Customer Segmentation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Loading Dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import datetime\n",
    "import math\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.mlab as mlab\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loading Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "customer_segment_data=pd.read_excel('Online Retail.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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",
       "  </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  \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  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_segment_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(541909, 8)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_segment_data.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_segment_data.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 541909 entries, 0 to 541908\n",
      "Data columns (total 8 columns):\n",
      "InvoiceNo      541909 non-null object\n",
      "StockCode      541909 non-null object\n",
      "Description    540455 non-null object\n",
      "Quantity       541909 non-null int64\n",
      "InvoiceDate    541909 non-null datetime64[ns]\n",
      "UnitPrice      541909 non-null float64\n",
      "CustomerID     406829 non-null float64\n",
      "Country        541909 non-null object\n",
      "dtypes: datetime64[ns](1), float64(2), int64(1), object(4)\n",
      "memory usage: 33.1+ MB\n"
     ]
    }
   ],
   "source": [
    "customer_segment_data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of Unique Stock Items"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4070,)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_segment_data.StockCode.unique().shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of Unique Stock Description"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4224,)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_segment_data.Description.unique().shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Stocks with Multiple Description"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stock_data = customer_segment_data.groupby([\"StockCode\",\"Description\"]).count().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>StockCode</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20713</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>23084</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>85175</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>21830</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>23131</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>85172</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>23343</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>72807A</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>21181</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>21621</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    index  StockCode\n",
       "0   20713          8\n",
       "1   23084          7\n",
       "2   85175          6\n",
       "3   21830          6\n",
       "4   23131          5\n",
       "5   85172          5\n",
       "6   23343          5\n",
       "7  72807A          5\n",
       "8   21181          5\n",
       "9   21621          4"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_data.StockCode.value_counts()[stock_data.StockCode.value_counts()>1].reset_index().head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Example of Stock having multiple description"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['HYACINTH BULB T-LIGHT CANDLES', 'Dotcom set',\n",
       "       'wrongly sold as sets', '?sold as sets?', 'check'], dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_segment_data[customer_segment_data['StockCode'] == stock_data.StockCode.value_counts()\n",
    "                      [stock_data.StockCode.value_counts()>1].reset_index()['index'][5]]['Description'].unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sales By Country"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>495478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Germany</td>\n",
       "      <td>9495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>France</td>\n",
       "      <td>8557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>EIRE</td>\n",
       "      <td>8196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Spain</td>\n",
       "      <td>2533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Netherlands</td>\n",
       "      <td>2371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>2069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Switzerland</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>1519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Australia</td>\n",
       "      <td>1259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Norway</td>\n",
       "      <td>1086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Italy</td>\n",
       "      <td>803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Channel Islands</td>\n",
       "      <td>758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Finland</td>\n",
       "      <td>695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Cyprus</td>\n",
       "      <td>622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Unspecified</td>\n",
       "      <td>446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Austria</td>\n",
       "      <td>401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Japan</td>\n",
       "      <td>358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Poland</td>\n",
       "      <td>341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Israel</td>\n",
       "      <td>297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>USA</td>\n",
       "      <td>291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Singapore</td>\n",
       "      <td>229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Iceland</td>\n",
       "      <td>182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Canada</td>\n",
       "      <td>151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Greece</td>\n",
       "      <td>146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Malta</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>European Community</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>RSA</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Lebanon</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Lithuania</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Czech Republic</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Bahrain</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   index  Country\n",
       "0         United Kingdom   495478\n",
       "1                Germany     9495\n",
       "2                 France     8557\n",
       "3                   EIRE     8196\n",
       "4                  Spain     2533\n",
       "5            Netherlands     2371\n",
       "6                Belgium     2069\n",
       "7            Switzerland     2002\n",
       "8               Portugal     1519\n",
       "9              Australia     1259\n",
       "10                Norway     1086\n",
       "11                 Italy      803\n",
       "12       Channel Islands      758\n",
       "13               Finland      695\n",
       "14                Cyprus      622\n",
       "15                Sweden      462\n",
       "16           Unspecified      446\n",
       "17               Austria      401\n",
       "18               Denmark      389\n",
       "19                 Japan      358\n",
       "20                Poland      341\n",
       "21                Israel      297\n",
       "22                   USA      291\n",
       "23             Hong Kong      288\n",
       "24             Singapore      229\n",
       "25               Iceland      182\n",
       "26                Canada      151\n",
       "27                Greece      146\n",
       "28                 Malta      127\n",
       "29  United Arab Emirates       68\n",
       "30    European Community       61\n",
       "31                   RSA       58\n",
       "32               Lebanon       45\n",
       "33             Lithuania       35\n",
       "34                Brazil       32\n",
       "35        Czech Republic       30\n",
       "36               Bahrain       19\n",
       "37          Saudi Arabia       10"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_segment_data.Country.value_counts().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4373,)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_segment_data.CustomerID.unique().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17841.0     1.962249\n",
       "14911.0     3.413228\n",
       "14096.0     4.673708\n",
       "12748.0     5.814728\n",
       "14606.0     6.498553\n",
       "15311.0     7.110850\n",
       "14646.0     7.623350\n",
       "13089.0     8.079807\n",
       "13263.0     8.492020\n",
       "14298.0     8.895138\n",
       "15039.0     9.265809\n",
       "14156.0     9.614850\n",
       "18118.0     9.930462\n",
       "14159.0    10.228376\n",
       "14796.0    10.514737\n",
       "Name: CustomerID, dtype: float64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(customer_segment_data.CustomerID.value_counts()/sum(customer_segment_data.CustomerID.value_counts())*100).cumsum().head(15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Top 15 customers contributing to 10.5% of Total Sales"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "customer_segment_data['invdatetime'] = pd.to_datetime(customer_segment_data.InvoiceDate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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>invdatetime</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>2010-12-01 08:26:00</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>2010-12-01 08:26:00</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>2010-12-01 08:26:00</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>2010-12-01 08:26:00</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>2010-12-01 08:26:00</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  \\\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",
       "\n",
       "          invdatetime  \n",
       "0 2010-12-01 08:26:00  \n",
       "1 2010-12-01 08:26:00  \n",
       "2 2010-12-01 08:26:00  \n",
       "3 2010-12-01 08:26:00  \n",
       "4 2010-12-01 08:26:00  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_segment_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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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",
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       "      <th>InvoiceDate</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>536414</td>\n",
       "      <td>22139</td>\n",
       "      <td>NaN</td>\n",
       "      <td>56</td>\n",
       "      <td>2010-12-01 11:52:00</td>\n",
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       "      <td>2010-12-01 11:52:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1970</th>\n",
       "      <td>536545</td>\n",
       "      <td>21134</td>\n",
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       "      <td>1</td>\n",
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       "      <td>2010-12-01 14:32:00</td>\n",
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       "    <tr>\n",
       "      <th>1971</th>\n",
       "      <td>536546</td>\n",
       "      <td>22145</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
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       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1972</th>\n",
       "      <td>536547</td>\n",
       "      <td>37509</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:33:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1987</th>\n",
       "      <td>536549</td>\n",
       "      <td>85226A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:34:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:34:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1988</th>\n",
       "      <td>536550</td>\n",
       "      <td>85044</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:34:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:34:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024</th>\n",
       "      <td>536552</td>\n",
       "      <td>20950</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:34:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:34:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025</th>\n",
       "      <td>536553</td>\n",
       "      <td>37461</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 14:35:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:35:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2026</th>\n",
       "      <td>536554</td>\n",
       "      <td>84670</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23</td>\n",
       "      <td>2010-12-01 14:35:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:35:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2406</th>\n",
       "      <td>536589</td>\n",
       "      <td>21777</td>\n",
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       "      <td>-10</td>\n",
       "      <td>2010-12-01 16:50:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 16:50:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4347</th>\n",
       "      <td>536764</td>\n",
       "      <td>84952C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-38</td>\n",
       "      <td>2010-12-02 14:42:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-02 14:42:00</td>\n",
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       "      <td>536765</td>\n",
       "      <td>84952C</td>\n",
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       "      <td>19</td>\n",
       "      <td>2010-12-02 14:43:00</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-02 14:43:00</td>\n",
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       "    <tr>\n",
       "      <th>7187</th>\n",
       "      <td>536995</td>\n",
       "      <td>35951</td>\n",
       "      <td>NaN</td>\n",
       "      <td>57</td>\n",
       "      <td>2010-12-03 15:29:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-03 15:29:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7188</th>\n",
       "      <td>536996</td>\n",
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       "      <td>2010-12-03 15:30:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-03 15:30:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7189</th>\n",
       "      <td>536997</td>\n",
       "      <td>22028</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-20</td>\n",
       "      <td>2010-12-03 15:30:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-03 15:30:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7190</th>\n",
       "      <td>536998</td>\n",
       "      <td>85067</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-6</td>\n",
       "      <td>2010-12-03 15:30:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-03 15:30:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7191</th>\n",
       "      <td>536999</td>\n",
       "      <td>21421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>110</td>\n",
       "      <td>2010-12-03 15:32:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-03 15:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7192</th>\n",
       "      <td>537000</td>\n",
       "      <td>21414</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-22</td>\n",
       "      <td>2010-12-03 15:32:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-03 15:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7193</th>\n",
       "      <td>537001</td>\n",
       "      <td>21653</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-6</td>\n",
       "      <td>2010-12-03 15:33:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-03 15:33:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7194</th>\n",
       "      <td>537002</td>\n",
       "      <td>21651</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70</td>\n",
       "      <td>2010-12-03 15:33:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-03 15:33:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7195</th>\n",
       "      <td>537003</td>\n",
       "      <td>85126</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-2</td>\n",
       "      <td>2010-12-03 15:33:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-03 15:33:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7196</th>\n",
       "      <td>537004</td>\n",
       "      <td>21814</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-30</td>\n",
       "      <td>2010-12-03 15:34:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-03 15:34:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7197</th>\n",
       "      <td>537005</td>\n",
       "      <td>21692</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-70</td>\n",
