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_expense.sort_values(ascending=False,inplace=True,by=[\"total_amount\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th>total_amount</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CustomerID</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14646.0</th>\n",
       "      <td>279489.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18102.0</th>\n",
       "      <td>256438.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17450.0</th>\n",
       "      <td>187482.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14911.0</th>\n",
       "      <td>132572.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12415.0</th>\n",
       "      <td>123725.45</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "            total_amount\n",
       "CustomerID              \n",
       "14646.0        279489.02\n",
       "18102.0        256438.49\n",
       "17450.0        187482.17\n",
       "14911.0        132572.62\n",
       "12415.0        123725.45"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Top 5 customers who did maximum amount of purchase\n",
    "df_expense.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Lets plot the above table graphically\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "df_expense[\"CustomerID\"]=df_expense.index.to_list()\n",
    "sns.barplot(x=\"CustomerID\",y=\"total_amount\",data=df_expense.head())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>total_amount</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Australia</th>\n",
       "      <td>1.370773e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Austria</th>\n",
       "      <td>1.015432e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bahrain</th>\n",
       "      <td>5.484000e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belgium</th>\n",
       "      <td>4.091096e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Brazil</th>\n",
       "      <td>1.143600e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Canada</th>\n",
       "      <td>3.666380e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Channel Islands</th>\n",
       "      <td>2.008629e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cyprus</th>\n",
       "      <td>1.294629e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Czech Republic</th>\n",
       "      <td>7.077200e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Denmark</th>\n",
       "      <td>1.876814e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EIRE</th>\n",
       "      <td>2.502852e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>European Community</th>\n",
       "      <td>1.291750e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Finland</th>\n",
       "      <td>2.232674e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>France</th>\n",
       "      <td>1.967128e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Germany</th>\n",
       "      <td>2.216982e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Greece</th>\n",
       "      <td>4.710520e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Iceland</th>\n",
       "      <td>4.310000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Israel</th>\n",
       "      <td>6.994250e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Italy</th>\n",
       "      <td>1.689051e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Japan</th>\n",
       "      <td>3.534062e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lebanon</th>\n",
       "      <td>1.693880e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lithuania</th>\n",
       "      <td>1.661060e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Malta</th>\n",
       "      <td>2.505470e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Netherlands</th>\n",
       "      <td>2.846615e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Norway</th>\n",
       "      <td>3.516346e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Poland</th>\n",
       "      <td>7.213140e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Portugal</th>\n",
       "      <td>2.905981e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RSA</th>\n",
       "      <td>1.002310e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Saudi Arabia</th>\n",
       "      <td>1.311700e+02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Singapore</th>\n",
       "      <td>9.120390e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spain</th>\n",
       "      <td>5.477458e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sweden</th>\n",
       "      <td>3.659591e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Switzerland</th>\n",
       "      <td>5.573940e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>USA</th>\n",
       "      <td>1.730920e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Arab Emirates</th>\n",
       "      <td>1.902280e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>6.767873e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Unspecified</th>\n",
       "      <td>2.667070e+03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      total_amount\n",
       "Country                           \n",
       "Australia             1.370773e+05\n",
       "Austria               1.015432e+04\n",
       "Bahrain               5.484000e+02\n",
       "Belgium               4.091096e+04\n",
       "Brazil                1.143600e+03\n",
       "Canada                3.666380e+03\n",
       "Channel Islands       2.008629e+04\n",
       "Cyprus                1.294629e+04\n",
       "Czech Republic        7.077200e+02\n",
       "Denmark               1.876814e+04\n",
       "EIRE                  2.502852e+05\n",
       "European Community    1.291750e+03\n",
       "Finland               2.232674e+04\n",
       "France                1.967128e+05\n",
       "Germany               2.216982e+05\n",
       "Greece                4.710520e+03\n",
       "Iceland               4.310000e+03\n",
       "Israel                6.994250e+03\n",
       "Italy                 1.689051e+04\n",
       "Japan                 3.534062e+04\n",
       "Lebanon               1.693880e+03\n",
       "Lithuania             1.661060e+03\n",
       "Malta                 2.505470e+03\n",
       "Netherlands           2.846615e+05\n",
       "Norway                3.516346e+04\n",
       "Poland                7.213140e+03\n",
       "Portugal              2.905981e+04\n",
       "RSA                   1.002310e+03\n",
       "Saudi Arabia          1.311700e+02\n",
       "Singapore             9.120390e+03\n",
       "Spain                 5.477458e+04\n",
       "Sweden                3.659591e+04\n",
       "Switzerland           5.573940e+04\n",
       "USA                   1.730920e+03\n",
       "United Arab Emirates  1.902280e+03\n",
       "United Kingdom        6.767873e+06\n",
       "Unspecified           2.667070e+03"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#country having highest amount of purchases\n",
    "df_expense_country=df_retail.groupby([\"Country\"]).agg({\"total_amount\":\"sum\"})\n",
    "df_expense_country"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Lets sort it in descending order\n",
    "df_expense_country.sort_values(ascending=False,inplace=True,by=[\"total_amount\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>total_amount</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Country</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>6.767873e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Netherlands</th>\n",
       "      <td>2.846615e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EIRE</th>\n",
       "      <td>2.502852e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Germany</th>\n",
       "      <td>2.216982e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>France</th>\n",
       "      <td>1.967128e+05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                total_amount\n",
       "Country                     \n",
       "United Kingdom  6.767873e+06\n",
       "Netherlands     2.846615e+05\n",
       "EIRE            2.502852e+05\n",
       "Germany         2.216982e+05\n",
       "France          1.967128e+05"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_expense_country.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_expense_country[\"Country\"]=df_expense_country.index.to_list()\n",
    "sns.barplot(x=\"Country\",y=\"total_amount\",data=df_expense_country.head())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>InvoiceNo</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>UnitPrice</th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Country</th>\n",
       "      <th>total_amount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>C536379</td>\n",
       "      <td>D</td>\n",
       "      <td>Discount</td>\n",
       "      <td>-1</td>\n",
       "      <td>2010-12-01 09:41:00</td>\n",
       "      <td>27.50</td>\n",
       "      <td>14527.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-27.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>C536383</td>\n",
       "      <td>35004C</td>\n",
       "      <td>SET OF 3 COLOURED  FLYING DUCKS</td>\n",
       "      <td>-1</td>\n",
       "      <td>2010-12-01 09:49:00</td>\n",
       "      <td>4.65</td>\n",
       "      <td>15311.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-4.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>C536391</td>\n",
       "      <td>22556</td>\n",
       "      <td>PLASTERS IN TIN CIRCUS PARADE</td>\n",
       "      <td>-12</td>\n",
       "      <td>2010-12-01 10:24:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>17548.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-19.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>C536391</td>\n",
       "      <td>21984</td>\n",
       "      <td>PACK OF 12 PINK PAISLEY TISSUES</td>\n",
       "      <td>-24</td>\n",
       "      <td>2010-12-01 10:24:00</td>\n",
       "      <td>0.29</td>\n",
       "      <td>17548.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-6.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>C536391</td>\n",
       "      <td>21983</td>\n",
       "      <td>PACK OF 12 BLUE PAISLEY TISSUES</td>\n",
       "      <td>-24</td>\n",
       "      <td>2010-12-01 10:24:00</td>\n",
       "      <td>0.29</td>\n",
       "      <td>17548.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-6.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>C536391</td>\n",
       "      <td>21980</td>\n",
       "      <td>PACK OF 12 RED RETROSPOT TISSUES</td>\n",
       "      <td>-24</td>\n",
       "      <td>2010-12-01 10:24:00</td>\n",
       "      <td>0.29</td>\n",
       "      <td>17548.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-6.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>C536391</td>\n",
       "      <td>21484</td>\n",
       "      <td>CHICK GREY HOT WATER BOTTLE</td>\n",
       "      <td>-12</td>\n",
       "      <td>2010-12-01 10:24:00</td>\n",
       "      <td>3.45</td>\n",
       "      <td>17548.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-41.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>C536391</td>\n",
       "      <td>22557</td>\n",
       "      <td>PLASTERS IN TIN VINTAGE PAISLEY</td>\n",
       "      <td>-12</td>\n",
       "      <td>2010-12-01 10:24:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>17548.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-19.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>C536391</td>\n",
       "      <td>22553</td>\n",
       "      <td>PLASTERS IN TIN SKULLS</td>\n",
       "      <td>-24</td>\n",
       "      <td>2010-12-01 10:24:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>17548.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-39.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>C536506</td>\n",
       "      <td>22960</td>\n",
       "      <td>JAM MAKING SET WITH JARS</td>\n",
       "      <td>-6</td>\n",
       "      <td>2010-12-01 12:38:00</td>\n",
       "      <td>4.25</td>\n",
       "      <td>17897.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-25.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1440</th>\n",
       "      <td>C536543</td>\n",
       "      <td>22632</td>\n",
       "      <td>HAND WARMER RED RETROSPOT</td>\n",
       "      <td>-1</td>\n",
       "      <td>2010-12-01 14:30:00</td>\n",
       "      <td>2.10</td>\n",
       "      <td>17841.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-2.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1441</th>\n",
       "      <td>C536543</td>\n",
       "      <td>22355</td>\n",
       "      <td>CHARLOTTE BAG SUKI DESIGN</td>\n",
       "      <td>-2</td>\n",
       "      <td>2010-12-01 14:30:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>17841.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-1.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1442</th>\n",
       "      <td>C536548</td>\n",
       "      <td>22244</td>\n",
       "      <td>3 HOOK HANGER MAGIC GARDEN</td>\n",
       "      <td>-4</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>1.95</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-7.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1443</th>\n",
       "      <td>C536548</td>\n",
       "      <td>22242</td>\n",
       "      <td>5 HOOK HANGER MAGIC TOADSTOOL</td>\n",
       "      <td>-5</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-8.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1444</th>\n",
       "      <td>C536548</td>\n",
       "      <td>20914</td>\n",
       "      <td>SET/5 RED RETROSPOT LID GLASS BOWLS</td>\n",
       "      <td>-1</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>2.95</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-2.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>C536548</td>\n",
       "      <td>22892</td>\n",
       "      <td>SET OF SALT AND PEPPER TOADSTOOLS</td>\n",
       "      <td>-7</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-8.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>C536548</td>\n",
       "      <td>22654</td>\n",
       "      <td>DELUXE SEWING KIT</td>\n",
       "      <td>-1</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>5.95</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-5.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1447</th>\n",
       "      <td>C536548</td>\n",
       "      <td>22767</td>\n",
       "      <td>TRIPLE PHOTO FRAME CORNICE</td>\n",
       "      <td>-2</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>9.95</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-19.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>C536548</td>\n",
       "      <td>22333</td>\n",
       "      <td>RETROSPOT PARTY BAG + STICKER SET</td>\n",
       "      <td>-1</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-1.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449</th>\n",
       "      <td>C536548</td>\n",
       "      <td>22245</td>\n",
       "      <td>HOOK, 1 HANGER ,MAGIC GARDEN</td>\n",
       "      <td>-2</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-1.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>C536548</td>\n",
       "      <td>22077</td>\n",
       "      <td>6 RIBBONS RUSTIC CHARM</td>\n",
       "      <td>-6</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-9.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>C536548</td>\n",
       "      <td>22631</td>\n",
       "      <td>CIRCUS PARADE LUNCH BOX</td>\n",
       "      <td>-1</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>1.95</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-1.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1452</th>\n",
       "      <td>C536548</td>\n",
       "      <td>22168</td>\n",
       "      <td>ORGANISER WOOD ANTIQUE WHITE</td>\n",
       "      <td>-2</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>8.50</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-17.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1453</th>\n",
       "      <td>C536548</td>\n",
       "      <td>21218</td>\n",
       "      <td>RED SPOTTY BISCUIT TIN</td>\n",
       "      <td>-3</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-11.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>C536548</td>\n",
       "      <td>20957</td>\n",
       "      <td>PORCELAIN HANGING BELL SMALL</td>\n",
       "      <td>-1</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>1.45</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-1.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>C536548</td>\n",
       "      <td>22580</td>\n",
       "      <td>ADVENT CALENDAR GINGHAM SACK</td>\n",
       "      <td>-4</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>5.95</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-23.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2030</th>\n",
       "      <td>C536606</td>\n",
       "      <td>20914</td>\n",
       "      <td>SET/5 RED RETROSPOT LID GLASS BOWLS</td>\n",
       "      <td>-2</td>\n",
       "      <td>2010-12-02 09:10:00</td>\n",
       "      <td>2.95</td>\n",
       "      <td>14092.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-5.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2198</th>\n",
       "      <td>C536622</td>\n",
       "      <td>22752</td>\n",
       "      <td>SET 7 BABUSHKA NESTING BOXES</td>\n",
       "      <td>-2</td>\n",
       "      <td>2010-12-02 10:37:00</td>\n",
       "      <td>8.50</td>\n",
       "      <td>12471.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-17.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2270</th>\n",
       "      <td>C536625</td>\n",
       "      <td>22839</td>\n",
       "      <td>3 TIER CAKE TIN GREEN AND CREAM</td>\n",
       "      <td>-2</td>\n",
       "      <td>2010-12-02 10:46:00</td>\n",
       "      <td>14.95</td>\n",
       "      <td>14766.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-29.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2542</th>\n",
       "      <td>C536642</td>\n",
       "      <td>21463</td>\n",
       "      <td>MIRRORED DISCO BALL</td>\n",
       "      <td>-1</td>\n",
       "      <td>2010-12-02 11:56:00</td>\n",
       "      <td>5.95</td>\n",
       "      <td>14390.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-5.95</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405137</th>\n",
       "      <td>C581409</td>\n",
       "      <td>82482</td>\n",
       "      <td>WOODEN PICTURE FRAME WHITE FINISH</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-08 14:08:00</td>\n",
       "      <td>2.95</td>\n",
       "      <td>12476.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-2.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405138</th>\n",
       "      <td>C581409</td>\n",
       "      <td>22173</td>\n",
       "      <td>METAL 4 HOOK HANGER FRENCH CHATEAU</td>\n",
       "      <td>-2</td>\n",
       "      <td>2011-12-08 14:08:00</td>\n",
       "      <td>3.29</td>\n",
       "      <td>12476.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-6.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405139</th>\n",
       "      <td>C581409</td>\n",
       "      <td>85199L</td>\n",
       "      <td>LARGE HANGING IVORY &amp; RED WOOD BIRD</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-08 14:08:00</td>\n",
       "      <td>0.65</td>\n",
       "      <td>12476.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-0.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405140</th>\n",
       "      <td>C581409</td>\n",
       "      <td>85127</td>\n",
       "      <td>SMALL SQUARE CUT GLASS CANDLESTICK</td>\n",
       "      <td>-5</td>\n",
       "      <td>2011-12-08 14:08:00</td>\n",
       "      <td>4.95</td>\n",
       "      <td>12476.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-24.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406000</th>\n",
       "      <td>C581460</td>\n",
       "      <td>22197</td>\n",
       "      <td>POPCORN HOLDER</td>\n",
       "      <td>-5</td>\n",
       "      <td>2011-12-08 18:48:00</td>\n",
       "      <td>0.72</td>\n",
       "      <td>13078.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-3.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406001</th>\n",
       "      <td>C581460</td>\n",
       "      <td>22107</td>\n",
       "      <td>PIZZA PLATE IN BOX</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-08 18:48:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>13078.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406006</th>\n",
       "      <td>C581462</td>\n",
       "      <td>16219</td>\n",
       "      <td>HOUSE SHAPE PENCIL SHARPENER</td>\n",
       "      <td>-48</td>\n",
       "      <td>2011-12-08 18:51:00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>12985.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-2.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406007</th>\n",
       "      <td>C581462</td>\n",
       "      <td>21642</td>\n",
       "      <td>ASSORTED TUTTI FRUTTI PEN</td>\n",
       "      <td>-72</td>\n",
       "      <td>2011-12-08 18:51:00</td>\n",
       "      <td>0.29</td>\n",
       "      <td>12985.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-20.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406008</th>\n",
       "      <td>C581463</td>\n",
       "      <td>85048</td>\n",
       "      <td>15CM CHRISTMAS GLASS BALL 20 LIGHTS</td>\n",
       "      <td>-2</td>\n",
       "      <td>2011-12-08 18:56:00</td>\n",
       "      <td>7.95</td>\n",
       "      <td>17526.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-15.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406009</th>\n",
       "      <td>C581464</td>\n",
       "      <td>23458</td>\n",
       "      <td>DOLLY CABINET 3 DRAWERS</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-08 18:57:00</td>\n",
       "      <td>14.95</td>\n",
       "      <td>15951.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-14.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406010</th>\n",
       "      <td>C581464</td>\n",
       "      <td>71477</td>\n",
       "      <td>COLOURED GLASS STAR T-LIGHT HOLDER</td>\n",
       "      <td>-6</td>\n",
       "      <td>2011-12-08 18:57:00</td>\n",
       "      <td>3.95</td>\n",
       "      <td>15951.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-23.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406011</th>\n",
       "      <td>C581465</td>\n",
       "      <td>23660</td>\n",
       "      <td>HENRIETTA HEN MUG</td>\n",
       "      <td>-2</td>\n",
       "      <td>2011-12-08 18:59:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>15755.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-3.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406012</th>\n",
       "      <td>C581465</td>\n",
       "      <td>22171</td>\n",
       "      <td>3 HOOK PHOTO SHELF ANTIQUE WHITE</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-08 18:59:00</td>\n",
       "      <td>8.50</td>\n",
       "      <td>15755.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-8.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406013</th>\n",
       "      <td>C581465</td>\n",
       "      <td>21876</td>\n",
       "      <td>POTTERING MUG</td>\n",
       "      <td>-4</td>\n",
       "      <td>2011-12-08 18:59:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>15755.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-6.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406014</th>\n",
       "      <td>C581465</td>\n",
       "      <td>20914</td>\n",
       "      <td>SET/5 RED RETROSPOT LID GLASS BOWLS</td>\n",
       "      <td>-3</td>\n",
       "      <td>2011-12-08 18:59:00</td>\n",
       "      <td>2.95</td>\n",
       "      <td>15755.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-8.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406015</th>\n",
       "      <td>C581466</td>\n",
       "      <td>22838</td>\n",
       "      <td>3 TIER CAKE TIN RED AND CREAM</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-08 19:20:00</td>\n",
       "      <td>14.95</td>\n",
       "      <td>13883.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-14.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406016</th>\n",
       "      <td>C581466</td>\n",
       "      <td>22720</td>\n",
       "      <td>SET OF 3 CAKE TINS PANTRY DESIGN</td>\n",
       "      <td>-2</td>\n",
       "      <td>2011-12-08 19:20:00</td>\n",
       "      <td>4.95</td>\n",
       "      <td>13883.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-9.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406017</th>\n",
       "      <td>C581466</td>\n",
       "      <td>21216</td>\n",
       "      <td>SET 3 RETROSPOT TEA,COFFEE,SUGAR</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-08 19:20:00</td>\n",
       "      <td>4.95</td>\n",
       "      <td>13883.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-4.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406018</th>\n",
       "      <td>C581466</td>\n",
       "      <td>21535</td>\n",
       "      <td>RED RETROSPOT SMALL MILK JUG</td>\n",
       "      <td>-2</td>\n",
       "      <td>2011-12-08 19:20:00</td>\n",
       "      <td>2.55</td>\n",
       "      <td>13883.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-5.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406019</th>\n",
       "      <td>C581466</td>\n",
       "      <td>21232</td>\n",
       "      <td>STRAWBERRY CERAMIC TRINKET POT</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-08 19:20:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>13883.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406069</th>\n",
       "      <td>C581468</td>\n",
       "      <td>21314</td>\n",
       "      <td>SMALL GLASS HEART TRINKET POT</td>\n",
       "      <td>-10</td>\n",
       "      <td>2011-12-08 19:26:00</td>\n",
       "      <td>2.10</td>\n",
       "      <td>13599.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-21.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406070</th>\n",
       "      <td>C581468</td>\n",
       "      <td>22098</td>\n",
       "      <td>BOUDOIR SQUARE TISSUE BOX</td>\n",
       "      <td>-12</td>\n",
       "      <td>2011-12-08 19:26:00</td>\n",
       "      <td>0.39</td>\n",
       "      <td>13599.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-4.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406104</th>\n",
       "      <td>C581470</td>\n",
       "      <td>23084</td>\n",
       "      <td>RABBIT NIGHT LIGHT</td>\n",
       "      <td>-4</td>\n",
       "      <td>2011-12-08 19:28:00</td>\n",
       "      <td>2.08</td>\n",
       "      <td>17924.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-8.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406350</th>\n",
       "      <td>C581484</td>\n",
       "      <td>23843</td>\n",
       "      <td>PAPER CRAFT , LITTLE BIRDIE</td>\n",
       "      <td>-80995</td>\n",
       "      <td>2011-12-09 09:27:00</td>\n",
       "      <td>2.08</td>\n",
       "      <td>16446.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-168469.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406376</th>\n",
       "      <td>C581490</td>\n",
       "      <td>22178</td>\n",
       "      <td>VICTORIAN GLASS HANGING T-LIGHT</td>\n",
       "      <td>-12</td>\n",
       "      <td>2011-12-09 09:57:00</td>\n",
       "      <td>1.95</td>\n",
       "      <td>14397.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-23.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406377</th>\n",
       "      <td>C581490</td>\n",
       "      <td>23144</td>\n",
       "      <td>ZINC T-LIGHT HOLDER STARS SMALL</td>\n",
       "      <td>-11</td>\n",
       "      <td>2011-12-09 09:57:00</td>\n",
       "      <td>0.83</td>\n",
       "      <td>14397.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-9.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406461</th>\n",
       "      <td>C581499</td>\n",
       "      <td>M</td>\n",
       "      <td>Manual</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-09 10:28:00</td>\n",
       "      <td>224.69</td>\n",
       "      <td>15498.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-224.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406635</th>\n",
       "      <td>C581568</td>\n",