       "      <td>2010-12-03 15:35:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-03 15:35:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7198</th>\n",
       "      <td>537006</td>\n",
       "      <td>21648</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-130</td>\n",
       "      <td>2010-12-03 15:36:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-03 15:36:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7199</th>\n",
       "      <td>537007</td>\n",
       "      <td>21172</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-80</td>\n",
       "      <td>2010-12-03 15:36:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-03 15:36:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7200</th>\n",
       "      <td>537008</td>\n",
       "      <td>21161</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-120</td>\n",
       "      <td>2010-12-03 15:37:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-03 15:37:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7201</th>\n",
       "      <td>537009</td>\n",
       "      <td>84534B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-80</td>\n",
       "      <td>2010-12-03 15:38:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-03 15:38:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7202</th>\n",
       "      <td>537010</td>\n",
       "      <td>22162</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-40</td>\n",
       "      <td>2010-12-03 15:38:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-03 15:38:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7203</th>\n",
       "      <td>537011</td>\n",
       "      <td>22139</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-5</td>\n",
       "      <td>2010-12-03 15:38:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-03 15:38:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7204</th>\n",
       "      <td>537012</td>\n",
       "      <td>21535</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-12</td>\n",
       "      <td>2010-12-03 15:39:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-03 15:39:00</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>497632</th>\n",
       "      <td>578431</td>\n",
       "      <td>22579</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-18</td>\n",
       "      <td>2011-11-24 12:15:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-11-24 12:15:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497677</th>\n",
       "      <td>578456</td>\n",
       "      <td>22579</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>2011-11-24 12:29:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-11-24 12:29:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498597</th>\n",
       "      <td>578529</td>\n",
       "      <td>22087</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-23</td>\n",
       "      <td>2011-11-24 14:29:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-11-24 14:29:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499156</th>\n",
       "      <td>578628</td>\n",
       "      <td>23541</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "      <td>2011-11-24 15:55:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-11-24 15:55:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499157</th>\n",
       "      <td>578629</td>\n",
       "      <td>22943</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24</td>\n",
       "      <td>2011-11-24 15:56:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-11-24 15:56:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499169</th>\n",
       "      <td>578632</td>\n",
       "      <td>22579</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-11-24 16:22:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-11-24 16:22:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499787</th>\n",
       "      <td>578693</td>\n",
       "      <td>21811</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-11-25 09:38:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-11-25 09:38:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500161</th>\n",
       "      <td>578738</td>\n",
       "      <td>21638</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-33</td>\n",
       "      <td>2011-11-25 11:33:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-11-25 11:33:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508796</th>\n",
       "      <td>579272</td>\n",
       "      <td>22812</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>2011-11-29 10:00:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-11-29 10:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510622</th>\n",
       "      <td>579460</td>\n",
       "      <td>21110</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-151</td>\n",
       "      <td>2011-11-29 14:39:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-11-29 14:39:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511451</th>\n",
       "      <td>579500</td>\n",
       "      <td>22810</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33</td>\n",
       "      <td>2011-11-29 16:14:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-11-29 16:14:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514205</th>\n",
       "      <td>579688</td>\n",
       "      <td>21116</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-33</td>\n",
       "      <td>2011-11-30 13:51:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-11-30 13:51:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514287</th>\n",
       "      <td>579691</td>\n",
       "      <td>47503A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-5</td>\n",
       "      <td>2011-11-30 14:05:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-11-30 14:05:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514651</th>\n",
       "      <td>579738</td>\n",
       "      <td>21927</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>2011-11-30 14:26:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-11-30 14:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516189</th>\n",
       "      <td>579880</td>\n",
       "      <td>22947</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>2011-11-30 17:14:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-11-30 17:14:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517719</th>\n",
       "      <td>580087</td>\n",
       "      <td>84341B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-2</td>\n",
       "      <td>2011-12-01 14:27:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-01 14:27:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519967</th>\n",
       "      <td>580197</td>\n",
       "      <td>22696</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>2011-12-02 12:04:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-02 12:04:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521333</th>\n",
       "      <td>580359</td>\n",
       "      <td>20775</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-35</td>\n",
       "      <td>2011-12-02 16:11:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-02 16:11:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522160</th>\n",
       "      <td>580379</td>\n",
       "      <td>72225C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-144</td>\n",
       "      <td>2011-12-02 17:57:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-02 17:57:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522162</th>\n",
       "      <td>580381</td>\n",
       "      <td>21758</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-9</td>\n",
       "      <td>2011-12-02 17:58:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-02 17:58:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524473</th>\n",
       "      <td>580580</td>\n",
       "      <td>21804</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>2011-12-05 10:33:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-05 10:33:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524475</th>\n",
       "      <td>580588</td>\n",
       "      <td>21808</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>2011-12-05 10:35:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-05 10:35:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529667</th>\n",
       "      <td>580743</td>\n",
       "      <td>47591B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-06 09:30:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-06 09:30:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533711</th>\n",
       "      <td>581102</td>\n",
       "      <td>21803</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "      <td>2011-12-07 11:57:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-07 11:57:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533712</th>\n",
       "      <td>581103</td>\n",
       "      <td>22689</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-07 11:58:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-07 11:58:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535322</th>\n",
       "      <td>581199</td>\n",
       "      <td>84581</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-2</td>\n",
       "      <td>2011-12-07 18:26:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-07 18:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535326</th>\n",
       "      <td>581203</td>\n",
       "      <td>23406</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15</td>\n",
       "      <td>2011-12-07 18:31:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-07 18:31:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535332</th>\n",
       "      <td>581209</td>\n",
       "      <td>21620</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>2011-12-07 18:35:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-07 18:35:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536981</th>\n",
       "      <td>581234</td>\n",
       "      <td>72817</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27</td>\n",
       "      <td>2011-12-08 10:33:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 10:33:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538554</th>\n",
       "      <td>581408</td>\n",
       "      <td>85175</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "      <td>2011-12-08 14:06:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 14:06:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1454 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       InvoiceNo StockCode Description  Quantity         InvoiceDate  \\\n",
       "622       536414     22139         NaN        56 2010-12-01 11:52:00   \n",
       "1970      536545     21134         NaN         1 2010-12-01 14:32:00   \n",
       "1971      536546     22145         NaN         1 2010-12-01 14:33:00   \n",
       "1972      536547     37509         NaN         1 2010-12-01 14:33:00   \n",
       "1987      536549    85226A         NaN         1 2010-12-01 14:34:00   \n",
       "1988      536550     85044         NaN         1 2010-12-01 14:34:00   \n",
       "2024      536552     20950         NaN         1 2010-12-01 14:34:00   \n",
       "2025      536553     37461         NaN         3 2010-12-01 14:35:00   \n",
       "2026      536554     84670         NaN        23 2010-12-01 14:35:00   \n",
       "2406      536589     21777         NaN       -10 2010-12-01 16:50:00   \n",
       "4347      536764    84952C         NaN       -38 2010-12-02 14:42:00   \n",
       "4348      536765    84952C         NaN        19 2010-12-02 14:43:00   \n",
       "7187      536995     35951         NaN        57 2010-12-03 15:29:00   \n",
       "7188      536996     22712         NaN       -20 2010-12-03 15:30:00   \n",
       "7189      536997     22028         NaN       -20 2010-12-03 15:30:00   \n",
       "7190      536998     85067         NaN        -6 2010-12-03 15:30:00   \n",
       "7191      536999     21421         NaN       110 2010-12-03 15:32:00   \n",
       "7192      537000     21414         NaN       -22 2010-12-03 15:32:00   \n",
       "7193      537001     21653         NaN        -6 2010-12-03 15:33:00   \n",
       "7194      537002     21651         NaN        70 2010-12-03 15:33:00   \n",
       "7195      537003     85126         NaN        -2 2010-12-03 15:33:00   \n",
       "7196      537004     21814         NaN       -30 2010-12-03 15:34:00   \n",
       "7197      537005     21692         NaN       -70 2010-12-03 15:35:00   \n",
       "7198      537006     21648         NaN      -130 2010-12-03 15:36:00   \n",
       "7199      537007     21172         NaN       -80 2010-12-03 15:36:00   \n",
       "7200      537008     21161         NaN      -120 2010-12-03 15:37:00   \n",
       "7201      537009    84534B         NaN       -80 2010-12-03 15:38:00   \n",
       "7202      537010     22162         NaN       -40 2010-12-03 15:38:00   \n",
       "7203      537011     22139         NaN        -5 2010-12-03 15:38:00   \n",
       "7204      537012     21535         NaN       -12 2010-12-03 15:39:00   \n",
       "...          ...       ...         ...       ...                 ...   \n",
       "497632    578431     22579         NaN       -18 2011-11-24 12:15:00   \n",
       "497677    578456     22579         NaN        11 2011-11-24 12:29:00   \n",
       "498597    578529     22087         NaN       -23 2011-11-24 14:29:00   \n",
       "499156    578628     23541         NaN        20 2011-11-24 15:55:00   \n",
       "499157    578629     22943         NaN        24 2011-11-24 15:56:00   \n",
       "499169    578632     22579         NaN         4 2011-11-24 16:22:00   \n",
       "499787    578693     21811         NaN         1 2011-11-25 09:38:00   \n",
       "500161    578738     21638         NaN       -33 2011-11-25 11:33:00   \n",
       "508796    579272     22812         NaN         2 2011-11-29 10:00:00   \n",
       "510622    579460     21110         NaN      -151 2011-11-29 14:39:00   \n",
       "511451    579500     22810         NaN        33 2011-11-29 16:14:00   \n",
       "514205    579688     21116         NaN       -33 2011-11-30 13:51:00   \n",
       "514287    579691    47503A         NaN        -5 2011-11-30 14:05:00   \n",
       "514651    579738     21927         NaN         8 2011-11-30 14:26:00   \n",
       "516189    579880     22947         NaN         5 2011-11-30 17:14:00   \n",
       "517719    580087    84341B         NaN        -2 2011-12-01 14:27:00   \n",
       "519967    580197     22696         NaN         6 2011-12-02 12:04:00   \n",
       "521333    580359     20775         NaN       -35 2011-12-02 16:11:00   \n",
       "522160    580379    72225C         NaN      -144 2011-12-02 17:57:00   \n",
       "522162    580381     21758         NaN        -9 2011-12-02 17:58:00   \n",
       "524473    580580     21804         NaN        10 2011-12-05 10:33:00   \n",
       "524475    580588     21808         NaN         5 2011-12-05 10:35:00   \n",
       "529667    580743    47591B         NaN         1 2011-12-06 09:30:00   \n",
       "533711    581102     21803         NaN        20 2011-12-07 11:57:00   \n",
       "533712    581103     22689         NaN         4 2011-12-07 11:58:00   \n",
       "535322    581199     84581         NaN        -2 2011-12-07 18:26:00   \n",
       "535326    581203     23406         NaN        15 2011-12-07 18:31:00   \n",
       "535332    581209     21620         NaN         6 2011-12-07 18:35:00   \n",
       "536981    581234     72817         NaN        27 2011-12-08 10:33:00   \n",
       "538554    581408     85175         NaN        20 2011-12-08 14:06:00   \n",
       "\n",
       "        UnitPrice  CustomerID         Country         invdatetime  \n",
       "622           0.0         NaN  United Kingdom 2010-12-01 11:52:00  \n",
       "1970          0.0         NaN  United Kingdom 2010-12-01 14:32:00  \n",
       "1971          0.0         NaN  United Kingdom 2010-12-01 14:33:00  \n",
       "1972          0.0         NaN  United Kingdom 2010-12-01 14:33:00  \n",
       "1987          0.0         NaN  United Kingdom 2010-12-01 14:34:00  \n",
       "1988          0.0         NaN  United Kingdom 2010-12-01 14:34:00  \n",
       "2024          0.0         NaN  United Kingdom 2010-12-01 14:34:00  \n",
       "2025          0.0         NaN  United Kingdom 2010-12-01 14:35:00  \n",
       "2026          0.0         NaN  United Kingdom 2010-12-01 14:35:00  \n",
       "2406          0.0         NaN  United Kingdom 2010-12-01 16:50:00  \n",
       "4347          0.0         NaN  United Kingdom 2010-12-02 14:42:00  \n",
       "4348          0.0         NaN  United Kingdom 2010-12-02 14:43:00  \n",
       "7187          0.0         NaN  United Kingdom 2010-12-03 15:29:00  \n",
       "7188          0.0         NaN  United Kingdom 2010-12-03 15:30:00  \n",
       "7189          0.0         NaN  United Kingdom 2010-12-03 15:30:00  \n",
       "7190          0.0         NaN  United Kingdom 2010-12-03 15:30:00  \n",
       "7191          0.0         NaN  United Kingdom 2010-12-03 15:32:00  \n",