       "      <td>21258</td>\n",
       "      <td>VICTORIAN SEWING BOX LARGE</td>\n",
       "      <td>-5</td>\n",
       "      <td>2011-12-09 11:57:00</td>\n",
       "      <td>10.95</td>\n",
       "      <td>15311.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-54.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406636</th>\n",
       "      <td>C581569</td>\n",
       "      <td>84978</td>\n",
       "      <td>HANGING HEART JAR T-LIGHT HOLDER</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-09 11:58:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>17315.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406637</th>\n",
       "      <td>C581569</td>\n",
       "      <td>20979</td>\n",
       "      <td>36 PENCILS TUBE RED RETROSPOT</td>\n",
       "      <td>-5</td>\n",
       "      <td>2011-12-09 11:58:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>17315.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-6.25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8905 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       InvoiceNo StockCode                          Description  Quantity  \\\n",
       "141      C536379         D                             Discount        -1   \n",
       "154      C536383    35004C      SET OF 3 COLOURED  FLYING DUCKS        -1   \n",
       "235      C536391     22556       PLASTERS IN TIN CIRCUS PARADE        -12   \n",
       "236      C536391     21984     PACK OF 12 PINK PAISLEY TISSUES        -24   \n",
       "237      C536391     21983     PACK OF 12 BLUE PAISLEY TISSUES        -24   \n",
       "238      C536391     21980    PACK OF 12 RED RETROSPOT TISSUES        -24   \n",
       "239      C536391     21484          CHICK GREY HOT WATER BOTTLE       -12   \n",
       "240      C536391     22557     PLASTERS IN TIN VINTAGE PAISLEY        -12   \n",
       "241      C536391     22553               PLASTERS IN TIN SKULLS       -24   \n",
       "938      C536506     22960             JAM MAKING SET WITH JARS        -6   \n",
       "1440     C536543     22632            HAND WARMER RED RETROSPOT        -1   \n",
       "1441     C536543     22355            CHARLOTTE BAG SUKI DESIGN        -2   \n",
       "1442     C536548     22244           3 HOOK HANGER MAGIC GARDEN        -4   \n",
       "1443     C536548     22242        5 HOOK HANGER MAGIC TOADSTOOL        -5   \n",
       "1444     C536548     20914  SET/5 RED RETROSPOT LID GLASS BOWLS        -1   \n",
       "1445     C536548     22892    SET OF SALT AND PEPPER TOADSTOOLS        -7   \n",
       "1446     C536548     22654                   DELUXE SEWING KIT         -1   \n",
       "1447     C536548     22767          TRIPLE PHOTO FRAME CORNICE         -2   \n",
       "1448     C536548     22333    RETROSPOT PARTY BAG + STICKER SET        -1   \n",
       "1449     C536548     22245         HOOK, 1 HANGER ,MAGIC GARDEN        -2   \n",
       "1450     C536548     22077               6 RIBBONS RUSTIC CHARM        -6   \n",
       "1451     C536548     22631             CIRCUS PARADE LUNCH BOX         -1   \n",
       "1452     C536548     22168        ORGANISER WOOD ANTIQUE WHITE         -2   \n",
       "1453     C536548     21218               RED SPOTTY BISCUIT TIN        -3   \n",
       "1454     C536548     20957         PORCELAIN HANGING BELL SMALL        -1   \n",
       "1455     C536548     22580         ADVENT CALENDAR GINGHAM SACK        -4   \n",
       "2030     C536606     20914  SET/5 RED RETROSPOT LID GLASS BOWLS        -2   \n",
       "2198     C536622     22752         SET 7 BABUSHKA NESTING BOXES        -2   \n",
       "2270     C536625     22839      3 TIER CAKE TIN GREEN AND CREAM        -2   \n",
       "2542     C536642     21463                 MIRRORED DISCO BALL         -1   \n",
       "...          ...       ...                                  ...       ...   \n",
       "405137   C581409     82482    WOODEN PICTURE FRAME WHITE FINISH        -1   \n",
       "405138   C581409     22173   METAL 4 HOOK HANGER FRENCH CHATEAU        -2   \n",
       "405139   C581409    85199L  LARGE HANGING IVORY & RED WOOD BIRD        -1   \n",
       "405140   C581409     85127   SMALL SQUARE CUT GLASS CANDLESTICK        -5   \n",
       "406000   C581460     22197                       POPCORN HOLDER        -5   \n",
       "406001   C581460     22107                   PIZZA PLATE IN BOX        -1   \n",
       "406006   C581462     16219         HOUSE SHAPE PENCIL SHARPENER       -48   \n",
       "406007   C581462     21642            ASSORTED TUTTI FRUTTI PEN       -72   \n",
       "406008   C581463     85048  15CM CHRISTMAS GLASS BALL 20 LIGHTS        -2   \n",
       "406009   C581464     23458             DOLLY CABINET 3 DRAWERS         -1   \n",
       "406010   C581464     71477   COLOURED GLASS STAR T-LIGHT HOLDER        -6   \n",
       "406011   C581465     23660                   HENRIETTA HEN MUG         -2   \n",
       "406012   C581465     22171     3 HOOK PHOTO SHELF ANTIQUE WHITE        -1   \n",
       "406013   C581465     21876                        POTTERING MUG        -4   \n",
       "406014   C581465     20914  SET/5 RED RETROSPOT LID GLASS BOWLS        -3   \n",
       "406015   C581466     22838        3 TIER CAKE TIN RED AND CREAM        -1   \n",
       "406016   C581466     22720    SET OF 3 CAKE TINS PANTRY DESIGN         -2   \n",
       "406017   C581466     21216     SET 3 RETROSPOT TEA,COFFEE,SUGAR        -1   \n",
       "406018   C581466     21535         RED RETROSPOT SMALL MILK JUG        -2   \n",
       "406019   C581466     21232       STRAWBERRY CERAMIC TRINKET POT        -1   \n",
       "406069   C581468     21314        SMALL GLASS HEART TRINKET POT       -10   \n",
       "406070   C581468     22098            BOUDOIR SQUARE TISSUE BOX       -12   \n",
       "406104   C581470     23084                   RABBIT NIGHT LIGHT        -4   \n",
       "406350   C581484     23843          PAPER CRAFT , LITTLE BIRDIE    -80995   \n",
       "406376   C581490     22178      VICTORIAN GLASS HANGING T-LIGHT       -12   \n",
       "406377   C581490     23144      ZINC T-LIGHT HOLDER STARS SMALL       -11   \n",
       "406461   C581499         M                               Manual        -1   \n",
       "406635   C581568     21258           VICTORIAN SEWING BOX LARGE        -5   \n",
       "406636   C581569     84978     HANGING HEART JAR T-LIGHT HOLDER        -1   \n",
       "406637   C581569     20979        36 PENCILS TUBE RED RETROSPOT        -5   \n",
       "\n",
       "               InvoiceDate  UnitPrice  CustomerID         Country  \\\n",
       "141    2010-12-01 09:41:00      27.50     14527.0  United Kingdom   \n",
       "154    2010-12-01 09:49:00       4.65     15311.0  United Kingdom   \n",
       "235    2010-12-01 10:24:00       1.65     17548.0  United Kingdom   \n",
       "236    2010-12-01 10:24:00       0.29     17548.0  United Kingdom   \n",
       "237    2010-12-01 10:24:00       0.29     17548.0  United Kingdom   \n",
       "238    2010-12-01 10:24:00       0.29     17548.0  United Kingdom   \n",
       "239    2010-12-01 10:24:00       3.45     17548.0  United Kingdom   \n",
       "240    2010-12-01 10:24:00       1.65     17548.0  United Kingdom   \n",
       "241    2010-12-01 10:24:00       1.65     17548.0  United Kingdom   \n",
       "938    2010-12-01 12:38:00       4.25     17897.0  United Kingdom   \n",
       "1440   2010-12-01 14:30:00       2.10     17841.0  United Kingdom   \n",
       "1441   2010-12-01 14:30:00       0.85     17841.0  United Kingdom   \n",
       "1442   2010-12-01 14:33:00       1.95     12472.0         Germany   \n",
       "1443   2010-12-01 14:33:00       1.65     12472.0         Germany   \n",
       "1444   2010-12-01 14:33:00       2.95     12472.0         Germany   \n",
       "1445   2010-12-01 14:33:00       1.25     12472.0         Germany   \n",
       "1446   2010-12-01 14:33:00       5.95     12472.0         Germany   \n",
       "1447   2010-12-01 14:33:00       9.95     12472.0         Germany   \n",
       "1448   2010-12-01 14:33:00       1.65     12472.0         Germany   \n",
       "1449   2010-12-01 14:33:00       0.85     12472.0         Germany   \n",
       "1450   2010-12-01 14:33:00       1.65     12472.0         Germany   \n",
       "1451   2010-12-01 14:33:00       1.95     12472.0         Germany   \n",
       "1452   2010-12-01 14:33:00       8.50     12472.0         Germany   \n",
       "1453   2010-12-01 14:33:00       3.75     12472.0         Germany   \n",
       "1454   2010-12-01 14:33:00       1.45     12472.0         Germany   \n",
       "1455   2010-12-01 14:33:00       5.95     12472.0         Germany   \n",
       "2030   2010-12-02 09:10:00       2.95     14092.0  United Kingdom   \n",
       "2198   2010-12-02 10:37:00       8.50     12471.0         Germany   \n",
       "2270   2010-12-02 10:46:00      14.95     14766.0  United Kingdom   \n",
       "2542   2010-12-02 11:56:00       5.95     14390.0  United Kingdom   \n",
       "...                    ...        ...         ...             ...   \n",
       "405137 2011-12-08 14:08:00       2.95     12476.0         Germany   \n",
       "405138 2011-12-08 14:08:00       3.29     12476.0         Germany   \n",
       "405139 2011-12-08 14:08:00       0.65     12476.0         Germany   \n",
       "405140 2011-12-08 14:08:00       4.95     12476.0         Germany   \n",
       "406000 2011-12-08 18:48:00       0.72     13078.0  United Kingdom   \n",
       "406001 2011-12-08 18:48:00       1.25     13078.0  United Kingdom   \n",
       "406006 2011-12-08 18:51:00       0.06     12985.0  United Kingdom   \n",
       "406007 2011-12-08 18:51:00       0.29     12985.0  United Kingdom   \n",
       "406008 2011-12-08 18:56:00       7.95     17526.0  United Kingdom   \n",
       "406009 2011-12-08 18:57:00      14.95     15951.0  United Kingdom   \n",
       "406010 2011-12-08 18:57:00       3.95     15951.0  United Kingdom   \n",
       "406011 2011-12-08 18:59:00       1.65     15755.0  United Kingdom   \n",
       "406012 2011-12-08 18:59:00       8.50     15755.0  United Kingdom   \n",
       "406013 2011-12-08 18:59:00       1.65     15755.0  United Kingdom   \n",
       "406014 2011-12-08 18:59:00       2.95     15755.0  United Kingdom   \n",
       "406015 2011-12-08 19:20:00      14.95     13883.0  United Kingdom   \n",
       "406016 2011-12-08 19:20:00       4.95     13883.0  United Kingdom   \n",
       "406017 2011-12-08 19:20:00       4.95     13883.0  United Kingdom   \n",
       "406018 2011-12-08 19:20:00       2.55     13883.0  United Kingdom   \n",
       "406019 2011-12-08 19:20:00       1.25     13883.0  United Kingdom   \n",
       "406069 2011-12-08 19:26:00       2.10     13599.0  United Kingdom   \n",
       "406070 2011-12-08 19:26:00       0.39     13599.0  United Kingdom   \n",
       "406104 2011-12-08 19:28:00       2.08     17924.0  United Kingdom   \n",
       "406350 2011-12-09 09:27:00       2.08     16446.0  United Kingdom   \n",
       "406376 2011-12-09 09:57:00       1.95     14397.0  United Kingdom   \n",
       "406377 2011-12-09 09:57:00       0.83     14397.0  United Kingdom   \n",
       "406461 2011-12-09 10:28:00     224.69     15498.0  United Kingdom   \n",
       "406635 2011-12-09 11:57:00      10.95     15311.0  United Kingdom   \n",
       "406636 2011-12-09 11:58:00       1.25     17315.0  United Kingdom   \n",
       "406637 2011-12-09 11:58:00       1.25     17315.0  United Kingdom   \n",
       "\n",
       "        total_amount  \n",
       "141           -27.50  \n",
       "154            -4.65  \n",
       "235           -19.80  \n",
       "236            -6.96  \n",
       "237            -6.96  \n",
       "238            -6.96  \n",
       "239           -41.40  \n",
       "240           -19.80  \n",
       "241           -39.60  \n",
       "938           -25.50  \n",
       "1440           -2.10  \n",
       "1441           -1.70  \n",
       "1442           -7.80  \n",
       "1443           -8.25  \n",
       "1444           -2.95  \n",
       "1445           -8.75  \n",
       "1446           -5.95  \n",
       "1447          -19.90  \n",
       "1448           -1.65  \n",
       "1449           -1.70  \n",
       "1450           -9.90  \n",
       "1451           -1.95  \n",
       "1452          -17.00  \n",
       "1453          -11.25  \n",
       "1454           -1.45  \n",
       "1455          -23.80  \n",
       "2030           -5.90  \n",
       "2198          -17.00  \n",
       "2270          -29.90  \n",
       "2542           -5.95  \n",
       "...              ...  \n",
       "405137         -2.95  \n",
       "405138         -6.58  \n",
       "405139         -0.65  \n",
       "405140        -24.75  \n",
       "406000         -3.60  \n",
       "406001         -1.25  \n",
       "406006         -2.88  \n",
       "406007        -20.88  \n",
       "406008        -15.90  \n",
       "406009        -14.95  \n",
       "406010        -23.70  \n",
       "406011         -3.30  \n",
       "406012         -8.50  \n",
       "406013         -6.60  \n",
       "406014         -8.85  \n",
       "406015        -14.95  \n",
       "406016         -9.90  \n",
       "406017         -4.95  \n",
       "406018         -5.10  \n",
       "406019         -1.25  \n",
       "406069        -21.00  \n",
       "406070         -4.68  \n",
       "406104         -8.32  \n",
       "406350    -168469.60  \n",
       "406376        -23.40  \n",
       "406377         -9.13  \n",
       "406461       -224.69  \n",
       "406635        -54.75  \n",
       "406636         -1.25  \n",
       "406637         -6.25  \n",
       "\n",
       "[8905 rows x 9 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Lets chcek the count of orders that got cancelled\n",
    "#mentioned in the dataset that innvoice preceeded by c means the order got cancelled\n",
    "df_retail.loc[df_retail[\"InvoiceNo\"].str[0]==\"C\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Lets biing the new column of order  cancelled or not\n",
    "import numpy as np\n",
    "df_retail[\"order_cancel\"]=np.where(df_retail[\"InvoiceNo\"].str[0]==\"C\",1,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Since we have made an extra column for order cancelled or not so lets drop \"C\" in first column\n",
    "df_retail[\"InvoiceNo\"]=df_retail[\"InvoiceNo\"].str.lstrip(to_strip=\"C\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>InvoiceNo</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>UnitPrice</th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Country</th>\n",
       "      <th>total_amount</th>\n",
       "      <th>order_cancel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>536379</td>\n",
       "      <td>D</td>\n",
       "      <td>Discount</td>\n",
       "      <td>-1</td>\n",
       "      <td>2010-12-01 09:41:00</td>\n",
       "      <td>27.50</td>\n",
       "      <td>14527.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-27.50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>536383</td>\n",
       "      <td>35004C</td>\n",
       "      <td>SET OF 3 COLOURED  FLYING DUCKS</td>\n",
       "      <td>-1</td>\n",
       "      <td>2010-12-01 09:49:00</td>\n",
       "      <td>4.65</td>\n",
       "      <td>15311.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-4.65</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>536391</td>\n",
       "      <td>22556</td>\n",
       "      <td>PLASTERS IN TIN CIRCUS PARADE</td>\n",
       "      <td>-12</td>\n",
       "      <td>2010-12-01 10:24:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>17548.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-19.80</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>536391</td>\n",
       "      <td>21984</td>\n",
       "      <td>PACK OF 12 PINK PAISLEY TISSUES</td>\n",
       "      <td>-24</td>\n",
       "      <td>2010-12-01 10:24:00</td>\n",
       "      <td>0.29</td>\n",
       "      <td>17548.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-6.96</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>536391</td>\n",
       "      <td>21983</td>\n",
       "      <td>PACK OF 12 BLUE PAISLEY TISSUES</td>\n",
       "      <td>-24</td>\n",
       "      <td>2010-12-01 10:24:00</td>\n",
       "      <td>0.29</td>\n",
       "      <td>17548.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-6.96</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>536391</td>\n",
       "      <td>21980</td>\n",
       "      <td>PACK OF 12 RED RETROSPOT TISSUES</td>\n",
       "      <td>-24</td>\n",
       "      <td>2010-12-01 10:24:00</td>\n",
       "      <td>0.29</td>\n",
       "      <td>17548.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-6.96</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>536391</td>\n",
       "      <td>21484</td>\n",
       "      <td>CHICK GREY HOT WATER BOTTLE</td>\n",
       "      <td>-12</td>\n",
       "      <td>2010-12-01 10:24:00</td>\n",
       "      <td>3.45</td>\n",
       "      <td>17548.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-41.40</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>536391</td>\n",
       "      <td>22557</td>\n",
       "      <td>PLASTERS IN TIN VINTAGE PAISLEY</td>\n",
       "      <td>-12</td>\n",
       "      <td>2010-12-01 10:24:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>17548.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-19.80</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>536391</td>\n",
       "      <td>22553</td>\n",
       "      <td>PLASTERS IN TIN SKULLS</td>\n",
       "      <td>-24</td>\n",
       "      <td>2010-12-01 10:24:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>17548.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-39.60</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>536506</td>\n",
       "      <td>22960</td>\n",
       "      <td>JAM MAKING SET WITH JARS</td>\n",
       "      <td>-6</td>\n",
       "      <td>2010-12-01 12:38:00</td>\n",
       "      <td>4.25</td>\n",
       "      <td>17897.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-25.50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1440</th>\n",
       "      <td>536543</td>\n",
       "      <td>22632</td>\n",
       "      <td>HAND WARMER RED RETROSPOT</td>\n",
       "      <td>-1</td>\n",
       "      <td>2010-12-01 14:30:00</td>\n",
       "      <td>2.10</td>\n",
       "      <td>17841.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-2.10</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1441</th>\n",
       "      <td>536543</td>\n",
       "      <td>22355</td>\n",
       "      <td>CHARLOTTE BAG SUKI DESIGN</td>\n",
       "      <td>-2</td>\n",
       "      <td>2010-12-01 14:30:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>17841.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-1.70</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1442</th>\n",
       "      <td>536548</td>\n",
       "      <td>22244</td>\n",
       "      <td>3 HOOK HANGER MAGIC GARDEN</td>\n",
       "      <td>-4</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>1.95</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-7.80</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1443</th>\n",
       "      <td>536548</td>\n",
       "      <td>22242</td>\n",
       "      <td>5 HOOK HANGER MAGIC TOADSTOOL</td>\n",
       "      <td>-5</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-8.25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1444</th>\n",
       "      <td>536548</td>\n",
       "      <td>20914</td>\n",
       "      <td>SET/5 RED RETROSPOT LID GLASS BOWLS</td>\n",
       "      <td>-1</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>2.95</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-2.95</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>536548</td>\n",
       "      <td>22892</td>\n",
       "      <td>SET OF SALT AND PEPPER TOADSTOOLS</td>\n",
       "      <td>-7</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-8.75</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>536548</td>\n",
       "      <td>22654</td>\n",
       "      <td>DELUXE SEWING KIT</td>\n",
       "      <td>-1</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>5.95</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-5.95</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1447</th>\n",
       "      <td>536548</td>\n",
       "      <td>22767</td>\n",
       "      <td>TRIPLE PHOTO FRAME CORNICE</td>\n",
       "      <td>-2</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>9.95</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-19.90</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>536548</td>\n",
       "      <td>22333</td>\n",
       "      <td>RETROSPOT PARTY BAG + STICKER SET</td>\n",
       "      <td>-1</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-1.65</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449</th>\n",
       "      <td>536548</td>\n",
       "      <td>22245</td>\n",
       "      <td>HOOK, 1 HANGER ,MAGIC GARDEN</td>\n",
       "      <td>-2</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-1.70</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>536548</td>\n",
       "      <td>22077</td>\n",
       "      <td>6 RIBBONS RUSTIC CHARM</td>\n",
       "      <td>-6</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-9.90</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>536548</td>\n",
       "      <td>22631</td>\n",
       "      <td>CIRCUS PARADE LUNCH BOX</td>\n",
       "      <td>-1</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>1.95</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-1.95</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1452</th>\n",
       "      <td>536548</td>\n",
       "      <td>22168</td>\n",
       "      <td>ORGANISER WOOD ANTIQUE WHITE</td>\n",
       "      <td>-2</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>8.50</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-17.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1453</th>\n",
       "      <td>536548</td>\n",
       "      <td>21218</td>\n",
       "      <td>RED SPOTTY BISCUIT TIN</td>\n",
       "      <td>-3</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-11.25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>536548</td>\n",
       "      <td>20957</td>\n",
       "      <td>PORCELAIN HANGING BELL SMALL</td>\n",
       "      <td>-1</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>1.45</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-1.45</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>536548</td>\n",
       "      <td>22580</td>\n",
       "      <td>ADVENT CALENDAR GINGHAM SACK</td>\n",
       "      <td>-4</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>5.95</td>\n",
       "      <td>12472.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-23.80</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2030</th>\n",
       "      <td>536606</td>\n",
       "      <td>20914</td>\n",
       "      <td>SET/5 RED RETROSPOT LID GLASS BOWLS</td>\n",
       "      <td>-2</td>\n",
       "      <td>2010-12-02 09:10:00</td>\n",
       "      <td>2.95</td>\n",
       "      <td>14092.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-5.90</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2198</th>\n",
       "      <td>536622</td>\n",
       "      <td>22752</td>\n",
       "      <td>SET 7 BABUSHKA NESTING BOXES</td>\n",
       "      <td>-2</td>\n",
       "      <td>2010-12-02 10:37:00</td>\n",
       "      <td>8.50</td>\n",
       "      <td>12471.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-17.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2270</th>\n",
       "      <td>536625</td>\n",
       "      <td>22839</td>\n",
       "      <td>3 TIER CAKE TIN GREEN AND CREAM</td>\n",
       "      <td>-2</td>\n",
       "      <td>2010-12-02 10:46:00</td>\n",
       "      <td>14.95</td>\n",
       "      <td>14766.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-29.90</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2542</th>\n",
       "      <td>536642</td>\n",
       "      <td>21463</td>\n",
       "      <td>MIRRORED DISCO BALL</td>\n",
       "      <td>-1</td>\n",
       "      <td>2010-12-02 11:56:00</td>\n",
       "      <td>5.95</td>\n",
       "      <td>14390.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-5.95</td>\n",
       "      <td>1</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405137</th>\n",
       "      <td>581409</td>\n",
       "      <td>82482</td>\n",
       "      <td>WOODEN PICTURE FRAME WHITE FINISH</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-08 14:08:00</td>\n",
       "      <td>2.95</td>\n",
       "      <td>12476.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-2.95</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405138</th>\n",
       "      <td>581409</td>\n",
       "      <td>22173</td>\n",
       "      <td>METAL 4 HOOK HANGER FRENCH CHATEAU</td>\n",
       "      <td>-2</td>\n",
       "      <td>2011-12-08 14:08:00</td>\n",
       "      <td>3.29</td>\n",
       "      <td>12476.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-6.58</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405139</th>\n",
       "      <td>581409</td>\n",
       "      <td>85199L</td>\n",
       "      <td>LARGE HANGING IVORY &amp; RED WOOD BIRD</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-08 14:08:00</td>\n",
       "      <td>0.65</td>\n",
       "      <td>12476.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-0.65</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405140</th>\n",
       "      <td>581409</td>\n",
       "      <td>85127</td>\n",
       "      <td>SMALL SQUARE CUT GLASS CANDLESTICK</td>\n",
       "      <td>-5</td>\n",
       "      <td>2011-12-08 14:08:00</td>\n",
       "      <td>4.95</td>\n",
       "      <td>12476.0</td>\n",
       "      <td>Germany</td>\n",
       "      <td>-24.75</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406000</th>\n",
       "      <td>581460</td>\n",
       "      <td>22197</td>\n",
       "      <td>POPCORN HOLDER</td>\n",
       "      <td>-5</td>\n",
       "      <td>2011-12-08 18:48:00</td>\n",
       "      <td>0.72</td>\n",
       "      <td>13078.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-3.60</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406001</th>\n",
       "      <td>581460</td>\n",
       "      <td>22107</td>\n",
       "      <td>PIZZA PLATE IN BOX</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-08 18:48:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>13078.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-1.25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406006</th>\n",
       "      <td>581462</td>\n",
       "      <td>16219</td>\n",
       "      <td>HOUSE SHAPE PENCIL SHARPENER</td>\n",
       "      <td>-48</td>\n",
       "      <td>2011-12-08 18:51:00</td>\n",
       "      <td>0.06</td>\n",
       "      <td>12985.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-2.88</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406007</th>\n",
       "      <td>581462</td>\n",
       "      <td>21642</td>\n",
       "      <td>ASSORTED TUTTI FRUTTI PEN</td>\n",
       "      <td>-72</td>\n",
       "      <td>2011-12-08 18:51:00</td>\n",
       "      <td>0.29</td>\n",
       "      <td>12985.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-20.88</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406008</th>\n",
       "      <td>581463</td>\n",
       "      <td>85048</td>\n",
       "      <td>15CM CHRISTMAS GLASS BALL 20 LIGHTS</td>\n",
       "      <td>-2</td>\n",
       "      <td>2011-12-08 18:56:00</td>\n",
       "      <td>7.95</td>\n",
       "      <td>17526.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-15.90</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406009</th>\n",
       "      <td>581464</td>\n",
       "      <td>23458</td>\n",
       "      <td>DOLLY CABINET 3 DRAWERS</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-08 18:57:00</td>\n",
       "      <td>14.95</td>\n",
       "      <td>15951.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-14.95</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406010</th>\n",
       "      <td>581464</td>\n",
       "      <td>71477</td>\n",