       "7192          0.0         NaN  United Kingdom 2010-12-03 15:32:00  \n",
       "7193          0.0         NaN  United Kingdom 2010-12-03 15:33:00  \n",
       "7194          0.0         NaN  United Kingdom 2010-12-03 15:33:00  \n",
       "7195          0.0         NaN  United Kingdom 2010-12-03 15:33:00  \n",
       "7196          0.0         NaN  United Kingdom 2010-12-03 15:34:00  \n",
       "7197          0.0         NaN  United Kingdom 2010-12-03 15:35:00  \n",
       "7198          0.0         NaN  United Kingdom 2010-12-03 15:36:00  \n",
       "7199          0.0         NaN  United Kingdom 2010-12-03 15:36:00  \n",
       "7200          0.0         NaN  United Kingdom 2010-12-03 15:37:00  \n",
       "7201          0.0         NaN  United Kingdom 2010-12-03 15:38:00  \n",
       "7202          0.0         NaN  United Kingdom 2010-12-03 15:38:00  \n",
       "7203          0.0         NaN  United Kingdom 2010-12-03 15:38:00  \n",
       "7204          0.0         NaN  United Kingdom 2010-12-03 15:39:00  \n",
       "...           ...         ...             ...                 ...  \n",
       "497632        0.0         NaN  United Kingdom 2011-11-24 12:15:00  \n",
       "497677        0.0         NaN  United Kingdom 2011-11-24 12:29:00  \n",
       "498597        0.0         NaN  United Kingdom 2011-11-24 14:29:00  \n",
       "499156        0.0         NaN  United Kingdom 2011-11-24 15:55:00  \n",
       "499157        0.0         NaN  United Kingdom 2011-11-24 15:56:00  \n",
       "499169        0.0         NaN  United Kingdom 2011-11-24 16:22:00  \n",
       "499787        0.0         NaN  United Kingdom 2011-11-25 09:38:00  \n",
       "500161        0.0         NaN  United Kingdom 2011-11-25 11:33:00  \n",
       "508796        0.0         NaN  United Kingdom 2011-11-29 10:00:00  \n",
       "510622        0.0         NaN  United Kingdom 2011-11-29 14:39:00  \n",
       "511451        0.0         NaN  United Kingdom 2011-11-29 16:14:00  \n",
       "514205        0.0         NaN  United Kingdom 2011-11-30 13:51:00  \n",
       "514287        0.0         NaN  United Kingdom 2011-11-30 14:05:00  \n",
       "514651        0.0         NaN  United Kingdom 2011-11-30 14:26:00  \n",
       "516189        0.0         NaN  United Kingdom 2011-11-30 17:14:00  \n",
       "517719        0.0         NaN  United Kingdom 2011-12-01 14:27:00  \n",
       "519967        0.0         NaN  United Kingdom 2011-12-02 12:04:00  \n",
       "521333        0.0         NaN  United Kingdom 2011-12-02 16:11:00  \n",
       "522160        0.0         NaN  United Kingdom 2011-12-02 17:57:00  \n",
       "522162        0.0         NaN  United Kingdom 2011-12-02 17:58:00  \n",
       "524473        0.0         NaN  United Kingdom 2011-12-05 10:33:00  \n",
       "524475        0.0         NaN  United Kingdom 2011-12-05 10:35:00  \n",
       "529667        0.0         NaN  United Kingdom 2011-12-06 09:30:00  \n",
       "533711        0.0         NaN  United Kingdom 2011-12-07 11:57:00  \n",
       "533712        0.0         NaN  United Kingdom 2011-12-07 11:58:00  \n",
       "535322        0.0         NaN  United Kingdom 2011-12-07 18:26:00  \n",
       "535326        0.0         NaN  United Kingdom 2011-12-07 18:31:00  \n",
       "535332        0.0         NaN  United Kingdom 2011-12-07 18:35:00  \n",
       "536981        0.0         NaN  United Kingdom 2011-12-08 10:33:00  \n",
       "538554        0.0         NaN  United Kingdom 2011-12-08 14:06:00  \n",
       "\n",
       "[1454 rows x 9 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_segment_data[customer_segment_data.Description.isnull()==True]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <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>invdatetime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>536414</td>\n",
       "      <td>22139</td>\n",
       "      <td>NaN</td>\n",
       "      <td>56</td>\n",
       "      <td>2010-12-01 11:52:00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 11:52:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1443</th>\n",
       "      <td>536544</td>\n",
       "      <td>21773</td>\n",
       "      <td>DECORATIVE ROSE BATHROOM BOTTLE</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1444</th>\n",
       "      <td>536544</td>\n",
       "      <td>21774</td>\n",
       "      <td>DECORATIVE CATS BATHROOM BOTTLE</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>536544</td>\n",
       "      <td>21786</td>\n",
       "      <td>POLKADOT RAIN HAT</td>\n",
       "      <td>4</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>536544</td>\n",
       "      <td>21787</td>\n",
       "      <td>RAIN PONCHO RETROSPOT</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>1.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1447</th>\n",
       "      <td>536544</td>\n",
       "      <td>21790</td>\n",
       "      <td>VINTAGE SNAP CARDS</td>\n",
       "      <td>9</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>1.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>536544</td>\n",
       "      <td>21791</td>\n",
       "      <td>VINTAGE HEADS AND TAILS CARD GAME</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449</th>\n",
       "      <td>536544</td>\n",
       "      <td>21801</td>\n",
       "      <td>CHRISTMAS TREE DECORATION WITH BELL</td>\n",
       "      <td>10</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>0.43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>536544</td>\n",
       "      <td>21802</td>\n",
       "      <td>CHRISTMAS TREE HEART DECORATION</td>\n",
       "      <td>9</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>0.43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>536544</td>\n",
       "      <td>21803</td>\n",
       "      <td>CHRISTMAS TREE STAR DECORATION</td>\n",
       "      <td>11</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>0.43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1452</th>\n",
       "      <td>536544</td>\n",
       "      <td>21809</td>\n",
       "      <td>CHRISTMAS HANGING TREE WITH BELL</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1453</th>\n",
       "      <td>536544</td>\n",
       "      <td>21810</td>\n",
       "      <td>CHRISTMAS HANGING STAR WITH BELL</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>536544</td>\n",
       "      <td>21811</td>\n",
       "      <td>CHRISTMAS HANGING HEART WITH BELL</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>536544</td>\n",
       "      <td>21821</td>\n",
       "      <td>GLITTER STAR GARLAND WITH BELLS</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>7.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>536544</td>\n",
       "      <td>21822</td>\n",
       "      <td>GLITTER CHRISTMAS TREE WITH BELLS</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>4.21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>536544</td>\n",
       "      <td>21823</td>\n",
       "      <td>PAINTED METAL HEART WITH HOLLY BELL</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>536544</td>\n",
       "      <td>21844</td>\n",
       "      <td>RED RETROSPOT MUG</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>5.91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>536544</td>\n",
       "      <td>21851</td>\n",
       "      <td>LILAC DIAMANTE PEN IN GIFT BOX</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>4.21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1460</th>\n",
       "      <td>536544</td>\n",
       "      <td>21870</td>\n",
       "      <td>I CAN ONLY PLEASE ONE PERSON MUG</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>3.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1461</th>\n",
       "      <td>536544</td>\n",
       "      <td>21871</td>\n",
       "      <td>SAVE THE PLANET MUG</td>\n",
       "      <td>5</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>3.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1462</th>\n",
       "      <td>536544</td>\n",
       "      <td>21874</td>\n",
       "      <td>GIN AND TONIC MUG</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>3.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1463</th>\n",
       "      <td>536544</td>\n",
       "      <td>21879</td>\n",
       "      <td>HEARTS GIFT TAPE</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>1.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1464</th>\n",
       "      <td>536544</td>\n",
       "      <td>21884</td>\n",
       "      <td>CAKES AND BOWS GIFT  TAPE</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>1.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1465</th>\n",
       "      <td>536544</td>\n",
       "      <td>21888</td>\n",
       "      <td>BINGO SET</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>7.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1466</th>\n",
       "      <td>536544</td>\n",
       "      <td>21889</td>\n",
       "      <td>WOODEN BOX OF DOMINOES</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1467</th>\n",
       "      <td>536544</td>\n",
       "      <td>21892</td>\n",
       "      <td>TRADITIONAL WOODEN CATCH CUP GAME</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1468</th>\n",
       "      <td>536544</td>\n",
       "      <td>21894</td>\n",
       "      <td>POTTING SHED SEED ENVELOPES</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1469</th>\n",
       "      <td>536544</td>\n",
       "      <td>21911</td>\n",
       "      <td>GARDEN METAL SIGN</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>3.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1470</th>\n",
       "      <td>536544</td>\n",
       "      <td>21912</td>\n",
       "      <td>VINTAGE SNAKES &amp; LADDERS</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>7.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1471</th>\n",
       "      <td>536544</td>\n",
       "      <td>21913</td>\n",
       "      <td>VINTAGE SEASIDE JIGSAW PUZZLES</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>7.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</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>541511</th>\n",
       "      <td>581498</td>\n",
       "      <td>71053</td>\n",
       "      <td>WHITE MOROCCAN METAL LANTERN</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>8.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541512</th>\n",
       "      <td>581498</td>\n",
       "      <td>72349b</td>\n",
       "      <td>SET/6 PURPLE BUTTERFLY T-LIGHTS</td>\n",
       "      <td>2</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>4.13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541513</th>\n",
       "      <td>581498</td>\n",
       "      <td>79321</td>\n",
       "      <td>CHILLI LIGHTS</td>\n",
       "      <td>10</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>12.46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541514</th>\n",
       "      <td>581498</td>\n",
       "      <td>82001s</td>\n",
       "      <td>SILVER RECORD COVER FRAME</td>\n",
       "      <td>2</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>7.46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541515</th>\n",
       "      <td>581498</td>\n",
       "      <td>82482</td>\n",
       "      <td>WOODEN PICTURE FRAME WHITE FINISH</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>4.96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541516</th>\n",
       "      <td>581498</td>\n",
       "      <td>82552</td>\n",
       "      <td>WASHROOM METAL SIGN</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>2.46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541517</th>\n",
       "      <td>581498</td>\n",
       "      <td>82580</td>\n",
       "      <td>BATHROOM METAL SIGN</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541518</th>\n",
       "      <td>581498</td>\n",
       "      <td>82581</td>\n",
       "      <td>TOILET METAL SIGN</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541519</th>\n",
       "      <td>581498</td>\n",
       "      <td>82600</td>\n",
       "      <td>N0 SINGING METAL SIGN</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>4.13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541520</th>\n",
       "      <td>581498</td>\n",
       "      <td>84029E</td>\n",
       "      <td>RED WOOLLY HOTTIE WHITE HEART.</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>8.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541521</th>\n",
       "      <td>581498</td>\n",
       "      <td>84032A</td>\n",
       "      <td>CHARLIE+LOLA PINK HOT WATER BOTTLE</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>5.79</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541522</th>\n",
       "      <td>581498</td>\n",
       "      <td>84032B</td>\n",
       "      <td>CHARLIE + LOLA RED HOT WATER BOTTLE</td>\n",
       "      <td>3</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>3.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541523</th>\n",
       "      <td>581498</td>\n",
       "      <td>84375</td>\n",
       "      <td>SET OF 20 KIDS COOKIE CUTTERS</td>\n",
       "      <td>3</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>4.13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541524</th>\n",
       "      <td>581498</td>\n",
       "      <td>84509a</td>\n",
       "      <td>SET OF 4 ENGLISH ROSE PLACEMATS</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>7.46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541525</th>\n",
       "      <td>581498</td>\n",
       "      <td>84558a</td>\n",
       "      <td>3D DOG PICTURE PLAYING CARDS</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>5.79</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541526</th>\n",
       "      <td>581498</td>\n",
       "      <td>84832</td>\n",
       "      <td>ZINC WILLIE WINKIE  CANDLE STICK</td>\n",
       "      <td>26</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>1.63</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541527</th>\n",
       "      <td>581498</td>\n",
       "      <td>84968e</td>\n",
       "      <td>SET OF 16 VINTAGE BLACK CUTLERY</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>24.96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541528</th>\n",
       "      <td>581498</td>\n",
       "      <td>84970s</td>\n",
       "      <td>HANGING HEART ZINC T-LIGHT HOLDER</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>2.08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541529</th>\n",
       "      <td>581498</td>\n",
       "      <td>84997a</td>\n",
       "      <td>CHILDRENS CUTLERY POLKADOT GREEN</td>\n",
       "      <td>2</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>8.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541530</th>\n",
       "      <td>581498</td>\n",
       "      <td>84997b</td>\n",
       "      <td>CHILDRENS CUTLERY RETROSPOT RED</td>\n",
       "      <td>3</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>8.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541531</th>\n",
       "      <td>581498</td>\n",
       "      <td>84997d</td>\n",
       "      <td>CHILDRENS CUTLERY POLKADOT PINK</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>8.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541532</th>\n",
       "      <td>581498</td>\n",
       "      <td>85038</td>\n",
       "      <td>6 CHOCOLATE LOVE HEART T-LIGHTS</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>4.13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541533</th>\n",
       "      <td>581498</td>\n",
       "      <td>85048</td>\n",
       "      <td>15CM CHRISTMAS GLASS BALL 20 LIGHTS</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>16.63</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541534</th>\n",
       "      <td>581498</td>\n",
       "      <td>85049a</td>\n",
       "      <td>TRADITIONAL CHRISTMAS RIBBONS</td>\n",
       "      <td>5</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>3.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541535</th>\n",
       "      <td>581498</td>\n",
       "      <td>85049e</td>\n",
       "      <td>SCANDINAVIAN REDS RIBBONS</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>3.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541536</th>\n",
       "      <td>581498</td>\n",
       "      <td>85099B</td>\n",
       "      <td>JUMBO BAG RED RETROSPOT</td>\n",
       "      <td>5</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>4.13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541537</th>\n",
       "      <td>581498</td>\n",
       "      <td>85099C</td>\n",
       "      <td>JUMBO  BAG BAROQUE BLACK WHITE</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>4.13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541538</th>\n",
       "      <td>581498</td>\n",
       "      <td>85150</td>\n",
       "      <td>LADIES &amp; GENTLEMEN METAL SIGN</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>4.96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541539</th>\n",
       "      <td>581498</td>\n",
       "      <td>85174</td>\n",
       "      <td>S/4 CACTI CANDLES</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>10.79</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541540</th>\n",
       "      <td>581498</td>\n",
       "      <td>DOT</td>\n",
       "      <td>DOTCOM POSTAGE</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>1714.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>135080 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       InvoiceNo StockCode                          Description  Quantity  \\\n",
       "622       536414     22139                                  NaN        56   \n",
       "1443      536544     21773      DECORATIVE ROSE BATHROOM BOTTLE         1   \n",
       "1444      536544     21774      DECORATIVE CATS BATHROOM BOTTLE         2   \n",
       "1445      536544     21786                   POLKADOT RAIN HAT          4   \n",
       "1446      536544     21787                RAIN PONCHO RETROSPOT         2   \n",
       "1447      536544     21790                   VINTAGE SNAP CARDS         9   \n",
       "1448      536544     21791   VINTAGE HEADS AND TAILS CARD GAME          2   \n",
       "1449      536544     21801  CHRISTMAS TREE DECORATION WITH BELL        10   \n",
       "1450      536544     21802      CHRISTMAS TREE HEART DECORATION         9   \n",
       "1451      536544     21803       CHRISTMAS TREE STAR DECORATION        11   \n",
       "1452      536544     21809     CHRISTMAS HANGING TREE WITH BELL         1   \n",
       "1453      536544     21810     CHRISTMAS HANGING STAR WITH BELL         3   \n",
       "1454      536544     21811    CHRISTMAS HANGING HEART WITH BELL         1   \n",
       "1455      536544     21821     GLITTER STAR GARLAND WITH BELLS          1   \n",
       "1456      536544     21822    GLITTER CHRISTMAS TREE WITH BELLS         1   \n",
       "1457      536544     21823  PAINTED METAL HEART WITH HOLLY BELL         2   \n",
       "1458      536544     21844                    RED RETROSPOT MUG         2   \n",
       "1459      536544     21851       LILAC DIAMANTE PEN IN GIFT BOX         1   \n",
       "1460      536544     21870     I CAN ONLY PLEASE ONE PERSON MUG         1   \n",
       "1461      536544     21871                  SAVE THE PLANET MUG         5   \n",
       "1462      536544     21874                    GIN AND TONIC MUG         1   \n",
       "1463      536544     21879                     HEARTS GIFT TAPE         1   \n",
       "1464      536544     21884            CAKES AND BOWS GIFT  TAPE         1   \n",
       "1465      536544     21888                            BINGO SET         1   \n",
       "1466      536544     21889               WOODEN BOX OF DOMINOES         2   \n",
       "1467      536544     21892   TRADITIONAL WOODEN CATCH CUP GAME          3   \n",
       "1468      536544     21894          POTTING SHED SEED ENVELOPES         1   \n",
       "1469      536544     21911                   GARDEN METAL SIGN          1   \n",
       "1470      536544     21912             VINTAGE SNAKES & LADDERS         3   \n",
       "1471      536544     21913       VINTAGE SEASIDE JIGSAW PUZZLES         1   \n",
       "...          ...       ...                                  ...       ...   \n",
       "541511    581498     71053         WHITE MOROCCAN METAL LANTERN         1   \n",
       "541512    581498    72349b      SET/6 PURPLE BUTTERFLY T-LIGHTS         2   \n",
       "541513    581498     79321                        CHILLI LIGHTS        10   \n",
       "541514    581498    82001s            SILVER RECORD COVER FRAME         2   \n",
       "541515    581498     82482    WOODEN PICTURE FRAME WHITE FINISH         4   \n",
       "541516    581498     82552                  WASHROOM METAL SIGN         1   \n",
       "541517    581498     82580                  BATHROOM METAL SIGN         1   \n",
       "541518    581498     82581                    TOILET METAL SIGN         1   \n",
       "541519    581498     82600                N0 SINGING METAL SIGN         4   \n",
       "541520    581498    84029E       RED WOOLLY HOTTIE WHITE HEART.         4   \n",
       "541521    581498    84032A   CHARLIE+LOLA PINK HOT WATER BOTTLE         4   \n",
       "541522    581498    84032B  CHARLIE + LOLA RED HOT WATER BOTTLE         3   \n",
       "541523    581498     84375        SET OF 20 KIDS COOKIE CUTTERS         3   \n",
       "541524    581498    84509a      SET OF 4 ENGLISH ROSE PLACEMATS         1   \n",
       "541525    581498    84558a         3D DOG PICTURE PLAYING CARDS         1   \n",
       "541526    581498     84832     ZINC WILLIE WINKIE  CANDLE STICK        26   \n",
       "541527    581498    84968e      SET OF 16 VINTAGE BLACK CUTLERY         1   \n",
       "541528    581498    84970s    HANGING HEART ZINC T-LIGHT HOLDER         1   \n",
       "541529    581498    84997a    CHILDRENS CUTLERY POLKADOT GREEN          2   \n",
       "541530    581498    84997b     CHILDRENS CUTLERY RETROSPOT RED          3   \n",
       "541531    581498    84997d      CHILDRENS CUTLERY POLKADOT PINK         1   \n",
       "541532    581498     85038      6 CHOCOLATE LOVE HEART T-LIGHTS         1   \n",
       "541533    581498     85048  15CM CHRISTMAS GLASS BALL 20 LIGHTS         1   \n",
       "541534    581498    85049a        TRADITIONAL CHRISTMAS RIBBONS         5   \n",
       "541535    581498    85049e            SCANDINAVIAN REDS RIBBONS         4   \n",
       "541536    581498    85099B              JUMBO BAG RED RETROSPOT         5   \n",
       "541537    581498    85099C       JUMBO  BAG BAROQUE BLACK WHITE         4   \n",
       "541538    581498     85150        LADIES & GENTLEMEN METAL SIGN         1   \n",
       "541539    581498     85174                    S/4 CACTI CANDLES         1   \n",
       "541540    581498       DOT                       DOTCOM POSTAGE         1   \n",
       "\n",
       "               InvoiceDate  UnitPrice  CustomerID         Country  \\\n",
       "622    2010-12-01 11:52:00       0.00         NaN  United Kingdom   \n",
       "1443   2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1444   2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1445   2010-12-01 14:32:00       0.85         NaN  United Kingdom   \n",
       "1446   2010-12-01 14:32:00       1.66         NaN  United Kingdom   \n",
       "1447   2010-12-01 14:32:00       1.66         NaN  United Kingdom   \n",
       "1448   2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1449   2010-12-01 14:32:00       0.43         NaN  United Kingdom   \n",
       "1450   2010-12-01 14:32:00       0.43         NaN  United Kingdom   \n",
       "1451   2010-12-01 14:32:00       0.43         NaN  United Kingdom   \n",
       "1452   2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1453   2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1454   2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1455   2010-12-01 14:32:00       7.62         NaN  United Kingdom   \n",
       "1456   2010-12-01 14:32:00       4.21         NaN  United Kingdom   \n",
       "1457   2010-12-01 14:32:00       2.98         NaN  United Kingdom   \n",
       "1458   2010-12-01 14:32:00       5.91         NaN  United Kingdom   \n",
       "1459   2010-12-01 14:32:00       4.21         NaN  United Kingdom   \n",
       "1460   2010-12-01 14:32:00       3.36         NaN  United Kingdom   \n",
       "1461   2010-12-01 14:32:00       3.36         NaN  United Kingdom   \n",
       "1462   2010-12-01 14:32:00       3.36         NaN  United Kingdom   \n",
       "1463   2010-12-01 14:32:00       1.66         NaN  United Kingdom   \n",
       "1464   2010-12-01 14:32:00       1.66         NaN  United Kingdom   \n",
       "1465   2010-12-01 14:32:00       7.62         NaN  United Kingdom   \n",
       "1466   2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1467   2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1468   2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1469   2010-12-01 14:32:00       3.36         NaN  United Kingdom   \n",
       "1470   2010-12-01 14:32:00       7.62         NaN  United Kingdom   \n",
       "1471   2010-12-01 14:32:00       7.62         NaN  United Kingdom   \n",
       "...                    ...        ...         ...             ...   \n",
       "541511 2011-12-09 10:26:00       8.29         NaN  United Kingdom   \n",
       "541512 2011-12-09 10:26:00       4.13         NaN  United Kingdom   \n",
       "541513 2011-12-09 10:26:00      12.46         NaN  United Kingdom   \n",
       "541514 2011-12-09 10:26:00       7.46         NaN  United Kingdom   \n",
       "541515 2011-12-09 10:26:00       4.96         NaN  United Kingdom   \n",
       "541516 2011-12-09 10:26:00       2.46         NaN  United Kingdom   \n",
       "541517 2011-12-09 10:26:00       1.25         NaN  United Kingdom   \n",
       "541518 2011-12-09 10:26:00       1.25         NaN  United Kingdom   \n",
       "541519 2011-12-09 10:26:00       4.13         NaN  United Kingdom   \n",
       "541520 2011-12-09 10:26:00       8.29         NaN  United Kingdom   \n",
       "541521 2011-12-09 10:26:00       5.79         NaN  United Kingdom   \n",
       "541522 2011-12-09 10:26:00       3.29         NaN  United Kingdom   \n",
       "541523 2011-12-09 10:26:00       4.13         NaN  United Kingdom   \n",
       "541524 2011-12-09 10:26:00       7.46         NaN  United Kingdom   \n",
       "541525 2011-12-09 10:26:00       5.79         NaN  United Kingdom   \n",
       "541526 2011-12-09 10:26:00       1.63         NaN  United Kingdom   \n",
       "541527 2011-12-09 10:26:00      24.96         NaN  United Kingdom   \n",
       "541528 2011-12-09 10:26:00       2.08         NaN  United Kingdom   \n",
       "541529 2011-12-09 10:26:00       8.29         NaN  United Kingdom   \n",
       "541530 2011-12-09 10:26:00       8.29         NaN  United Kingdom   \n",
       "541531 2011-12-09 10:26:00       8.29         NaN  United Kingdom   \n",
       "541532 2011-12-09 10:26:00       4.13         NaN  United Kingdom   \n",
       "541533 2011-12-09 10:26:00      16.63         NaN  United Kingdom   \n",
       "541534 2011-12-09 10:26:00       3.29         NaN  United Kingdom   \n",
       "541535 2011-12-09 10:26:00       3.29         NaN  United Kingdom   \n",
       "541536 2011-12-09 10:26:00       4.13         NaN  United Kingdom   \n",
       "541537 2011-12-09 10:26:00       4.13         NaN  United Kingdom   \n",
       "541538 2011-12-09 10:26:00       4.96         NaN  United Kingdom   \n",
       "541539 2011-12-09 10:26:00      10.79         NaN  United Kingdom   \n",
       "541540 2011-12-09 10:26:00    1714.17         NaN  United Kingdom   \n",
       "\n",
       "               invdatetime  \n",
       "622    2010-12-01 11:52:00  \n",
       "1443   2010-12-01 14:32:00  \n",
       "1444   2010-12-01 14:32:00  \n",
       "1445   2010-12-01 14:32:00  \n",
       "1446   2010-12-01 14:32:00  \n",
       "1447   2010-12-01 14:32:00  \n",
       "1448   2010-12-01 14:32:00  \n",
       "1449   2010-12-01 14:32:00  \n",
       "1450   2010-12-01 14:32:00  \n",
       "1451   2010-12-01 14:32:00  \n",
       "1452   2010-12-01 14:32:00  \n",
       "1453   2010-12-01 14:32:00  \n",
       "1454   2010-12-01 14:32:00  \n",
       "1455   2010-12-01 14:32:00  \n",
       "1456   2010-12-01 14:32:00  \n",
       "1457   2010-12-01 14:32:00  \n",
       "1458   2010-12-01 14:32:00  \n",
       "1459   2010-12-01 14:32:00  \n",
       "1460   2010-12-01 14:32:00  \n",
       "1461   2010-12-01 14:32:00  \n",
       "1462   2010-12-01 14:32:00  \n",
       "1463   2010-12-01 14:32:00  \n",
       "1464   2010-12-01 14:32:00  \n",
       "1465   2010-12-01 14:32:00  \n",
       "1466   2010-12-01 14:32:00  \n",
       "1467   2010-12-01 14:32:00  \n",
       "1468   2010-12-01 14:32:00  \n",
       "1469   2010-12-01 14:32:00  \n",
       "1470   2010-12-01 14:32:00  \n",
       "1471   2010-12-01 14:32:00  \n",
       "...                    ...  \n",
       "541511 2011-12-09 10:26:00  \n",
       "541512 2011-12-09 10:26:00  \n",
       "541513 2011-12-09 10:26:00  \n",
       "541514 2011-12-09 10:26:00  \n",
       "541515 2011-12-09 10:26:00  \n",
       "541516 2011-12-09 10:26:00  \n",
       "541517 2011-12-09 10:26:00  \n",
       "541518 2011-12-09 10:26:00  \n",
       "541519 2011-12-09 10:26:00  \n",
       "541520 2011-12-09 10:26:00  \n",
       "541521 2011-12-09 10:26:00  \n",
       "541522 2011-12-09 10:26:00  \n",
       "541523 2011-12-09 10:26:00  \n",
       "541524 2011-12-09 10:26:00  \n",
       "541525 2011-12-09 10:26:00  \n",
       "541526 2011-12-09 10:26:00  \n",
       "541527 2011-12-09 10:26:00  \n",
       "541528 2011-12-09 10:26:00  \n",
       "541529 2011-12-09 10:26:00  \n",
       "541530 2011-12-09 10:26:00  \n",
       "541531 2011-12-09 10:26:00  \n",
       "541532 2011-12-09 10:26:00  \n",
       "541533 2011-12-09 10:26:00  \n",
       "541534 2011-12-09 10:26:00  \n",
       "541535 2011-12-09 10:26:00  \n",
       "541536 2011-12-09 10:26:00  \n",
       "541537 2011-12-09 10:26:00  \n",
       "541538 2011-12-09 10:26:00  \n",
       "541539 2011-12-09 10:26:00  \n",
       "541540 2011-12-09 10:26:00  \n",
       "\n",
       "[135080 rows x 9 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_segment_data[customer_segment_data.CustomerID.isnull()==True]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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>invdatetime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1443</th>\n",
       "      <td>536544</td>\n",
       "      <td>21773</td>\n",
       "      <td>DECORATIVE ROSE BATHROOM BOTTLE</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1444</th>\n",
       "      <td>536544</td>\n",
       "      <td>21774</td>\n",
       "      <td>DECORATIVE CATS BATHROOM BOTTLE</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>536544</td>\n",
       "      <td>21786</td>\n",
       "      <td>POLKADOT RAIN HAT</td>\n",
       "      <td>4</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>536544</td>\n",
       "      <td>21787</td>\n",
       "      <td>RAIN PONCHO RETROSPOT</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>1.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1447</th>\n",
       "      <td>536544</td>\n",
       "      <td>21790</td>\n",
       "      <td>VINTAGE SNAP CARDS</td>\n",
       "      <td>9</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>1.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>536544</td>\n",
       "      <td>21791</td>\n",
       "      <td>VINTAGE HEADS AND TAILS CARD GAME</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449</th>\n",
       "      <td>536544</td>\n",
       "      <td>21801</td>\n",
       "      <td>CHRISTMAS TREE DECORATION WITH BELL</td>\n",
       "      <td>10</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>0.43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>536544</td>\n",
       "      <td>21802</td>\n",
       "      <td>CHRISTMAS TREE HEART DECORATION</td>\n",
       "      <td>9</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>0.43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>536544</td>\n",
       "      <td>21803</td>\n",
       "      <td>CHRISTMAS TREE STAR DECORATION</td>\n",
       "      <td>11</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>0.43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1452</th>\n",
       "      <td>536544</td>\n",
       "      <td>21809</td>\n",
       "      <td>CHRISTMAS HANGING TREE WITH BELL</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1453</th>\n",
       "      <td>536544</td>\n",
       "      <td>21810</td>\n",
       "      <td>CHRISTMAS HANGING STAR WITH BELL</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>536544</td>\n",
       "      <td>21811</td>\n",
       "      <td>CHRISTMAS HANGING HEART WITH BELL</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>536544</td>\n",
       "      <td>21821</td>\n",
       "      <td>GLITTER STAR GARLAND WITH BELLS</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>7.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>536544</td>\n",
       "      <td>21822</td>\n",
       "      <td>GLITTER CHRISTMAS TREE WITH BELLS</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>4.21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>536544</td>\n",
       "      <td>21823</td>\n",
       "      <td>PAINTED METAL HEART WITH HOLLY BELL</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>536544</td>\n",
       "      <td>21844</td>\n",
       "      <td>RED RETROSPOT MUG</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>5.91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>536544</td>\n",
       "      <td>21851</td>\n",
       "      <td>LILAC DIAMANTE PEN IN GIFT BOX</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>4.21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1460</th>\n",