       "      <td>COLOURED GLASS STAR T-LIGHT HOLDER</td>\n",
       "      <td>-6</td>\n",
       "      <td>2011-12-08 18:57:00</td>\n",
       "      <td>3.95</td>\n",
       "      <td>15951.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-23.70</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406011</th>\n",
       "      <td>581465</td>\n",
       "      <td>23660</td>\n",
       "      <td>HENRIETTA HEN MUG</td>\n",
       "      <td>-2</td>\n",
       "      <td>2011-12-08 18:59:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>15755.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-3.30</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406012</th>\n",
       "      <td>581465</td>\n",
       "      <td>22171</td>\n",
       "      <td>3 HOOK PHOTO SHELF ANTIQUE WHITE</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-08 18:59:00</td>\n",
       "      <td>8.50</td>\n",
       "      <td>15755.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-8.50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406013</th>\n",
       "      <td>581465</td>\n",
       "      <td>21876</td>\n",
       "      <td>POTTERING MUG</td>\n",
       "      <td>-4</td>\n",
       "      <td>2011-12-08 18:59:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>15755.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-6.60</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406014</th>\n",
       "      <td>581465</td>\n",
       "      <td>20914</td>\n",
       "      <td>SET/5 RED RETROSPOT LID GLASS BOWLS</td>\n",
       "      <td>-3</td>\n",
       "      <td>2011-12-08 18:59:00</td>\n",
       "      <td>2.95</td>\n",
       "      <td>15755.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-8.85</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406015</th>\n",
       "      <td>581466</td>\n",
       "      <td>22838</td>\n",
       "      <td>3 TIER CAKE TIN RED AND CREAM</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-08 19:20:00</td>\n",
       "      <td>14.95</td>\n",
       "      <td>13883.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-14.95</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406016</th>\n",
       "      <td>581466</td>\n",
       "      <td>22720</td>\n",
       "      <td>SET OF 3 CAKE TINS PANTRY DESIGN</td>\n",
       "      <td>-2</td>\n",
       "      <td>2011-12-08 19:20:00</td>\n",
       "      <td>4.95</td>\n",
       "      <td>13883.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-9.90</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406017</th>\n",
       "      <td>581466</td>\n",
       "      <td>21216</td>\n",
       "      <td>SET 3 RETROSPOT TEA,COFFEE,SUGAR</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-08 19:20:00</td>\n",
       "      <td>4.95</td>\n",
       "      <td>13883.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-4.95</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406018</th>\n",
       "      <td>581466</td>\n",
       "      <td>21535</td>\n",
       "      <td>RED RETROSPOT SMALL MILK JUG</td>\n",
       "      <td>-2</td>\n",
       "      <td>2011-12-08 19:20:00</td>\n",
       "      <td>2.55</td>\n",
       "      <td>13883.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-5.10</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406019</th>\n",
       "      <td>581466</td>\n",
       "      <td>21232</td>\n",
       "      <td>STRAWBERRY CERAMIC TRINKET POT</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-08 19:20:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>13883.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-1.25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406069</th>\n",
       "      <td>581468</td>\n",
       "      <td>21314</td>\n",
       "      <td>SMALL GLASS HEART TRINKET POT</td>\n",
       "      <td>-10</td>\n",
       "      <td>2011-12-08 19:26:00</td>\n",
       "      <td>2.10</td>\n",
       "      <td>13599.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-21.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406070</th>\n",
       "      <td>581468</td>\n",
       "      <td>22098</td>\n",
       "      <td>BOUDOIR SQUARE TISSUE BOX</td>\n",
       "      <td>-12</td>\n",
       "      <td>2011-12-08 19:26:00</td>\n",
       "      <td>0.39</td>\n",
       "      <td>13599.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-4.68</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406104</th>\n",
       "      <td>581470</td>\n",
       "      <td>23084</td>\n",
       "      <td>RABBIT NIGHT LIGHT</td>\n",
       "      <td>-4</td>\n",
       "      <td>2011-12-08 19:28:00</td>\n",
       "      <td>2.08</td>\n",
       "      <td>17924.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-8.32</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406350</th>\n",
       "      <td>581484</td>\n",
       "      <td>23843</td>\n",
       "      <td>PAPER CRAFT , LITTLE BIRDIE</td>\n",
       "      <td>-80995</td>\n",
       "      <td>2011-12-09 09:27:00</td>\n",
       "      <td>2.08</td>\n",
       "      <td>16446.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-168469.60</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406376</th>\n",
       "      <td>581490</td>\n",
       "      <td>22178</td>\n",
       "      <td>VICTORIAN GLASS HANGING T-LIGHT</td>\n",
       "      <td>-12</td>\n",
       "      <td>2011-12-09 09:57:00</td>\n",
       "      <td>1.95</td>\n",
       "      <td>14397.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-23.40</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406377</th>\n",
       "      <td>581490</td>\n",
       "      <td>23144</td>\n",
       "      <td>ZINC T-LIGHT HOLDER STARS SMALL</td>\n",
       "      <td>-11</td>\n",
       "      <td>2011-12-09 09:57:00</td>\n",
       "      <td>0.83</td>\n",
       "      <td>14397.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-9.13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406461</th>\n",
       "      <td>581499</td>\n",
       "      <td>M</td>\n",
       "      <td>Manual</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-09 10:28:00</td>\n",
       "      <td>224.69</td>\n",
       "      <td>15498.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-224.69</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406635</th>\n",
       "      <td>581568</td>\n",
       "      <td>21258</td>\n",
       "      <td>VICTORIAN SEWING BOX LARGE</td>\n",
       "      <td>-5</td>\n",
       "      <td>2011-12-09 11:57:00</td>\n",
       "      <td>10.95</td>\n",
       "      <td>15311.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-54.75</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406636</th>\n",
       "      <td>581569</td>\n",
       "      <td>84978</td>\n",
       "      <td>HANGING HEART JAR T-LIGHT HOLDER</td>\n",
       "      <td>-1</td>\n",
       "      <td>2011-12-09 11:58:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>17315.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-1.25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406637</th>\n",
       "      <td>581569</td>\n",
       "      <td>20979</td>\n",
       "      <td>36 PENCILS TUBE RED RETROSPOT</td>\n",
       "      <td>-5</td>\n",
       "      <td>2011-12-09 11:58:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>17315.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>-6.25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8905 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       InvoiceNo StockCode                          Description  Quantity  \\\n",
       "141       536379         D                             Discount        -1   \n",
       "154       536383    35004C      SET OF 3 COLOURED  FLYING DUCKS        -1   \n",
       "235       536391     22556       PLASTERS IN TIN CIRCUS PARADE        -12   \n",
       "236       536391     21984     PACK OF 12 PINK PAISLEY TISSUES        -24   \n",
       "237       536391     21983     PACK OF 12 BLUE PAISLEY TISSUES        -24   \n",
       "238       536391     21980    PACK OF 12 RED RETROSPOT TISSUES        -24   \n",
       "239       536391     21484          CHICK GREY HOT WATER BOTTLE       -12   \n",
       "240       536391     22557     PLASTERS IN TIN VINTAGE PAISLEY        -12   \n",
       "241       536391     22553               PLASTERS IN TIN SKULLS       -24   \n",
       "938       536506     22960             JAM MAKING SET WITH JARS        -6   \n",
       "1440      536543     22632            HAND WARMER RED RETROSPOT        -1   \n",
       "1441      536543     22355            CHARLOTTE BAG SUKI DESIGN        -2   \n",
       "1442      536548     22244           3 HOOK HANGER MAGIC GARDEN        -4   \n",
       "1443      536548     22242        5 HOOK HANGER MAGIC TOADSTOOL        -5   \n",
       "1444      536548     20914  SET/5 RED RETROSPOT LID GLASS BOWLS        -1   \n",
       "1445      536548     22892    SET OF SALT AND PEPPER TOADSTOOLS        -7   \n",
       "1446      536548     22654                   DELUXE SEWING KIT         -1   \n",
       "1447      536548     22767          TRIPLE PHOTO FRAME CORNICE         -2   \n",
       "1448      536548     22333    RETROSPOT PARTY BAG + STICKER SET        -1   \n",
       "1449      536548     22245         HOOK, 1 HANGER ,MAGIC GARDEN        -2   \n",
       "1450      536548     22077               6 RIBBONS RUSTIC CHARM        -6   \n",
       "1451      536548     22631             CIRCUS PARADE LUNCH BOX         -1   \n",
       "1452      536548     22168        ORGANISER WOOD ANTIQUE WHITE         -2   \n",
       "1453      536548     21218               RED SPOTTY BISCUIT TIN        -3   \n",
       "1454      536548     20957         PORCELAIN HANGING BELL SMALL        -1   \n",
       "1455      536548     22580         ADVENT CALENDAR GINGHAM SACK        -4   \n",
       "2030      536606     20914  SET/5 RED RETROSPOT LID GLASS BOWLS        -2   \n",
       "2198      536622     22752         SET 7 BABUSHKA NESTING BOXES        -2   \n",
       "2270      536625     22839      3 TIER CAKE TIN GREEN AND CREAM        -2   \n",
       "2542      536642     21463                 MIRRORED DISCO BALL         -1   \n",
       "...          ...       ...                                  ...       ...   \n",
       "405137    581409     82482    WOODEN PICTURE FRAME WHITE FINISH        -1   \n",
       "405138    581409     22173   METAL 4 HOOK HANGER FRENCH CHATEAU        -2   \n",
       "405139    581409    85199L  LARGE HANGING IVORY & RED WOOD BIRD        -1   \n",
       "405140    581409     85127   SMALL SQUARE CUT GLASS CANDLESTICK        -5   \n",
       "406000    581460     22197                       POPCORN HOLDER        -5   \n",
       "406001    581460     22107                   PIZZA PLATE IN BOX        -1   \n",
       "406006    581462     16219         HOUSE SHAPE PENCIL SHARPENER       -48   \n",
       "406007    581462     21642            ASSORTED TUTTI FRUTTI PEN       -72   \n",
       "406008    581463     85048  15CM CHRISTMAS GLASS BALL 20 LIGHTS        -2   \n",
       "406009    581464     23458             DOLLY CABINET 3 DRAWERS         -1   \n",
       "406010    581464     71477   COLOURED GLASS STAR T-LIGHT HOLDER        -6   \n",
       "406011    581465     23660                   HENRIETTA HEN MUG         -2   \n",
       "406012    581465     22171     3 HOOK PHOTO SHELF ANTIQUE WHITE        -1   \n",
       "406013    581465     21876                        POTTERING MUG        -4   \n",
       "406014    581465     20914  SET/5 RED RETROSPOT LID GLASS BOWLS        -3   \n",
       "406015    581466     22838        3 TIER CAKE TIN RED AND CREAM        -1   \n",
       "406016    581466     22720    SET OF 3 CAKE TINS PANTRY DESIGN         -2   \n",
       "406017    581466     21216     SET 3 RETROSPOT TEA,COFFEE,SUGAR        -1   \n",
       "406018    581466     21535         RED RETROSPOT SMALL MILK JUG        -2   \n",
       "406019    581466     21232       STRAWBERRY CERAMIC TRINKET POT        -1   \n",
       "406069    581468     21314        SMALL GLASS HEART TRINKET POT       -10   \n",
       "406070    581468     22098            BOUDOIR SQUARE TISSUE BOX       -12   \n",
       "406104    581470     23084                   RABBIT NIGHT LIGHT        -4   \n",
       "406350    581484     23843          PAPER CRAFT , LITTLE BIRDIE    -80995   \n",
       "406376    581490     22178      VICTORIAN GLASS HANGING T-LIGHT       -12   \n",
       "406377    581490     23144      ZINC T-LIGHT HOLDER STARS SMALL       -11   \n",
       "406461    581499         M                               Manual        -1   \n",
       "406635    581568     21258           VICTORIAN SEWING BOX LARGE        -5   \n",
       "406636    581569     84978     HANGING HEART JAR T-LIGHT HOLDER        -1   \n",
       "406637    581569     20979        36 PENCILS TUBE RED RETROSPOT        -5   \n",
       "\n",
       "               InvoiceDate  UnitPrice  CustomerID         Country  \\\n",
       "141    2010-12-01 09:41:00      27.50     14527.0  United Kingdom   \n",
       "154    2010-12-01 09:49:00       4.65     15311.0  United Kingdom   \n",
       "235    2010-12-01 10:24:00       1.65     17548.0  United Kingdom   \n",
       "236    2010-12-01 10:24:00       0.29     17548.0  United Kingdom   \n",
       "237    2010-12-01 10:24:00       0.29     17548.0  United Kingdom   \n",
       "238    2010-12-01 10:24:00       0.29     17548.0  United Kingdom   \n",
       "239    2010-12-01 10:24:00       3.45     17548.0  United Kingdom   \n",
       "240    2010-12-01 10:24:00       1.65     17548.0  United Kingdom   \n",
       "241    2010-12-01 10:24:00       1.65     17548.0  United Kingdom   \n",
       "938    2010-12-01 12:38:00       4.25     17897.0  United Kingdom   \n",
       "1440   2010-12-01 14:30:00       2.10     17841.0  United Kingdom   \n",
       "1441   2010-12-01 14:30:00       0.85     17841.0  United Kingdom   \n",
       "1442   2010-12-01 14:33:00       1.95     12472.0         Germany   \n",
       "1443   2010-12-01 14:33:00       1.65     12472.0         Germany   \n",
       "1444   2010-12-01 14:33:00       2.95     12472.0         Germany   \n",