       "      <td>536544</td>\n",
       "      <td>21870</td>\n",
       "      <td>I CAN ONLY PLEASE ONE PERSON MUG</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>3.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1461</th>\n",
       "      <td>536544</td>\n",
       "      <td>21871</td>\n",
       "      <td>SAVE THE PLANET MUG</td>\n",
       "      <td>5</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>3.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1462</th>\n",
       "      <td>536544</td>\n",
       "      <td>21874</td>\n",
       "      <td>GIN AND TONIC MUG</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>3.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1463</th>\n",
       "      <td>536544</td>\n",
       "      <td>21879</td>\n",
       "      <td>HEARTS GIFT TAPE</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>1.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1464</th>\n",
       "      <td>536544</td>\n",
       "      <td>21884</td>\n",
       "      <td>CAKES AND BOWS GIFT  TAPE</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>1.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1465</th>\n",
       "      <td>536544</td>\n",
       "      <td>21888</td>\n",
       "      <td>BINGO SET</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>7.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1466</th>\n",
       "      <td>536544</td>\n",
       "      <td>21889</td>\n",
       "      <td>WOODEN BOX OF DOMINOES</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1467</th>\n",
       "      <td>536544</td>\n",
       "      <td>21892</td>\n",
       "      <td>TRADITIONAL WOODEN CATCH CUP GAME</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1468</th>\n",
       "      <td>536544</td>\n",
       "      <td>21894</td>\n",
       "      <td>POTTING SHED SEED ENVELOPES</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1469</th>\n",
       "      <td>536544</td>\n",
       "      <td>21911</td>\n",
       "      <td>GARDEN METAL SIGN</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>3.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1470</th>\n",
       "      <td>536544</td>\n",
       "      <td>21912</td>\n",
       "      <td>VINTAGE SNAKES &amp; LADDERS</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>7.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1471</th>\n",
       "      <td>536544</td>\n",
       "      <td>21913</td>\n",
       "      <td>VINTAGE SEASIDE JIGSAW PUZZLES</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>7.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1472</th>\n",
       "      <td>536544</td>\n",
       "      <td>21914</td>\n",
       "      <td>BLUE HARMONICA IN BOX</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</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>1940</th>\n",
       "      <td>536544</td>\n",
       "      <td>21369</td>\n",
       "      <td>MIRRORED WALL ART SPLODGES</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>7.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1941</th>\n",
       "      <td>536544</td>\n",
       "      <td>21372</td>\n",
       "      <td>MIRRORED WALL ART TABLE LAMP</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>5.91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1942</th>\n",
       "      <td>536544</td>\n",
       "      <td>21385</td>\n",
       "      <td>IVORY HANGING DECORATION  HEART</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>1.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1943</th>\n",
       "      <td>536544</td>\n",
       "      <td>21407</td>\n",
       "      <td>BROWN CHECK CAT DOORSTOP</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>8.47</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1944</th>\n",
       "      <td>536544</td>\n",
       "      <td>21408</td>\n",
       "      <td>SPOTTY PINK DUCK DOORSTOP</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>8.47</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1945</th>\n",
       "      <td>536544</td>\n",
       "      <td>21429</td>\n",
       "      <td>RED GINGHAM ROSE JEWELLERY BOX</td>\n",
       "      <td>5</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>3.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1946</th>\n",
       "      <td>536544</td>\n",
       "      <td>21479</td>\n",
       "      <td>WHITE SKULL HOT WATER BOTTLE</td>\n",
       "      <td>5</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>7.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1947</th>\n",
       "      <td>536544</td>\n",
       "      <td>21484</td>\n",
       "      <td>CHICK GREY HOT WATER BOTTLE</td>\n",
       "      <td>4</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>7.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1948</th>\n",
       "      <td>536544</td>\n",
       "      <td>21486</td>\n",
       "      <td>PINK HEART DOTS HOT WATER BOTTLE</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>4.21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1949</th>\n",
       "      <td>536544</td>\n",
       "      <td>21488</td>\n",
       "      <td>RED WHITE SCARF  HOT WATER BOTTLE</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>8.47</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1950</th>\n",
       "      <td>536544</td>\n",
       "      <td>21507</td>\n",
       "      <td>ELEPHANT, BIRTHDAY CARD,</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1951</th>\n",
       "      <td>536544</td>\n",
       "      <td>21523</td>\n",
       "      <td>DOORMAT FANCY FONT HOME SWEET HOME</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>14.43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1952</th>\n",
       "      <td>536544</td>\n",
       "      <td>21559</td>\n",
       "      <td>STRAWBERRY LUNCH BOX WITH CUTLERY</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>5.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1953</th>\n",
       "      <td>536544</td>\n",
       "      <td>21563</td>\n",
       "      <td>RED HEART SHAPE LOVE BUCKET</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>5.91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1954</th>\n",
       "      <td>536544</td>\n",
       "      <td>21564</td>\n",
       "      <td>PINK  HEART SHAPE LOVE BUCKET</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>5.91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1955</th>\n",
       "      <td>536544</td>\n",
       "      <td>21577</td>\n",
       "      <td>SAVE THE PLANET COTTON TOTE BAG</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>5.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1956</th>\n",
       "      <td>536544</td>\n",
       "      <td>21634</td>\n",
       "      <td>ASSORTED MINI MADRAS NOTEBOOK</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1957</th>\n",
       "      <td>536544</td>\n",
       "      <td>21641</td>\n",
       "      <td>ASSORTED TUTTI FRUTTI KEYRING BALL</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>1.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958</th>\n",
       "      <td>536544</td>\n",
       "      <td>21658</td>\n",
       "      <td>GLASS  BEURRE DISH</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>8.47</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959</th>\n",
       "      <td>536544</td>\n",
       "      <td>21662</td>\n",
       "      <td>VINTAGE GLASS COFFEE CADDY</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>11.87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1960</th>\n",
       "      <td>536544</td>\n",
       "      <td>21679</td>\n",
       "      <td>SKULLS  STICKERS</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>1.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1961</th>\n",
       "      <td>536544</td>\n",
       "      <td>21703</td>\n",
       "      <td>BAG 125g SWIRLY MARBLES</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1962</th>\n",
       "      <td>536544</td>\n",
       "      <td>21704</td>\n",
       "      <td>BAG 250g SWIRLY MARBLES</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>1.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1963</th>\n",
       "      <td>536544</td>\n",
       "      <td>21706</td>\n",
       "      <td>FOLDING UMBRELLA RED/WHITE POLKADOT</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>10.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1964</th>\n",
       "      <td>536544</td>\n",
       "      <td>21716</td>\n",
       "      <td>BOYS VINTAGE TIN SEASIDE BUCKET</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>5.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1965</th>\n",
       "      <td>536544</td>\n",
       "      <td>21721</td>\n",
       "      <td>CANDY SHOP  STICKER SHEET</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>1.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1966</th>\n",
       "      <td>536544</td>\n",
       "      <td>21722</td>\n",
       "      <td>SWEET PUDDING STICKER SHEET</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>1.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1967</th>\n",
       "      <td>536544</td>\n",
       "      <td>21731</td>\n",
       "      <td>RED TOADSTOOL LED NIGHT LIGHT</td>\n",
       "      <td>5</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>3.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1968</th>\n",
       "      <td>536544</td>\n",
       "      <td>21742</td>\n",
       "      <td>LARGE ROUND WICKER PLATTER</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>12.72</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1969</th>\n",
       "      <td>536544</td>\n",
       "      <td>21758</td>\n",
       "      <td>VINTAGE SHELLS PRINT</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>12.72</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>527 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     InvoiceNo StockCode                          Description  Quantity  \\\n",
       "1443    536544     21773      DECORATIVE ROSE BATHROOM BOTTLE         1   \n",
       "1444    536544     21774      DECORATIVE CATS BATHROOM BOTTLE         2   \n",
       "1445    536544     21786                   POLKADOT RAIN HAT          4   \n",
       "1446    536544     21787                RAIN PONCHO RETROSPOT         2   \n",
       "1447    536544     21790                   VINTAGE SNAP CARDS         9   \n",
       "1448    536544     21791   VINTAGE HEADS AND TAILS CARD GAME          2   \n",
       "1449    536544     21801  CHRISTMAS TREE DECORATION WITH BELL        10   \n",
       "1450    536544     21802      CHRISTMAS TREE HEART DECORATION         9   \n",
       "1451    536544     21803       CHRISTMAS TREE STAR DECORATION        11   \n",
       "1452    536544     21809     CHRISTMAS HANGING TREE WITH BELL         1   \n",
       "1453    536544     21810     CHRISTMAS HANGING STAR WITH BELL         3   \n",
       "1454    536544     21811    CHRISTMAS HANGING HEART WITH BELL         1   \n",
       "1455    536544     21821     GLITTER STAR GARLAND WITH BELLS          1   \n",
       "1456    536544     21822    GLITTER CHRISTMAS TREE WITH BELLS         1   \n",
       "1457    536544     21823  PAINTED METAL HEART WITH HOLLY BELL         2   \n",
       "1458    536544     21844                    RED RETROSPOT MUG         2   \n",
       "1459    536544     21851       LILAC DIAMANTE PEN IN GIFT BOX         1   \n",
       "1460    536544     21870     I CAN ONLY PLEASE ONE PERSON MUG         1   \n",
       "1461    536544     21871                  SAVE THE PLANET MUG         5   \n",
       "1462    536544     21874                    GIN AND TONIC MUG         1   \n",
       "1463    536544     21879                     HEARTS GIFT TAPE         1   \n",
       "1464    536544     21884            CAKES AND BOWS GIFT  TAPE         1   \n",
       "1465    536544     21888                            BINGO SET         1   \n",
       "1466    536544     21889               WOODEN BOX OF DOMINOES         2   \n",
       "1467    536544     21892   TRADITIONAL WOODEN CATCH CUP GAME          3   \n",
       "1468    536544     21894          POTTING SHED SEED ENVELOPES         1   \n",
       "1469    536544     21911                   GARDEN METAL SIGN          1   \n",
       "1470    536544     21912             VINTAGE SNAKES & LADDERS         3   \n",
       "1471    536544     21913       VINTAGE SEASIDE JIGSAW PUZZLES         1   \n",
       "1472    536544     21914               BLUE HARMONICA IN BOX          3   \n",
       "...        ...       ...                                  ...       ...   \n",
       "1940    536544     21369           MIRRORED WALL ART SPLODGES         1   \n",
       "1941    536544     21372         MIRRORED WALL ART TABLE LAMP         1   \n",
       "1942    536544     21385      IVORY HANGING DECORATION  HEART         2   \n",
       "1943    536544     21407            BROWN CHECK CAT DOORSTOP          2   \n",
       "1944    536544     21408            SPOTTY PINK DUCK DOORSTOP         1   \n",
       "1945    536544     21429       RED GINGHAM ROSE JEWELLERY BOX         5   \n",
       "1946    536544     21479        WHITE SKULL HOT WATER BOTTLE          5   \n",
       "1947    536544     21484          CHICK GREY HOT WATER BOTTLE         4   \n",
       "1948    536544     21486     PINK HEART DOTS HOT WATER BOTTLE         1   \n",
       "1949    536544     21488    RED WHITE SCARF  HOT WATER BOTTLE         1   \n",
       "1950    536544     21507            ELEPHANT, BIRTHDAY CARD,          1   \n",
       "1951    536544     21523   DOORMAT FANCY FONT HOME SWEET HOME         1   \n",
       "1952    536544     21559    STRAWBERRY LUNCH BOX WITH CUTLERY         1   \n",
       "1953    536544     21563         RED HEART SHAPE LOVE BUCKET          2   \n",
       "1954    536544     21564       PINK  HEART SHAPE LOVE BUCKET          2   \n",
       "1955    536544     21577      SAVE THE PLANET COTTON TOTE BAG         2   \n",
       "1956    536544     21634        ASSORTED MINI MADRAS NOTEBOOK         1   \n",
       "1957    536544     21641   ASSORTED TUTTI FRUTTI KEYRING BALL         1   \n",
       "1958    536544     21658                   GLASS  BEURRE DISH         1   \n",
       "1959    536544     21662           VINTAGE GLASS COFFEE CADDY         2   \n",
       "1960    536544     21679                     SKULLS  STICKERS         3   \n",
       "1961    536544     21703              BAG 125g SWIRLY MARBLES         1   \n",
       "1962    536544     21704              BAG 250g SWIRLY MARBLES         1   \n",
       "1963    536544     21706  FOLDING UMBRELLA RED/WHITE POLKADOT         2   \n",
       "1964    536544     21716      BOYS VINTAGE TIN SEASIDE BUCKET         1   \n",
       "1965    536544     21721            CANDY SHOP  STICKER SHEET         1   \n",
       "1966    536544     21722          SWEET PUDDING STICKER SHEET         1   \n",
       "1967    536544     21731        RED TOADSTOOL LED NIGHT LIGHT         5   \n",
       "1968    536544     21742          LARGE ROUND WICKER PLATTER          1   \n",
       "1969    536544     21758                 VINTAGE SHELLS PRINT         1   \n",
       "\n",
       "             InvoiceDate  UnitPrice  CustomerID         Country  \\\n",
       "1443 2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1444 2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1445 2010-12-01 14:32:00       0.85         NaN  United Kingdom   \n",
       "1446 2010-12-01 14:32:00       1.66         NaN  United Kingdom   \n",
       "1447 2010-12-01 14:32:00       1.66         NaN  United Kingdom   \n",
       "1448 2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1449 2010-12-01 14:32:00       0.43         NaN  United Kingdom   \n",
       "1450 2010-12-01 14:32:00       0.43         NaN  United Kingdom   \n",
       "1451 2010-12-01 14:32:00       0.43         NaN  United Kingdom   \n",
       "1452 2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1453 2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1454 2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1455 2010-12-01 14:32:00       7.62         NaN  United Kingdom   \n",
       "1456 2010-12-01 14:32:00       4.21         NaN  United Kingdom   \n",
       "1457 2010-12-01 14:32:00       2.98         NaN  United Kingdom   \n",
       "1458 2010-12-01 14:32:00       5.91         NaN  United Kingdom   \n",
       "1459 2010-12-01 14:32:00       4.21         NaN  United Kingdom   \n",
       "1460 2010-12-01 14:32:00       3.36         NaN  United Kingdom   \n",
       "1461 2010-12-01 14:32:00       3.36         NaN  United Kingdom   \n",
       "1462 2010-12-01 14:32:00       3.36         NaN  United Kingdom   \n",
       "1463 2010-12-01 14:32:00       1.66         NaN  United Kingdom   \n",
       "1464 2010-12-01 14:32:00       1.66         NaN  United Kingdom   \n",
       "1465 2010-12-01 14:32:00       7.62         NaN  United Kingdom   \n",
       "1466 2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1467 2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1468 2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1469 2010-12-01 14:32:00       3.36         NaN  United Kingdom   \n",
       "1470 2010-12-01 14:32:00       7.62         NaN  United Kingdom   \n",
       "1471 2010-12-01 14:32:00       7.62         NaN  United Kingdom   \n",
       "1472 2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "...                  ...        ...         ...             ...   \n",
       "1940 2010-12-01 14:32:00       7.62         NaN  United Kingdom   \n",
       "1941 2010-12-01 14:32:00       5.91         NaN  United Kingdom   \n",
       "1942 2010-12-01 14:32:00       1.66         NaN  United Kingdom   \n",
       "1943 2010-12-01 14:32:00       8.47         NaN  United Kingdom   \n",
       "1944 2010-12-01 14:32:00       8.47         NaN  United Kingdom   \n",
       "1945 2010-12-01 14:32:00       3.36         NaN  United Kingdom   \n",
       "1946 2010-12-01 14:32:00       7.62         NaN  United Kingdom   \n",
       "1947 2010-12-01 14:32:00       7.62         NaN  United Kingdom   \n",
       "1948 2010-12-01 14:32:00       4.21         NaN  United Kingdom   \n",
       "1949 2010-12-01 14:32:00       8.47         NaN  United Kingdom   \n",
       "1950 2010-12-01 14:32:00       0.85         NaN  United Kingdom   \n",
       "1951 2010-12-01 14:32:00      14.43         NaN  United Kingdom   \n",
       "1952 2010-12-01 14:32:00       5.06         NaN  United Kingdom   \n",
       "1953 2010-12-01 14:32:00       5.91         NaN  United Kingdom   \n",
       "1954 2010-12-01 14:32:00       5.91         NaN  United Kingdom   \n",
       "1955 2010-12-01 14:32:00       5.06         NaN  United Kingdom   \n",
       "1956 2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1957 2010-12-01 14:32:00       1.66         NaN  United Kingdom   \n",
       "1958 2010-12-01 14:32:00       8.47         NaN  United Kingdom   \n",
       "1959 2010-12-01 14:32:00      11.87         NaN  United Kingdom   \n",
       "1960 2010-12-01 14:32:00       1.66         NaN  United Kingdom   \n",
       "1961 2010-12-01 14:32:00       0.85         NaN  United Kingdom   \n",
       "1962 2010-12-01 14:32:00       1.66         NaN  United Kingdom   \n",
       "1963 2010-12-01 14:32:00      10.17         NaN  United Kingdom   \n",
       "1964 2010-12-01 14:32:00       5.06         NaN  United Kingdom   \n",
       "1965 2010-12-01 14:32:00       1.66         NaN  United Kingdom   \n",
       "1966 2010-12-01 14:32:00       1.66         NaN  United Kingdom   \n",
       "1967 2010-12-01 14:32:00       3.36         NaN  United Kingdom   \n",
       "1968 2010-12-01 14:32:00      12.72         NaN  United Kingdom   \n",
       "1969 2010-12-01 14:32:00      12.72         NaN  United Kingdom   \n",
       "\n",
       "             invdatetime  \n",
       "1443 2010-12-01 14:32:00  \n",
       "1444 2010-12-01 14:32:00  \n",
       "1445 2010-12-01 14:32:00  \n",
       "1446 2010-12-01 14:32:00  \n",
       "1447 2010-12-01 14:32:00  \n",
       "1448 2010-12-01 14:32:00  \n",
       "1449 2010-12-01 14:32:00  \n",
       "1450 2010-12-01 14:32:00  \n",
       "1451 2010-12-01 14:32:00  \n",
       "1452 2010-12-01 14:32:00  \n",
       "1453 2010-12-01 14:32:00  \n",
       "1454 2010-12-01 14:32:00  \n",
       "1455 2010-12-01 14:32:00  \n",
       "1456 2010-12-01 14:32:00  \n",
       "1457 2010-12-01 14:32:00  \n",
       "1458 2010-12-01 14:32:00  \n",
       "1459 2010-12-01 14:32:00  \n",
       "1460 2010-12-01 14:32:00  \n",
       "1461 2010-12-01 14:32:00  \n",
       "1462 2010-12-01 14:32:00  \n",
       "1463 2010-12-01 14:32:00  \n",
       "1464 2010-12-01 14:32:00  \n",
       "1465 2010-12-01 14:32:00  \n",
       "1466 2010-12-01 14:32:00  \n",
       "1467 2010-12-01 14:32:00  \n",
       "1468 2010-12-01 14:32:00  \n",
       "1469 2010-12-01 14:32:00  \n",
       "1470 2010-12-01 14:32:00  \n",
       "1471 2010-12-01 14:32:00  \n",
       "1472 2010-12-01 14:32:00  \n",
       "...                  ...  \n",
       "1940 2010-12-01 14:32:00  \n",
       "1941 2010-12-01 14:32:00  \n",
       "1942 2010-12-01 14:32:00  \n",
       "1943 2010-12-01 14:32:00  \n",
       "1944 2010-12-01 14:32:00  \n",
       "1945 2010-12-01 14:32:00  \n",
       "1946 2010-12-01 14:32:00  \n",
       "1947 2010-12-01 14:32:00  \n",
       "1948 2010-12-01 14:32:00  \n",
       "1949 2010-12-01 14:32:00  \n",
       "1950 2010-12-01 14:32:00  \n",
       "1951 2010-12-01 14:32:00  \n",
       "1952 2010-12-01 14:32:00  \n",
       "1953 2010-12-01 14:32:00  \n",
       "1954 2010-12-01 14:32:00  \n",
       "1955 2010-12-01 14:32:00  \n",
       "1956 2010-12-01 14:32:00  \n",
       "1957 2010-12-01 14:32:00  \n",
       "1958 2010-12-01 14:32:00  \n",
       "1959 2010-12-01 14:32:00  \n",
       "1960 2010-12-01 14:32:00  \n",
       "1961 2010-12-01 14:32:00  \n",
       "1962 2010-12-01 14:32:00  \n",
       "1963 2010-12-01 14:32:00  \n",
       "1964 2010-12-01 14:32:00  \n",
       "1965 2010-12-01 14:32:00  \n",
       "1966 2010-12-01 14:32:00  \n",
       "1967 2010-12-01 14:32:00  \n",
       "1968 2010-12-01 14:32:00  \n",
       "1969 2010-12-01 14:32:00  \n",
       "\n",
       "[527 rows x 9 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_segment_data[customer_segment_data.InvoiceNo==536544]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "527"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(customer_segment_data[customer_segment_data.InvoiceNo==536544].CustomerID)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Focussing on UK Customers (The largest segment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cust_uk=customer_segment_data[customer_segment_data.Country=='United Kingdom']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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>invdatetime</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>2010-12-01 08:26:00</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>2010-12-01 08:26:00</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>2010-12-01 08:26:00</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>2010-12-01 08:26:00</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>2010-12-01 08:26:00</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  \\\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",
       "\n",
       "          invdatetime  \n",
       "0 2010-12-01 08:26:00  \n",
       "1 2010-12-01 08:26:00  \n",
       "2 2010-12-01 08:26:00  \n",
       "3 2010-12-01 08:26:00  \n",
       "4 2010-12-01 08:26:00  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cust_uk.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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>invdatetime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>536414</td>\n",
       "      <td>22139</td>\n",
       "      <td>NaN</td>\n",
       "      <td>56</td>\n",
       "      <td>2010-12-01 11:52:00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 11:52:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1443</th>\n",
       "      <td>536544</td>\n",
       "      <td>21773</td>\n",
       "      <td>DECORATIVE ROSE BATHROOM BOTTLE</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1444</th>\n",
       "      <td>536544</td>\n",
       "      <td>21774</td>\n",
       "      <td>DECORATIVE CATS BATHROOM BOTTLE</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>536544</td>\n",
       "      <td>21786</td>\n",
       "      <td>POLKADOT RAIN HAT</td>\n",
       "      <td>4</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>536544</td>\n",
       "      <td>21787</td>\n",
       "      <td>RAIN PONCHO RETROSPOT</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>1.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1447</th>\n",
       "      <td>536544</td>\n",
       "      <td>21790</td>\n",
       "      <td>VINTAGE SNAP CARDS</td>\n",
       "      <td>9</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>1.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>536544</td>\n",
       "      <td>21791</td>\n",
       "      <td>VINTAGE HEADS AND TAILS CARD GAME</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449</th>\n",
       "      <td>536544</td>\n",
       "      <td>21801</td>\n",
       "      <td>CHRISTMAS TREE DECORATION WITH BELL</td>\n",
       "      <td>10</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>0.43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>536544</td>\n",
       "      <td>21802</td>\n",
       "      <td>CHRISTMAS TREE HEART DECORATION</td>\n",
       "      <td>9</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>0.43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>536544</td>\n",
       "      <td>21803</td>\n",
       "      <td>CHRISTMAS TREE STAR DECORATION</td>\n",
       "      <td>11</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>0.43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1452</th>\n",
       "      <td>536544</td>\n",
       "      <td>21809</td>\n",
       "      <td>CHRISTMAS HANGING TREE WITH BELL</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1453</th>\n",
       "      <td>536544</td>\n",
       "      <td>21810</td>\n",
       "      <td>CHRISTMAS HANGING STAR WITH BELL</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>536544</td>\n",
       "      <td>21811</td>\n",
       "      <td>CHRISTMAS HANGING HEART WITH BELL</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>536544</td>\n",
       "      <td>21821</td>\n",
       "      <td>GLITTER STAR GARLAND WITH BELLS</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>7.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>536544</td>\n",
       "      <td>21822</td>\n",
       "      <td>GLITTER CHRISTMAS TREE WITH BELLS</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>4.21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>536544</td>\n",
       "      <td>21823</td>\n",
       "      <td>PAINTED METAL HEART WITH HOLLY BELL</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>536544</td>\n",
       "      <td>21844</td>\n",
       "      <td>RED RETROSPOT MUG</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>5.91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>536544</td>\n",
       "      <td>21851</td>\n",
       "      <td>LILAC DIAMANTE PEN IN GIFT BOX</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>4.21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1460</th>\n",
       "      <td>536544</td>\n",
       "      <td>21870</td>\n",
       "      <td>I CAN ONLY PLEASE ONE PERSON MUG</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>3.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1461</th>\n",
       "      <td>536544</td>\n",
       "      <td>21871</td>\n",
       "      <td>SAVE THE PLANET MUG</td>\n",
       "      <td>5</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>3.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1462</th>\n",
       "      <td>536544</td>\n",
       "      <td>21874</td>\n",
       "      <td>GIN AND TONIC MUG</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>3.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1463</th>\n",
       "      <td>536544</td>\n",
       "      <td>21879</td>\n",
       "      <td>HEARTS GIFT TAPE</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>1.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1464</th>\n",
       "      <td>536544</td>\n",
       "      <td>21884</td>\n",
       "      <td>CAKES AND BOWS GIFT  TAPE</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>1.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1465</th>\n",
       "      <td>536544</td>\n",
       "      <td>21888</td>\n",
       "      <td>BINGO SET</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>7.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1466</th>\n",
       "      <td>536544</td>\n",
       "      <td>21889</td>\n",
       "      <td>WOODEN BOX OF DOMINOES</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1467</th>\n",
       "      <td>536544</td>\n",
       "      <td>21892</td>\n",
       "      <td>TRADITIONAL WOODEN CATCH CUP GAME</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1468</th>\n",
       "      <td>536544</td>\n",
       "      <td>21894</td>\n",
       "      <td>POTTING SHED SEED ENVELOPES</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1469</th>\n",
       "      <td>536544</td>\n",
       "      <td>21911</td>\n",
       "      <td>GARDEN METAL SIGN</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>3.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1470</th>\n",
       "      <td>536544</td>\n",
       "      <td>21912</td>\n",
       "      <td>VINTAGE SNAKES &amp; LADDERS</td>\n",
       "      <td>3</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>7.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1471</th>\n",
       "      <td>536544</td>\n",
       "      <td>21913</td>\n",
       "      <td>VINTAGE SEASIDE JIGSAW PUZZLES</td>\n",
       "      <td>1</td>\n",
       "      <td>2010-12-01 14:32:00</td>\n",
       "      <td>7.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 14:32:00</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>541511</th>\n",
       "      <td>581498</td>\n",
       "      <td>71053</td>\n",
       "      <td>WHITE MOROCCAN METAL LANTERN</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>8.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541512</th>\n",
       "      <td>581498</td>\n",
       "      <td>72349b</td>\n",
       "      <td>SET/6 PURPLE BUTTERFLY T-LIGHTS</td>\n",
       "      <td>2</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>4.13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541513</th>\n",
       "      <td>581498</td>\n",
       "      <td>79321</td>\n",
       "      <td>CHILLI LIGHTS</td>\n",
       "      <td>10</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>12.46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541514</th>\n",
       "      <td>581498</td>\n",
       "      <td>82001s</td>\n",
       "      <td>SILVER RECORD COVER FRAME</td>\n",
       "      <td>2</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>7.46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541515</th>\n",
       "      <td>581498</td>\n",
       "      <td>82482</td>\n",
       "      <td>WOODEN PICTURE FRAME WHITE FINISH</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>4.96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541516</th>\n",
       "      <td>581498</td>\n",
       "      <td>82552</td>\n",
       "      <td>WASHROOM METAL SIGN</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>2.46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541517</th>\n",
       "      <td>581498</td>\n",
       "      <td>82580</td>\n",
       "      <td>BATHROOM METAL SIGN</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541518</th>\n",
       "      <td>581498</td>\n",
       "      <td>82581</td>\n",
       "      <td>TOILET METAL SIGN</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541519</th>\n",
       "      <td>581498</td>\n",
       "      <td>82600</td>\n",
       "      <td>N0 SINGING METAL SIGN</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>4.13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541520</th>\n",
       "      <td>581498</td>\n",
       "      <td>84029E</td>\n",
       "      <td>RED WOOLLY HOTTIE WHITE HEART.</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>8.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541521</th>\n",
       "      <td>581498</td>\n",
       "      <td>84032A</td>\n",
       "      <td>CHARLIE+LOLA PINK HOT WATER BOTTLE</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>5.79</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541522</th>\n",
       "      <td>581498</td>\n",
       "      <td>84032B</td>\n",
       "      <td>CHARLIE + LOLA RED HOT WATER BOTTLE</td>\n",
       "      <td>3</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>3.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541523</th>\n",
       "      <td>581498</td>\n",
       "      <td>84375</td>\n",
       "      <td>SET OF 20 KIDS COOKIE CUTTERS</td>\n",
       "      <td>3</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>4.13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541524</th>\n",
       "      <td>581498</td>\n",
       "      <td>84509a</td>\n",
       "      <td>SET OF 4 ENGLISH ROSE PLACEMATS</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>7.46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541525</th>\n",
       "      <td>581498</td>\n",
       "      <td>84558a</td>\n",
       "      <td>3D DOG PICTURE PLAYING CARDS</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>5.79</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541526</th>\n",
       "      <td>581498</td>\n",
       "      <td>84832</td>\n",
       "      <td>ZINC WILLIE WINKIE  CANDLE STICK</td>\n",