       "1445   2010-12-01 14:33:00       1.25     12472.0         Germany   \n",
       "1446   2010-12-01 14:33:00       5.95     12472.0         Germany   \n",
       "1447   2010-12-01 14:33:00       9.95     12472.0         Germany   \n",
       "1448   2010-12-01 14:33:00       1.65     12472.0         Germany   \n",
       "1449   2010-12-01 14:33:00       0.85     12472.0         Germany   \n",
       "1450   2010-12-01 14:33:00       1.65     12472.0         Germany   \n",
       "1451   2010-12-01 14:33:00       1.95     12472.0         Germany   \n",
       "1452   2010-12-01 14:33:00       8.50     12472.0         Germany   \n",
       "1453   2010-12-01 14:33:00       3.75     12472.0         Germany   \n",
       "1454   2010-12-01 14:33:00       1.45     12472.0         Germany   \n",
       "1455   2010-12-01 14:33:00       5.95     12472.0         Germany   \n",
       "2030   2010-12-02 09:10:00       2.95     14092.0  United Kingdom   \n",
       "2198   2010-12-02 10:37:00       8.50     12471.0         Germany   \n",
       "2270   2010-12-02 10:46:00      14.95     14766.0  United Kingdom   \n",
       "2542   2010-12-02 11:56:00       5.95     14390.0  United Kingdom   \n",
       "...                    ...        ...         ...             ...   \n",
       "405137 2011-12-08 14:08:00       2.95     12476.0         Germany   \n",
       "405138 2011-12-08 14:08:00       3.29     12476.0         Germany   \n",
       "405139 2011-12-08 14:08:00       0.65     12476.0         Germany   \n",
       "405140 2011-12-08 14:08:00       4.95     12476.0         Germany   \n",
       "406000 2011-12-08 18:48:00       0.72     13078.0  United Kingdom   \n",
       "406001 2011-12-08 18:48:00       1.25     13078.0  United Kingdom   \n",
       "406006 2011-12-08 18:51:00       0.06     12985.0  United Kingdom   \n",
       "406007 2011-12-08 18:51:00       0.29     12985.0  United Kingdom   \n",
       "406008 2011-12-08 18:56:00       7.95     17526.0  United Kingdom   \n",
       "406009 2011-12-08 18:57:00      14.95     15951.0  United Kingdom   \n",
       "406010 2011-12-08 18:57:00       3.95     15951.0  United Kingdom   \n",
       "406011 2011-12-08 18:59:00       1.65     15755.0  United Kingdom   \n",
       "406012 2011-12-08 18:59:00       8.50     15755.0  United Kingdom   \n",
       "406013 2011-12-08 18:59:00       1.65     15755.0  United Kingdom   \n",
       "406014 2011-12-08 18:59:00       2.95     15755.0  United Kingdom   \n",
       "406015 2011-12-08 19:20:00      14.95     13883.0  United Kingdom   \n",
       "406016 2011-12-08 19:20:00       4.95     13883.0  United Kingdom   \n",
       "406017 2011-12-08 19:20:00       4.95     13883.0  United Kingdom   \n",
       "406018 2011-12-08 19:20:00       2.55     13883.0  United Kingdom   \n",
       "406019 2011-12-08 19:20:00       1.25     13883.0  United Kingdom   \n",
       "406069 2011-12-08 19:26:00       2.10     13599.0  United Kingdom   \n",
       "406070 2011-12-08 19:26:00       0.39     13599.0  United Kingdom   \n",
       "406104 2011-12-08 19:28:00       2.08     17924.0  United Kingdom   \n",
       "406350 2011-12-09 09:27:00       2.08     16446.0  United Kingdom   \n",
       "406376 2011-12-09 09:57:00       1.95     14397.0  United Kingdom   \n",
       "406377 2011-12-09 09:57:00       0.83     14397.0  United Kingdom   \n",
       "406461 2011-12-09 10:28:00     224.69     15498.0  United Kingdom   \n",
       "406635 2011-12-09 11:57:00      10.95     15311.0  United Kingdom   \n",
       "406636 2011-12-09 11:58:00       1.25     17315.0  United Kingdom   \n",
       "406637 2011-12-09 11:58:00       1.25     17315.0  United Kingdom   \n",
       "\n",
       "        total_amount  order_cancel  \n",
       "141           -27.50             1  \n",
       "154            -4.65             1  \n",
       "235           -19.80             1  \n",
       "236            -6.96             1  \n",
       "237            -6.96             1  \n",
       "238            -6.96             1  \n",
       "239           -41.40             1  \n",
       "240           -19.80             1  \n",
       "241           -39.60             1  \n",
       "938           -25.50             1  \n",
       "1440           -2.10             1  \n",
       "1441           -1.70             1  \n",
       "1442           -7.80             1  \n",
       "1443           -8.25             1  \n",
       "1444           -2.95             1  \n",
       "1445           -8.75             1  \n",
       "1446           -5.95             1  \n",
       "1447          -19.90             1  \n",
       "1448           -1.65             1  \n",
       "1449           -1.70             1  \n",
       "1450           -9.90             1  \n",
       "1451           -1.95             1  \n",
       "1452          -17.00             1  \n",
       "1453          -11.25             1  \n",
       "1454           -1.45             1  \n",
       "1455          -23.80             1  \n",
       "2030           -5.90             1  \n",
       "2198          -17.00             1  \n",
       "2270          -29.90             1  \n",
       "2542           -5.95             1  \n",
       "...              ...           ...  \n",
       "405137         -2.95             1  \n",
       "405138         -6.58             1  \n",
       "405139         -0.65             1  \n",
       "405140        -24.75             1  \n",
       "406000         -3.60             1  \n",
       "406001         -1.25             1  \n",
       "406006         -2.88             1  \n",
       "406007        -20.88             1  \n",
       "406008        -15.90             1  \n",
       "406009        -14.95             1  \n",
       "406010        -23.70             1  \n",
       "406011         -3.30             1  \n",
       "406012         -8.50             1  \n",
       "406013         -6.60             1  \n",
       "406014         -8.85             1  \n",
       "406015        -14.95             1  \n",
       "406016         -9.90             1  \n",
       "406017         -4.95             1  \n",
       "406018         -5.10             1  \n",
       "406019         -1.25             1  \n",
       "406069        -21.00             1  \n",
       "406070         -4.68             1  \n",
       "406104         -8.32             1  \n",
       "406350    -168469.60             1  \n",
       "406376        -23.40             1  \n",
       "406377         -9.13             1  \n",
       "406461       -224.69             1  \n",
       "406635        -54.75             1  \n",
       "406636         -1.25             1  \n",
       "406637         -6.25             1  \n",
       "\n",
       "[8905 rows x 10 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#lets display the dataset where orders are cancelled\n",
    "df_retail.loc[df_retail[\"order_cancel\"]==1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#This will delete all the rows which have same order again with some other innvoice\n",
    "df_cancelled=df_retail.loc[df_retail[\"order_cancel\"]==1][['CustomerID','Quantity','StockCode','Description','UnitPrice']]\n",
    "for index,col in df_cancelled.iterrows():\n",
    "    if df_retail[(df_retail['CustomerID'] == col[0]) & (df_retail['Quantity'] == -col[1]) \n",
    "                & (df_retail['Description'] == col[3])].shape[0] > 0:\n",
    "        df_retail.drop(index,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5661, 10)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#lets chcek the shape of df_retail\n",
    "df_retail.loc[df_retail[\"order_cancel\"]==1].shape\n",
    "#So we some size has reduced by 3000 i.e there existed 3000 counter orders for cancelled one"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Lets extract the year from invoice date\n",
    "df_retail[\"year\"]=df_retail[\"InvoiceDate\"].dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#lets check in which year average amount  of purchase was more\n",
    "sns.barplot(x=\"year\",y=\"total_amount\",estimator=sum,data=df_retail)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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></th>\n",
       "      <th>StockCode</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>StockCode</th>\n",
       "      <th>Country</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">10002</th>\n",
       "      <th>EIRE</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>France</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Germany</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Japan</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spain</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Switzerland</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10080</th>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">10120</th>\n",
       "      <th>France</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10123C</th>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10124A</th>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10124G</th>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">10125</th>\n",
       "      <th>France</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Germany</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Switzerland</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">10133</th>\n",
       "      <th>Canada</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EIRE</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Israel</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Portugal</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Switzerland</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">10135</th>\n",
       "      <th>Canada</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EIRE</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>France</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Germany</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Norway</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11001</th>\n",
       "      <th>EIRE</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">M</th>\n",
       "      <th>Portugal</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RSA</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Singapore</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spain</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sweden</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PADS</th>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"23\" valign=\"top\">POST</th>\n",
       "      <th>Australia</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Austria</th>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Belgium</th>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Canada</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cyprus</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Czech Republic</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Denmark</th>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>European Community</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Finland</th>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>France</th>\n",
       "      <td>304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Germany</th>\n",
       "      <td>376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Greece</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Italy</th>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Malta</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Netherlands</th>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Norway</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Poland</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Portugal</th>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spain</th>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sweden</th>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Switzerland</th>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Arab Emirates</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>United Kingdom</th>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>18981 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                StockCode\n",
       "StockCode Country                        \n",
       "10002     EIRE                          1\n",
       "          France                        8\n",
       "          Germany                       1\n",
       "          Japan                         1\n",
       "          Spain                         1\n",
       "          Switzerland                   1\n",
       "          United Kingdom               36\n",
       "10080     United Kingdom               21\n",
       "10120     France                        1\n",
       "          United Kingdom               29\n",
       "10123C    United Kingdom                3\n",
       "10124A    United Kingdom                5\n",
       "10124G    United Kingdom                4\n",
       "10125     France                        6\n",
       "          Germany                       6\n",
       "          Switzerland                   1\n",
       "          United Kingdom               51\n",
       "10133     Canada                        2\n",
       "          EIRE                          2\n",
       "          Israel                        1\n",
       "          Portugal                      1\n",
       "          Switzerland                   1\n",
       "          United Kingdom              117\n",
       "10135     Canada                        1\n",
       "          EIRE                          1\n",
       "          France                        1\n",
       "          Germany                       1\n",
       "          Norway                        1\n",
       "          United Kingdom              117\n",
       "11001     EIRE                          3\n",
       "...                                   ...\n",
       "M         Portugal                      7\n",
       "          RSA                           1\n",
       "          Singapore                     7\n",
       "          Spain                         3\n",
       "          Sweden                        1\n",