       "      <td>26</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>1.63</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541527</th>\n",
       "      <td>581498</td>\n",
       "      <td>84968e</td>\n",
       "      <td>SET OF 16 VINTAGE BLACK CUTLERY</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>24.96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541528</th>\n",
       "      <td>581498</td>\n",
       "      <td>84970s</td>\n",
       "      <td>HANGING HEART ZINC T-LIGHT HOLDER</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>2.08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541529</th>\n",
       "      <td>581498</td>\n",
       "      <td>84997a</td>\n",
       "      <td>CHILDRENS CUTLERY POLKADOT GREEN</td>\n",
       "      <td>2</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>8.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541530</th>\n",
       "      <td>581498</td>\n",
       "      <td>84997b</td>\n",
       "      <td>CHILDRENS CUTLERY RETROSPOT RED</td>\n",
       "      <td>3</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>8.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541531</th>\n",
       "      <td>581498</td>\n",
       "      <td>84997d</td>\n",
       "      <td>CHILDRENS CUTLERY POLKADOT PINK</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>8.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541532</th>\n",
       "      <td>581498</td>\n",
       "      <td>85038</td>\n",
       "      <td>6 CHOCOLATE LOVE HEART T-LIGHTS</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>4.13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541533</th>\n",
       "      <td>581498</td>\n",
       "      <td>85048</td>\n",
       "      <td>15CM CHRISTMAS GLASS BALL 20 LIGHTS</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>16.63</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541534</th>\n",
       "      <td>581498</td>\n",
       "      <td>85049a</td>\n",
       "      <td>TRADITIONAL CHRISTMAS RIBBONS</td>\n",
       "      <td>5</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>3.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541535</th>\n",
       "      <td>581498</td>\n",
       "      <td>85049e</td>\n",
       "      <td>SCANDINAVIAN REDS RIBBONS</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>3.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541536</th>\n",
       "      <td>581498</td>\n",
       "      <td>85099B</td>\n",
       "      <td>JUMBO BAG RED RETROSPOT</td>\n",
       "      <td>5</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>4.13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541537</th>\n",
       "      <td>581498</td>\n",
       "      <td>85099C</td>\n",
       "      <td>JUMBO  BAG BAROQUE BLACK WHITE</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>4.13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541538</th>\n",
       "      <td>581498</td>\n",
       "      <td>85150</td>\n",
       "      <td>LADIES &amp; GENTLEMEN METAL SIGN</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>4.96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541539</th>\n",
       "      <td>581498</td>\n",
       "      <td>85174</td>\n",
       "      <td>S/4 CACTI CANDLES</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>10.79</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541540</th>\n",
       "      <td>581498</td>\n",
       "      <td>DOT</td>\n",
       "      <td>DOTCOM POSTAGE</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "      <td>1714.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 10:26:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>133600 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       InvoiceNo StockCode                          Description  Quantity  \\\n",
       "622       536414     22139                                  NaN        56   \n",
       "1443      536544     21773      DECORATIVE ROSE BATHROOM BOTTLE         1   \n",
       "1444      536544     21774      DECORATIVE CATS BATHROOM BOTTLE         2   \n",
       "1445      536544     21786                   POLKADOT RAIN HAT          4   \n",
       "1446      536544     21787                RAIN PONCHO RETROSPOT         2   \n",
       "1447      536544     21790                   VINTAGE SNAP CARDS         9   \n",
       "1448      536544     21791   VINTAGE HEADS AND TAILS CARD GAME          2   \n",
       "1449      536544     21801  CHRISTMAS TREE DECORATION WITH BELL        10   \n",
       "1450      536544     21802      CHRISTMAS TREE HEART DECORATION         9   \n",
       "1451      536544     21803       CHRISTMAS TREE STAR DECORATION        11   \n",
       "1452      536544     21809     CHRISTMAS HANGING TREE WITH BELL         1   \n",
       "1453      536544     21810     CHRISTMAS HANGING STAR WITH BELL         3   \n",
       "1454      536544     21811    CHRISTMAS HANGING HEART WITH BELL         1   \n",
       "1455      536544     21821     GLITTER STAR GARLAND WITH BELLS          1   \n",
       "1456      536544     21822    GLITTER CHRISTMAS TREE WITH BELLS         1   \n",
       "1457      536544     21823  PAINTED METAL HEART WITH HOLLY BELL         2   \n",
       "1458      536544     21844                    RED RETROSPOT MUG         2   \n",
       "1459      536544     21851       LILAC DIAMANTE PEN IN GIFT BOX         1   \n",
       "1460      536544     21870     I CAN ONLY PLEASE ONE PERSON MUG         1   \n",
       "1461      536544     21871                  SAVE THE PLANET MUG         5   \n",
       "1462      536544     21874                    GIN AND TONIC MUG         1   \n",
       "1463      536544     21879                     HEARTS GIFT TAPE         1   \n",
       "1464      536544     21884            CAKES AND BOWS GIFT  TAPE         1   \n",
       "1465      536544     21888                            BINGO SET         1   \n",
       "1466      536544     21889               WOODEN BOX OF DOMINOES         2   \n",
       "1467      536544     21892   TRADITIONAL WOODEN CATCH CUP GAME          3   \n",
       "1468      536544     21894          POTTING SHED SEED ENVELOPES         1   \n",
       "1469      536544     21911                   GARDEN METAL SIGN          1   \n",
       "1470      536544     21912             VINTAGE SNAKES & LADDERS         3   \n",
       "1471      536544     21913       VINTAGE SEASIDE JIGSAW PUZZLES         1   \n",
       "...          ...       ...                                  ...       ...   \n",
       "541511    581498     71053         WHITE MOROCCAN METAL LANTERN         1   \n",
       "541512    581498    72349b      SET/6 PURPLE BUTTERFLY T-LIGHTS         2   \n",
       "541513    581498     79321                        CHILLI LIGHTS        10   \n",
       "541514    581498    82001s            SILVER RECORD COVER FRAME         2   \n",
       "541515    581498     82482    WOODEN PICTURE FRAME WHITE FINISH         4   \n",
       "541516    581498     82552                  WASHROOM METAL SIGN         1   \n",
       "541517    581498     82580                  BATHROOM METAL SIGN         1   \n",
       "541518    581498     82581                    TOILET METAL SIGN         1   \n",
       "541519    581498     82600                N0 SINGING METAL SIGN         4   \n",
       "541520    581498    84029E       RED WOOLLY HOTTIE WHITE HEART.         4   \n",
       "541521    581498    84032A   CHARLIE+LOLA PINK HOT WATER BOTTLE         4   \n",
       "541522    581498    84032B  CHARLIE + LOLA RED HOT WATER BOTTLE         3   \n",
       "541523    581498     84375        SET OF 20 KIDS COOKIE CUTTERS         3   \n",
       "541524    581498    84509a      SET OF 4 ENGLISH ROSE PLACEMATS         1   \n",
       "541525    581498    84558a         3D DOG PICTURE PLAYING CARDS         1   \n",
       "541526    581498     84832     ZINC WILLIE WINKIE  CANDLE STICK        26   \n",
       "541527    581498    84968e      SET OF 16 VINTAGE BLACK CUTLERY         1   \n",
       "541528    581498    84970s    HANGING HEART ZINC T-LIGHT HOLDER         1   \n",
       "541529    581498    84997a    CHILDRENS CUTLERY POLKADOT GREEN          2   \n",
       "541530    581498    84997b     CHILDRENS CUTLERY RETROSPOT RED          3   \n",
       "541531    581498    84997d      CHILDRENS CUTLERY POLKADOT PINK         1   \n",
       "541532    581498     85038      6 CHOCOLATE LOVE HEART T-LIGHTS         1   \n",
       "541533    581498     85048  15CM CHRISTMAS GLASS BALL 20 LIGHTS         1   \n",
       "541534    581498    85049a        TRADITIONAL CHRISTMAS RIBBONS         5   \n",
       "541535    581498    85049e            SCANDINAVIAN REDS RIBBONS         4   \n",
       "541536    581498    85099B              JUMBO BAG RED RETROSPOT         5   \n",
       "541537    581498    85099C       JUMBO  BAG BAROQUE BLACK WHITE         4   \n",
       "541538    581498     85150        LADIES & GENTLEMEN METAL SIGN         1   \n",
       "541539    581498     85174                    S/4 CACTI CANDLES         1   \n",
       "541540    581498       DOT                       DOTCOM POSTAGE         1   \n",
       "\n",
       "               InvoiceDate  UnitPrice  CustomerID         Country  \\\n",
       "622    2010-12-01 11:52:00       0.00         NaN  United Kingdom   \n",
       "1443   2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1444   2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1445   2010-12-01 14:32:00       0.85         NaN  United Kingdom   \n",
       "1446   2010-12-01 14:32:00       1.66         NaN  United Kingdom   \n",
       "1447   2010-12-01 14:32:00       1.66         NaN  United Kingdom   \n",
       "1448   2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1449   2010-12-01 14:32:00       0.43         NaN  United Kingdom   \n",
       "1450   2010-12-01 14:32:00       0.43         NaN  United Kingdom   \n",
       "1451   2010-12-01 14:32:00       0.43         NaN  United Kingdom   \n",
       "1452   2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1453   2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1454   2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1455   2010-12-01 14:32:00       7.62         NaN  United Kingdom   \n",
       "1456   2010-12-01 14:32:00       4.21         NaN  United Kingdom   \n",
       "1457   2010-12-01 14:32:00       2.98         NaN  United Kingdom   \n",
       "1458   2010-12-01 14:32:00       5.91         NaN  United Kingdom   \n",
       "1459   2010-12-01 14:32:00       4.21         NaN  United Kingdom   \n",
       "1460   2010-12-01 14:32:00       3.36         NaN  United Kingdom   \n",
       "1461   2010-12-01 14:32:00       3.36         NaN  United Kingdom   \n",
       "1462   2010-12-01 14:32:00       3.36         NaN  United Kingdom   \n",
       "1463   2010-12-01 14:32:00       1.66         NaN  United Kingdom   \n",
       "1464   2010-12-01 14:32:00       1.66         NaN  United Kingdom   \n",
       "1465   2010-12-01 14:32:00       7.62         NaN  United Kingdom   \n",
       "1466   2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1467   2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1468   2010-12-01 14:32:00       2.51         NaN  United Kingdom   \n",
       "1469   2010-12-01 14:32:00       3.36         NaN  United Kingdom   \n",
       "1470   2010-12-01 14:32:00       7.62         NaN  United Kingdom   \n",
       "1471   2010-12-01 14:32:00       7.62         NaN  United Kingdom   \n",
       "...                    ...        ...         ...             ...   \n",
       "541511 2011-12-09 10:26:00       8.29         NaN  United Kingdom   \n",
       "541512 2011-12-09 10:26:00       4.13         NaN  United Kingdom   \n",
       "541513 2011-12-09 10:26:00      12.46         NaN  United Kingdom   \n",
       "541514 2011-12-09 10:26:00       7.46         NaN  United Kingdom   \n",
       "541515 2011-12-09 10:26:00       4.96         NaN  United Kingdom   \n",
       "541516 2011-12-09 10:26:00       2.46         NaN  United Kingdom   \n",
       "541517 2011-12-09 10:26:00       1.25         NaN  United Kingdom   \n",
       "541518 2011-12-09 10:26:00       1.25         NaN  United Kingdom   \n",
       "541519 2011-12-09 10:26:00       4.13         NaN  United Kingdom   \n",
       "541520 2011-12-09 10:26:00       8.29         NaN  United Kingdom   \n",
       "541521 2011-12-09 10:26:00       5.79         NaN  United Kingdom   \n",
       "541522 2011-12-09 10:26:00       3.29         NaN  United Kingdom   \n",
       "541523 2011-12-09 10:26:00       4.13         NaN  United Kingdom   \n",
       "541524 2011-12-09 10:26:00       7.46         NaN  United Kingdom   \n",
       "541525 2011-12-09 10:26:00       5.79         NaN  United Kingdom   \n",
       "541526 2011-12-09 10:26:00       1.63         NaN  United Kingdom   \n",
       "541527 2011-12-09 10:26:00      24.96         NaN  United Kingdom   \n",
       "541528 2011-12-09 10:26:00       2.08         NaN  United Kingdom   \n",
       "541529 2011-12-09 10:26:00       8.29         NaN  United Kingdom   \n",
       "541530 2011-12-09 10:26:00       8.29         NaN  United Kingdom   \n",
       "541531 2011-12-09 10:26:00       8.29         NaN  United Kingdom   \n",
       "541532 2011-12-09 10:26:00       4.13         NaN  United Kingdom   \n",
       "541533 2011-12-09 10:26:00      16.63         NaN  United Kingdom   \n",
       "541534 2011-12-09 10:26:00       3.29         NaN  United Kingdom   \n",
       "541535 2011-12-09 10:26:00       3.29         NaN  United Kingdom   \n",
       "541536 2011-12-09 10:26:00       4.13         NaN  United Kingdom   \n",
       "541537 2011-12-09 10:26:00       4.13         NaN  United Kingdom   \n",
       "541538 2011-12-09 10:26:00       4.96         NaN  United Kingdom   \n",
       "541539 2011-12-09 10:26:00      10.79         NaN  United Kingdom   \n",
       "541540 2011-12-09 10:26:00    1714.17         NaN  United Kingdom   \n",
       "\n",
       "               invdatetime  \n",
       "622    2010-12-01 11:52:00  \n",
       "1443   2010-12-01 14:32:00  \n",
       "1444   2010-12-01 14:32:00  \n",
       "1445   2010-12-01 14:32:00  \n",
       "1446   2010-12-01 14:32:00  \n",
       "1447   2010-12-01 14:32:00  \n",
       "1448   2010-12-01 14:32:00  \n",
       "1449   2010-12-01 14:32:00  \n",
       "1450   2010-12-01 14:32:00  \n",
       "1451   2010-12-01 14:32:00  \n",
       "1452   2010-12-01 14:32:00  \n",
       "1453   2010-12-01 14:32:00  \n",
       "1454   2010-12-01 14:32:00  \n",
       "1455   2010-12-01 14:32:00  \n",
       "1456   2010-12-01 14:32:00  \n",
       "1457   2010-12-01 14:32:00  \n",
       "1458   2010-12-01 14:32:00  \n",
       "1459   2010-12-01 14:32:00  \n",
       "1460   2010-12-01 14:32:00  \n",
       "1461   2010-12-01 14:32:00  \n",
       "1462   2010-12-01 14:32:00  \n",
       "1463   2010-12-01 14:32:00  \n",
       "1464   2010-12-01 14:32:00  \n",
       "1465   2010-12-01 14:32:00  \n",
       "1466   2010-12-01 14:32:00  \n",
       "1467   2010-12-01 14:32:00  \n",
       "1468   2010-12-01 14:32:00  \n",
       "1469   2010-12-01 14:32:00  \n",
       "1470   2010-12-01 14:32:00  \n",
       "1471   2010-12-01 14:32:00  \n",
       "...                    ...  \n",
       "541511 2011-12-09 10:26:00  \n",
       "541512 2011-12-09 10:26:00  \n",
       "541513 2011-12-09 10:26:00  \n",
       "541514 2011-12-09 10:26:00  \n",
       "541515 2011-12-09 10:26:00  \n",
       "541516 2011-12-09 10:26:00  \n",
       "541517 2011-12-09 10:26:00  \n",
       "541518 2011-12-09 10:26:00  \n",
       "541519 2011-12-09 10:26:00  \n",
       "541520 2011-12-09 10:26:00  \n",
       "541521 2011-12-09 10:26:00  \n",
       "541522 2011-12-09 10:26:00  \n",
       "541523 2011-12-09 10:26:00  \n",
       "541524 2011-12-09 10:26:00  \n",
       "541525 2011-12-09 10:26:00  \n",
       "541526 2011-12-09 10:26:00  \n",
       "541527 2011-12-09 10:26:00  \n",
       "541528 2011-12-09 10:26:00  \n",
       "541529 2011-12-09 10:26:00  \n",
       "541530 2011-12-09 10:26:00  \n",
       "541531 2011-12-09 10:26:00  \n",
       "541532 2011-12-09 10:26:00  \n",
       "541533 2011-12-09 10:26:00  \n",
       "541534 2011-12-09 10:26:00  \n",
       "541535 2011-12-09 10:26:00  \n",
       "541536 2011-12-09 10:26:00  \n",
       "541537 2011-12-09 10:26:00  \n",
       "541538 2011-12-09 10:26:00  \n",
       "541539 2011-12-09 10:26:00  \n",
       "541540 2011-12-09 10:26:00  \n",
       "\n",
       "[133600 rows x 9 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cust_uk[cust_uk.CustomerID.isnull()==True]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "133600"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(cust_uk[cust_uk.CustomerID.isnull()==True].Country)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3637,)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cust_uk[cust_uk.CustomerID.isnull()==True].InvoiceNo.unique().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Satish\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "#calculate Total Amount\n",