       "          United Kingdom              353\n",
       "PADS      United Kingdom                4\n",
       "POST      Australia                     1\n",
       "          Austria                      14\n",
       "          Belgium                      97\n",
       "          Canada                        1\n",
       "          Cyprus                        1\n",
       "          Czech Republic                1\n",
       "          Denmark                      14\n",
       "          European Community            3\n",
       "          Finland                      38\n",
       "          France                      304\n",
       "          Germany                     376\n",
       "          Greece                        4\n",
       "          Italy                        17\n",
       "          Malta                         4\n",
       "          Netherlands                  38\n",
       "          Norway                       20\n",
       "          Poland                        5\n",
       "          Portugal                     30\n",
       "          Spain                        62\n",
       "          Sweden                       22\n",
       "          Switzerland                  31\n",
       "          United Arab Emirates          1\n",
       "          United Kingdom               83\n",
       "\n",
       "[18981 rows x 1 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Lets check count of item buyed in a country\n",
    "df_retail.groupby([\"StockCode\",\"Country\"]).agg({\"StockCode\":\"count\"})\n",
    "#From this table we can get popular items in a country or least popular by sorting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['InvoiceNo', 'StockCode', 'Description', 'Quantity', 'InvoiceDate',\n",
       "       'UnitPrice', 'CustomerID', 'Country', 'total_amount', 'order_cancel',\n",
       "       'year'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#lets chcek the columns\n",
    "df_retail.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Going forward lets try to cluster the the data based on decription instead of  StockCode\n",
    "#Lets drop the columns \"InvoiceNo\",\"StockCode\",\"InvoiceDate\"\n",
    "df_retail.drop(columns=[\"InvoiceNo\",\"StockCode\",\"InvoiceDate\"],inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "#lets chcek the value counts of country\n",
    "#And replace the less country names by other if they are occuring less than 300 times inn dataset\n",
    "#This is donne to reduce the number of columns when we will use pd.get_dummies function\n",
    "df_country_counts=df_retail[\"Country\"].value_counts()\n",
    "for index in df_country_counts.index:\n",
    "    if df_country_counts.loc[index]<300:\n",
    "        df_retail[\"Country\"].replace(index,\"other\",inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Now lets process the description column so that we can use it in K means\n",
    "#Below function we will use to clean the Description column\n",
    "import re\n",
    "from nltk.stem import WordNetLemmatizer \n",
    "from nltk.corpus import stopwords\n",
    "stop_words=list(stopwords.words('english'))\n",
    "lemmatizer = WordNetLemmatizer() #Initialising the lemmatizer\n",
    "def clean(text):\n",
    "    newstring=\"\"\n",
    "    text=re.sub(\"[\\W*]\",\" \",text)\n",
    "    text=re.sub(\"\\d+[a-z]*\",\" \",text)\n",
    "    text=re.sub(\"\\s+\",\" \",text)\n",
    "    count=0\n",
    "    for word in text.split():\n",
    "        if word not in stop_words:\n",
    "            word=lemmatizer.lemmatize(word)\n",
    "            if count==0:\n",
    "                newstring=newstring+word\n",
    "            if count!=0:\n",
    "                newstring=newstring+\" \"+word\n",
    "            count=count+1\n",
    "    return newstring"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_retail[\"Description\"]=df_retail[\"Description\"].apply(lambda x: clean(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(403585, 1000)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Lets use tf-idf to convert Description into integers\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "vectorizer = TfidfVectorizer(max_features=1000)\n",
    "desc = vectorizer.fit_transform(df_retail[\"Description\"].to_list())\n",
    "desc.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Now we will use unsupervised K means clustering algorithm to find the clusters\n",
    "from sklearn.cluster import KMeans\n",
    "inertia_list=list()\n",
    "for cluster in range(2,11):\n",
    "    km=KMeans(n_clusters=cluster)\n",
    "    km.fit(desc)\n",
    "    inertia_list.append(km.inertia_)\n",
    "sns.lineplot(x=range(2,11),y=inertia_list,marker='o')\n",
    "plt.show()\n",
    "#We can see below change is consant between 6 to 9 ,so lets choose number of clusters as 8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#so making the final model\n",
    "km=KMeans(n_clusters=6)\n",
    "km.fit(desc)\n",
    "y_pred=km.predict(desc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>UnitPrice</th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Country</th>\n",
       "      <th>total_amount</th>\n",
       "      <th>order_cancel</th>\n",
       "      <th>year</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WHITE HANGING HEART T LIGHT HOLDER</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.55</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>15.30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>WHITE METAL LANTERN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>20.34</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CREAM CUPID HEARTS COAT HANGER</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.75</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>22.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>20.34</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>RED WOOLLY HOTTIE WHITE HEART</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>20.34</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>SET BABUSHKA NESTING BOXES</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.65</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>15.30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>GLASS STAR FROSTED T LIGHT HOLDER</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.25</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>25.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>HAND WARMER UNION JACK</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>11.10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>HAND WARMER RED POLKA DOT</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.85</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>11.10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ASSORTED COLOUR BIRD ORNAMENT</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1.69</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>54.08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>POPPY S PLAYHOUSE BEDROOM</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.10</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>12.60</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>POPPY S PLAYHOUSE KITCHEN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.10</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>12.60</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>FELTCRAFT PRINCESS CHARLOTTE DOLL</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.75</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>30.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>IVORY KNITTED MUG COSY</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.65</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>9.90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>BOX OF ASSORTED COLOUR TEASPOONS</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.25</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>25.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>BOX OF VINTAGE JIGSAW BLOCKS</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>14.85</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>BOX OF VINTAGE ALPHABET BLOCKS</td>\n",
       "      <td>2.0</td>\n",
       "      <td>9.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19.90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>HOME BUILDING BLOCK WORD</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>17.85</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>LOVE BUILDING BLOCK WORD</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>17.85</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>RECIPE BOX WITH METAL HEART</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>31.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>DOORMAT NEW ENGLAND</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>31.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>JAM MAKING SET WITH JARS</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.25</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>25.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>RED COAT RACK PARIS FASHION</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>14.85</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>YELLOW COAT RACK PARIS FASHION</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>14.85</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>BLUE COAT RACK PARIS FASHION</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>14.85</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>BATH BUILDING BLOCK WORD</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.95</td>\n",
       "      <td>13047.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>17.85</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>ALARM CLOCK BAKELIKE PINK</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "      <td>90.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>ALARM CLOCK BAKELIKE RED</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "      <td>90.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>ALARM CLOCK BAKELIKE GREEN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "      <td>45.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>PANDA AND BUNNIES STICKER SHEET</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.85</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "      <td>10.20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2010.0</td>\n",
       "      <td>1.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406799</th>\n",
       "      <td>ALARM CLOCK BAKELIKE GREEN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.75</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>30.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406800</th>\n",
       "      <td>ALARM CLOCK BAKELIKE RED</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.75</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>15.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406801</th>\n",
       "      <td>LARGE CHINESE STYLE SCISSOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.85</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>8.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406802</th>\n",
       "      <td>SET RETRO WHITE CHALK STICKS</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.42</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>10.08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406803</th>\n",
       "      <td>BOX OF COCKTAIL PARASOLS</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.42</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>10.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406804</th>\n",
       "      <td>ANTIQUE SILVER T LIGHT GLASS</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.25</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>15.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406805</th>\n",
       "      <td>SMALL MEDINA STAMPED METAL BOWL</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.85</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>10.20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406806</th>\n",
       "      <td>MAGNETS PACK OF SWALLOWS</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.39</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>4.68</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406807</th>\n",
       "      <td>SET SCHOOL MILK BOTTLES IN CRATE</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.75</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>15.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406808</th>\n",
       "      <td>ZINC T LIGHT HOLDER STAR LARGE</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.95</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>11.40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406809</th>\n",
       "      <td>FAIRY TALE COTTAGE NIGHT LIGHT</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.95</td>\n",
       "      <td>15804.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>23.40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406810</th>\n",
       "      <td>LARGE CAKE STAND HANGING STRAWBERY</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.95</td>\n",
       "      <td>13113.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>23.60</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406811</th>\n",
       "      <td>SET OF HANGING OWLS OLLIE BEAK</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1.25</td>\n",
       "      <td>13113.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>30.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406812</th>\n",
       "      <td>RED RETROSPOT ROUND CAKE TINS</td>\n",
       "      <td>24.0</td>\n",
       "      <td>8.95</td>\n",
       "      <td>13113.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>214.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406813</th>\n",
       "      <td>DOORMAT RED RETROSPOT</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.08</td>\n",
       "      <td>13113.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>70.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406814</th>\n",
       "      <td>CIRCUS PARADE LUNCH BOX</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.95</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>23.40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406815</th>\n",
       "      <td>PLASTERS IN TIN CIRCUS PARADE</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.65</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>19.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406816</th>\n",
       "      <td>PLASTERS IN TIN STRONGMAN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.65</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>19.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406817</th>\n",
       "      <td>ALARM CLOCK BAKELIKE PINK</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>15.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406818</th>\n",
       "      <td>ALARM CLOCK BAKELIKE RED</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>15.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406819</th>\n",
       "      <td>ALARM CLOCK BAKELIKE GREEN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>15.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406820</th>\n",
       "      <td>ALARM CLOCK BAKELIKE IVORY</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>15.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406821</th>\n",
       "      <td>CHILDRENS APRON SPACEBOY DESIGN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.95</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>15.60</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406822</th>\n",
       "      <td>SPACEBOY LUNCH BOX</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.95</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>23.40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406823</th>\n",
       "      <td>CHILDRENS CUTLERY SPACEBOY</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.15</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>16.60</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406824</th>\n",
       "      <td>PACK OF SPACEBOY NAPKINS</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.85</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>10.20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406825</th>\n",
       "      <td>CHILDREN S APRON DOLLY GIRL</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.10</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>12.60</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406826</th>\n",
       "      <td>CHILDRENS CUTLERY DOLLY GIRL</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.15</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>16.60</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406827</th>\n",
       "      <td>CHILDRENS CUTLERY CIRCUS PARADE</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.15</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>16.60</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406828</th>\n",
       "      <td>BAKING SET PIECE RETROSPOT</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.95</td>\n",
       "      <td>12680.0</td>\n",
       "      <td>France</td>\n",
       "      <td>14.85</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2011.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>406804 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Description  Quantity  UnitPrice  CustomerID  \\\n",
       "0        WHITE HANGING HEART T LIGHT HOLDER       6.0       2.55     17850.0   \n",
       "1                       WHITE METAL LANTERN       6.0       3.39     17850.0   \n",
       "2            CREAM CUPID HEARTS COAT HANGER       8.0       2.75     17850.0   \n",
       "3       KNITTED UNION FLAG HOT WATER BOTTLE       6.0       3.39     17850.0   \n",
       "4             RED WOOLLY HOTTIE WHITE HEART       6.0       3.39     17850.0   \n",
       "5                SET BABUSHKA NESTING BOXES       2.0       7.65     17850.0   \n",
       "6         GLASS STAR FROSTED T LIGHT HOLDER       6.0       4.25     17850.0   \n",
       "7                    HAND WARMER UNION JACK       6.0       1.85     17850.0   \n",
       "8                 HAND WARMER RED POLKA DOT       6.0       1.85     17850.0   \n",
       "9             ASSORTED COLOUR BIRD ORNAMENT      32.0       1.69     13047.0   \n",
       "10                POPPY S PLAYHOUSE BEDROOM       6.0       2.10     13047.0   \n",
       "11                POPPY S PLAYHOUSE KITCHEN       6.0       2.10     13047.0   \n",
       "12        FELTCRAFT PRINCESS CHARLOTTE DOLL       8.0       3.75     13047.0   \n",
       "13                   IVORY KNITTED MUG COSY       6.0       1.65     13047.0   \n",
       "14         BOX OF ASSORTED COLOUR TEASPOONS       6.0       4.25     13047.0   \n",
       "15             BOX OF VINTAGE JIGSAW BLOCKS       3.0       4.95     13047.0   \n",
       "16           BOX OF VINTAGE ALPHABET BLOCKS       2.0       9.95     13047.0   \n",
       "17                 HOME BUILDING BLOCK WORD       3.0       5.95     13047.0   \n",
       "18                 LOVE BUILDING BLOCK WORD       3.0       5.95     13047.0   \n",
       "19              RECIPE BOX WITH METAL HEART       4.0       7.95     13047.0   \n",
       "20                      DOORMAT NEW ENGLAND       4.0       7.95     13047.0   \n",
       "21                 JAM MAKING SET WITH JARS       6.0       4.25     13047.0   \n",
       "22              RED COAT RACK PARIS FASHION       3.0       4.95     13047.0   \n",
       "23           YELLOW COAT RACK PARIS FASHION       3.0       4.95     13047.0   \n",
       "24             BLUE COAT RACK PARIS FASHION       3.0       4.95     13047.0   \n",
       "25                 BATH BUILDING BLOCK WORD       3.0       5.95     13047.0   \n",
       "26                ALARM CLOCK BAKELIKE PINK      24.0       3.75     12583.0   \n",
       "27                 ALARM CLOCK BAKELIKE RED      24.0       3.75     12583.0   \n",
       "28               ALARM CLOCK BAKELIKE GREEN      12.0       3.75     12583.0   \n",
       "29          PANDA AND BUNNIES STICKER SHEET      12.0       0.85     12583.0   \n",
       "...                                     ...       ...        ...         ...   \n",
       "406799           ALARM CLOCK BAKELIKE GREEN       8.0       3.75     15804.0   \n",
       "406800             ALARM CLOCK BAKELIKE RED       4.0       3.75     15804.0   \n",
       "406801          LARGE CHINESE STYLE SCISSOR      10.0       0.85     15804.0   \n",
       "406802         SET RETRO WHITE CHALK STICKS      24.0       0.42     15804.0   \n",
       "406803             BOX OF COCKTAIL PARASOLS      25.0       0.42     15804.0   \n",
       "406804         ANTIQUE SILVER T LIGHT GLASS      12.0       1.25     15804.0   \n",
       "406805      SMALL MEDINA STAMPED METAL BOWL      12.0       0.85     15804.0   \n",
       "406806             MAGNETS PACK OF SWALLOWS      12.0       0.39     15804.0   \n",
       "406807     SET SCHOOL MILK BOTTLES IN CRATE       4.0       3.75     15804.0   \n",
       "406808       ZINC T LIGHT HOLDER STAR LARGE      12.0       0.95     15804.0   \n",
       "406809       FAIRY TALE COTTAGE NIGHT LIGHT      12.0       1.95     15804.0   \n",
       "406810   LARGE CAKE STAND HANGING STRAWBERY       8.0       2.95     13113.0   \n",
       "406811       SET OF HANGING OWLS OLLIE BEAK      24.0       1.25     13113.0   \n",
       "406812        RED RETROSPOT ROUND CAKE TINS      24.0       8.95     13113.0   \n",
       "406813                DOORMAT RED RETROSPOT      10.0       7.08     13113.0   \n",
       "406814              CIRCUS PARADE LUNCH BOX      12.0       1.95     12680.0   \n",
       "406815        PLASTERS IN TIN CIRCUS PARADE      12.0       1.65     12680.0   \n",
       "406816            PLASTERS IN TIN STRONGMAN      12.0       1.65     12680.0   \n",
       "406817            ALARM CLOCK BAKELIKE PINK       4.0       3.75     12680.0   \n",
       "406818             ALARM CLOCK BAKELIKE RED       4.0       3.75     12680.0   \n",
       "406819           ALARM CLOCK BAKELIKE GREEN       4.0       3.75     12680.0   \n",
       "406820           ALARM CLOCK BAKELIKE IVORY       4.0       3.75     12680.0   \n",
       "406821      CHILDRENS APRON SPACEBOY DESIGN       8.0       1.95     12680.0   \n",
       "406822                   SPACEBOY LUNCH BOX      12.0       1.95     12680.0   \n",
       "406823           CHILDRENS CUTLERY SPACEBOY       4.0       4.15     12680.0   \n",
       "406824             PACK OF SPACEBOY NAPKINS      12.0       0.85     12680.0   \n",
       "406825          CHILDREN S APRON DOLLY GIRL       6.0       2.10     12680.0   \n",
       "406826         CHILDRENS CUTLERY DOLLY GIRL       4.0       4.15     12680.0   \n",
       "406827      CHILDRENS CUTLERY CIRCUS PARADE       4.0       4.15     12680.0   \n",
       "406828           BAKING SET PIECE RETROSPOT       3.0       4.95     12680.0   \n",
       "\n",
       "               Country  total_amount  order_cancel    year  target  \n",
       "0       United Kingdom         15.30           0.0  2010.0     5.0  \n",
       "1       United Kingdom         20.34           0.0  2010.0     1.0  \n",
       "2       United Kingdom         22.00           0.0  2010.0     1.0  \n",
       "3       United Kingdom         20.34           0.0  2010.0     1.0  \n",
       "4       United Kingdom         20.34           0.0  2010.0     5.0  \n",
       "5       United Kingdom         15.30           0.0  2010.0     1.0  \n",
       "6       United Kingdom         25.50           0.0  2010.0     5.0  \n",
       "7       United Kingdom         11.10           0.0  2010.0     1.0  \n",
       "8       United Kingdom         11.10           0.0  2010.0     3.0  \n",
       "9       United Kingdom         54.08           0.0  2010.0     1.0  \n",
       "10      United Kingdom         12.60           0.0  2010.0     1.0  \n",
       "11      United Kingdom         12.60           0.0  2010.0     1.0  \n",
       "12      United Kingdom         30.00           0.0  2010.0     1.0  \n",
       "13      United Kingdom          9.90           0.0  2010.0     1.0  \n",
       "14      United Kingdom         25.50           0.0  2010.0     2.0  \n",
       "15      United Kingdom         14.85           0.0  2010.0     4.0  \n",
       "16      United Kingdom         19.90           0.0  2010.0     4.0  \n",
       "17      United Kingdom         17.85           0.0  2010.0     1.0  \n",
       "18      United Kingdom         17.85           0.0  2010.0     1.0  \n",
       "19      United Kingdom         31.80           0.0  2010.0     5.0  \n",
       "20      United Kingdom         31.80           0.0  2010.0     1.0  \n",
       "21      United Kingdom         25.50           0.0  2010.0     1.0  \n",
       "22      United Kingdom         14.85           0.0  2010.0     1.0  \n",
       "23      United Kingdom         14.85           0.0  2010.0     1.0  \n",
       "24      United Kingdom         14.85           0.0  2010.0     1.0  \n",
       "25      United Kingdom         17.85           0.0  2010.0     1.0  \n",
       "26              France         90.00           0.0  2010.0     1.0  \n",
       "27              France         90.00           0.0  2010.0     3.0  \n",
       "28              France         45.00           0.0  2010.0     1.0  \n",
       "29              France         10.20           0.0  2010.0     1.0  \n",
       "...                ...           ...           ...     ...     ...  \n",
       "406799  United Kingdom         30.00           0.0  2011.0     NaN  \n",
       "406800  United Kingdom         15.00           0.0  2011.0     NaN  \n",
       "406801  United Kingdom          8.50           0.0  2011.0     NaN  \n",
       "406802  United Kingdom         10.08           0.0  2011.0     NaN  \n",
       "406803  United Kingdom         10.50           0.0  2011.0     NaN  \n",
       "406804  United Kingdom         15.00           0.0  2011.0     NaN  \n",
       "406805  United Kingdom         10.20           0.0  2011.0     NaN  \n",
       "406806  United Kingdom          4.68           0.0  2011.0     NaN  \n",
       "406807  United Kingdom         15.00           0.0  2011.0     NaN  \n",
       "406808  United Kingdom         11.40           0.0  2011.0     NaN  \n",
       "406809  United Kingdom         23.40           0.0  2011.0     NaN  \n",
       "406810  United Kingdom         23.60           0.0  2011.0     NaN  \n",
       "406811  United Kingdom         30.00           0.0  2011.0     NaN  \n",
       "406812  United Kingdom        214.80           0.0  2011.0     NaN  \n",
       "406813  United Kingdom         70.80           0.0  2011.0     NaN  \n",
       "406814          France         23.40           0.0  2011.0     NaN  \n",
       "406815          France         19.80           0.0  2011.0     NaN  \n",
       "406816          France         19.80           0.0  2011.0     NaN  \n",
       "406817          France         15.00           0.0  2011.0     NaN  \n",
       "406818          France         15.00           0.0  2011.0     NaN  \n",
       "406819          France         15.00           0.0  2011.0     NaN  \n",
       "406820          France         15.00           0.0  2011.0     NaN  \n",
       "406821          France         15.60           0.0  2011.0     NaN  \n",
       "406822          France         23.40           0.0  2011.0     NaN  \n",
       "406823          France         16.60           0.0  2011.0     NaN  \n",
       "406824          France         10.20           0.0  2011.0     NaN  \n",
       "406825          France         12.60           0.0  2011.0     NaN  \n",
       "406826          France         16.60           0.0  2011.0     NaN  \n",
       "406827          France         16.60           0.0  2011.0     NaN  \n",
       "406828          France         14.85           0.0  2011.0     NaN  \n",
       "\n",
       "[406804 rows x 9 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred=pd.DataFrame(y_pred,columns=[\"target\"])\n",
    "df_final=pd.concat([df_retail,y_pred],axis=1)\n",
    "df_final\n",
    "#Hence we have made clusters foor the dataset\n",
    "#NOTE:Would have done more but the dataset is huge so execution is taking lot of time"
   ]
  }
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