    "cust_uk['amount'] = cust_uk.Quantity*cust_uk.UnitPrice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
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       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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>invdatetime</th>\n",
       "      <th>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>2010-12-01 08:26:00</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>2010-12-01 08:26:00</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>2010-12-01 08:26:00</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>2010-12-01 08:26:00</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>2010-12-01 08:26:00</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  \\\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",
       "\n",
       "          invdatetime  amount  \n",
       "0 2010-12-01 08:26:00   15.30  \n",
       "1 2010-12-01 08:26:00   20.34  \n",
       "2 2010-12-01 08:26:00   22.00  \n",
       "3 2010-12-01 08:26:00   20.34  \n",
       "4 2010-12-01 08:26:00   20.34  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cust_uk.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Removing Negative/returned items\n",
    "cust_uk=cust_uk[cust_uk['amount']>0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\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>invdatetime</th>\n",
       "      <th>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>2010-12-01 08:26:00</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>2010-12-01 08:26:00</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>2010-12-01 08:26:00</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>2010-12-01 08:26:00</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>2010-12-01 08:26:00</td>\n",
       "      <td>20.34</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",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>54.08</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",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>12.60</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",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>12.60</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",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>30.00</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",
       "      <td>2010-12-01 08:34:00</td>\n",
       "      <td>9.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>536371</td>\n",
       "      <td>22086</td>\n",
       "      <td>PAPER CHAIN KIT 50'S CHRISTMAS</td>\n",
       "      <td>80</td>\n",
       "      <td>2010-12-01 09:00:00</td>\n",
       "      <td>2.55</td>\n",
       "      <td>13748.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:00:00</td>\n",
       "      <td>204.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>536374</td>\n",
       "      <td>21258</td>\n",
       "      <td>VICTORIAN SEWING BOX LARGE</td>\n",
       "      <td>32</td>\n",
       "      <td>2010-12-01 09:09:00</td>\n",
       "      <td>10.95</td>\n",
       "      <td>15100.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:09:00</td>\n",
       "      <td>350.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>536376</td>\n",
       "      <td>22114</td>\n",
       "      <td>HOT WATER BOTTLE TEA AND SYMPATHY</td>\n",
       "      <td>48</td>\n",
       "      <td>2010-12-01 09:32:00</td>\n",
       "      <td>3.45</td>\n",
       "      <td>15291.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:32:00</td>\n",
       "      <td>165.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>536376</td>\n",
       "      <td>21733</td>\n",
       "      <td>RED HANGING HEART T-LIGHT HOLDER</td>\n",
       "      <td>64</td>\n",
       "      <td>2010-12-01 09:32:00</td>\n",
       "      <td>2.55</td>\n",
       "      <td>15291.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:32:00</td>\n",
       "      <td>163.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>536378</td>\n",
       "      <td>22386</td>\n",
       "      <td>JUMBO BAG PINK POLKADOT</td>\n",
       "      <td>10</td>\n",
       "      <td>2010-12-01 09:37:00</td>\n",
       "      <td>1.95</td>\n",
       "      <td>14688.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:37:00</td>\n",
       "      <td>19.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>536378</td>\n",
       "      <td>85099C</td>\n",
       "      <td>JUMBO  BAG BAROQUE BLACK WHITE</td>\n",
       "      <td>10</td>\n",
       "      <td>2010-12-01 09:37:00</td>\n",
       "      <td>1.95</td>\n",
       "      <td>14688.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:37:00</td>\n",
       "      <td>19.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>536378</td>\n",
       "      <td>21033</td>\n",
       "      <td>JUMBO BAG CHARLIE AND LOLA TOYS</td>\n",
       "      <td>10</td>\n",
       "      <td>2010-12-01 09:37:00</td>\n",
       "      <td>2.95</td>\n",
       "      <td>14688.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:37:00</td>\n",
       "      <td>29.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>536378</td>\n",
       "      <td>20723</td>\n",
       "      <td>STRAWBERRY CHARLOTTE BAG</td>\n",
       "      <td>10</td>\n",
       "      <td>2010-12-01 09:37:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>14688.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:37:00</td>\n",
       "      <td>8.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>536378</td>\n",
       "      <td>84997B</td>\n",
       "      <td>RED 3 PIECE RETROSPOT CUTLERY SET</td>\n",
       "      <td>12</td>\n",
       "      <td>2010-12-01 09:37:00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>14688.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:37:00</td>\n",
       "      <td>45.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>536380</td>\n",
       "      <td>22961</td>\n",
       "      <td>JAM MAKING SET PRINTED</td>\n",
       "      <td>24</td>\n",
       "      <td>2010-12-01 09:41:00</td>\n",
       "      <td>1.45</td>\n",
       "      <td>17809.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:41:00</td>\n",
       "      <td>34.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>536381</td>\n",
       "      <td>22139</td>\n",
       "      <td>RETROSPOT TEA SET CERAMIC 11 PC</td>\n",
       "      <td>23</td>\n",
       "      <td>2010-12-01 09:41:00</td>\n",
       "      <td>4.25</td>\n",
       "      <td>15311.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:41:00</td>\n",
       "      <td>97.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>536381</td>\n",
       "      <td>84854</td>\n",
       "      <td>GIRLY PINK TOOL SET</td>\n",
       "      <td>5</td>\n",
       "      <td>2010-12-01 09:41:00</td>\n",
       "      <td>4.95</td>\n",
       "      <td>15311.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:41:00</td>\n",
       "      <td>24.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>536381</td>\n",
       "      <td>22411</td>\n",
       "      <td>JUMBO SHOPPER VINTAGE RED PAISLEY</td>\n",
       "      <td>10</td>\n",
       "      <td>2010-12-01 09:41:00</td>\n",
       "      <td>1.95</td>\n",
       "      <td>15311.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:41:00</td>\n",
       "      <td>19.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>536381</td>\n",
       "      <td>82567</td>\n",
       "      <td>AIRLINE LOUNGE,METAL SIGN</td>\n",
       "      <td>2</td>\n",
       "      <td>2010-12-01 09:41:00</td>\n",
       "      <td>2.10</td>\n",
       "      <td>15311.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:41:00</td>\n",
       "      <td>4.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>536381</td>\n",
       "      <td>21672</td>\n",
       "      <td>WHITE SPOT RED CERAMIC DRAWER KNOB</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 09:41:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>15311.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:41:00</td>\n",
       "      <td>7.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>536382</td>\n",
       "      <td>10002</td>\n",
       "      <td>INFLATABLE POLITICAL GLOBE</td>\n",
       "      <td>12</td>\n",
       "      <td>2010-12-01 09:45:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>16098.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:45:00</td>\n",
       "      <td>10.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>536382</td>\n",
       "      <td>21912</td>\n",
       "      <td>VINTAGE SNAKES &amp; LADDERS</td>\n",
       "      <td>8</td>\n",
       "      <td>2010-12-01 09:45:00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>16098.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:45:00</td>\n",
       "      <td>30.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>536382</td>\n",
       "      <td>21832</td>\n",
       "      <td>CHOCOLATE CALCULATOR</td>\n",
       "      <td>12</td>\n",
       "      <td>2010-12-01 09:45:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>16098.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:45:00</td>\n",
       "      <td>19.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>536382</td>\n",
       "      <td>22411</td>\n",
       "      <td>JUMBO SHOPPER VINTAGE RED PAISLEY</td>\n",
       "      <td>10</td>\n",
       "      <td>2010-12-01 09:45:00</td>\n",
       "      <td>1.95</td>\n",
       "      <td>16098.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:45:00</td>\n",
       "      <td>19.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>536382</td>\n",
       "      <td>22379</td>\n",
       "      <td>RECYCLING BAG RETROSPOT</td>\n",
       "      <td>10</td>\n",
       "      <td>2010-12-01 09:45:00</td>\n",
       "      <td>2.10</td>\n",
       "      <td>16098.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2010-12-01 09:45:00</td>\n",
       "      <td>21.00</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>534249</th>\n",
       "      <td>581142</td>\n",
       "      <td>23148</td>\n",
       "      <td>MINIATURE ANTIQUE ROSE HOOK IVORY</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-07 13:38:00</td>\n",
       "      <td>0.83</td>\n",
       "      <td>14204.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-07 13:38:00</td>\n",
       "      <td>0.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534250</th>\n",
       "      <td>581142</td>\n",
       "      <td>21914</td>\n",
       "      <td>BLUE HARMONICA IN BOX</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-07 13:38:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>14204.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-07 13:38:00</td>\n",
       "      <td>1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534251</th>\n",
       "      <td>581142</td>\n",
       "      <td>22400</td>\n",
       "      <td>MAGNETS PACK OF 4 HOME SWEET HOME</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-07 13:38:00</td>\n",
       "      <td>0.39</td>\n",
       "      <td>14204.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-07 13:38:00</td>\n",
       "      <td>0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534480</th>\n",
       "      <td>581149</td>\n",
       "      <td>23333</td>\n",
       "      <td>IVORY WICKER HEART MEDIUM</td>\n",
       "      <td>3</td>\n",
       "      <td>2011-12-07 14:12:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>15471.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-07 14:12:00</td>\n",
       "      <td>3.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534481</th>\n",
       "      <td>581149</td>\n",
       "      <td>23154</td>\n",
       "      <td>SET OF 4 JAM JAR MAGNETS</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-07 14:12:00</td>\n",
       "      <td>2.08</td>\n",
       "      <td>15471.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-07 14:12:00</td>\n",
       "      <td>2.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534482</th>\n",
       "      <td>581149</td>\n",
       "      <td>23332</td>\n",
       "      <td>IVORY WICKER HEART LARGE</td>\n",
       "      <td>3</td>\n",
       "      <td>2011-12-07 14:12:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>15471.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-07 14:12:00</td>\n",
       "      <td>4.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534483</th>\n",
       "      <td>581149</td>\n",
       "      <td>22195</td>\n",
       "      <td>LARGE HEART MEASURING SPOONS</td>\n",
       "      <td>2</td>\n",
       "      <td>2011-12-07 14:12:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>15471.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-07 14:12:00</td>\n",
       "      <td>3.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534484</th>\n",
       "      <td>581149</td>\n",
       "      <td>22733</td>\n",
       "      <td>3D TRADITIONAL CHRISTMAS STICKERS</td>\n",
       "      <td>3</td>\n",
       "      <td>2011-12-07 14:12:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>15471.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-07 14:12:00</td>\n",
       "      <td>3.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536869</th>\n",
       "      <td>581222</td>\n",
       "      <td>22197</td>\n",
       "      <td>POPCORN HOLDER</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-08 09:46:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>14520.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 09:46:00</td>\n",
       "      <td>10.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536870</th>\n",
       "      <td>581222</td>\n",
       "      <td>20685</td>\n",
       "      <td>DOORMAT RED RETROSPOT</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-08 09:46:00</td>\n",
       "      <td>8.25</td>\n",
       "      <td>14520.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 09:46:00</td>\n",
       "      <td>33.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536871</th>\n",
       "      <td>581222</td>\n",
       "      <td>85099B</td>\n",
       "      <td>JUMBO BAG RED RETROSPOT</td>\n",
       "      <td>30</td>\n",
       "      <td>2011-12-08 09:46:00</td>\n",
       "      <td>2.08</td>\n",
       "      <td>14520.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 09:46:00</td>\n",
       "      <td>62.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536969</th>\n",
       "      <td>581233</td>\n",
       "      <td>22178</td>\n",
       "      <td>VICTORIAN GLASS HANGING T-LIGHT</td>\n",
       "      <td>6</td>\n",
       "      <td>2011-12-08 10:33:00</td>\n",
       "      <td>1.95</td>\n",
       "      <td>13436.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 10:33:00</td>\n",
       "      <td>11.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536970</th>\n",
       "      <td>581233</td>\n",
       "      <td>22423</td>\n",
       "      <td>REGENCY CAKESTAND 3 TIER</td>\n",
       "      <td>2</td>\n",
       "      <td>2011-12-08 10:33:00</td>\n",
       "      <td>12.75</td>\n",
       "      <td>13436.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 10:33:00</td>\n",
       "      <td>25.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536971</th>\n",
       "      <td>581233</td>\n",
       "      <td>22622</td>\n",
       "      <td>BOX OF VINTAGE ALPHABET BLOCKS</td>\n",
       "      <td>2</td>\n",
       "      <td>2011-12-08 10:33:00</td>\n",
       "      <td>11.95</td>\n",
       "      <td>13436.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 10:33:00</td>\n",
       "      <td>23.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536972</th>\n",
       "      <td>581233</td>\n",
       "      <td>23176</td>\n",
       "      <td>ABC TREASURE BOOK BOX</td>\n",
       "      <td>8</td>\n",
       "      <td>2011-12-08 10:33:00</td>\n",
       "      <td>2.25</td>\n",
       "      <td>13436.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 10:33:00</td>\n",
       "      <td>18.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536973</th>\n",
       "      <td>581233</td>\n",
       "      <td>23012</td>\n",
       "      <td>GLASS APOTHECARY BOTTLE PERFUME</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-08 10:33:00</td>\n",
       "      <td>3.95</td>\n",
       "      <td>13436.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 10:33:00</td>\n",
       "      <td>15.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537255</th>\n",
       "      <td>581241</td>\n",
       "      <td>22922</td>\n",
       "      <td>FRIDGE MAGNETS US DINER ASSORTED</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-08 10:58:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>15520.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 10:58:00</td>\n",
       "      <td>10.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537256</th>\n",
       "      <td>581241</td>\n",
       "      <td>22924</td>\n",
       "      <td>FRIDGE MAGNETS LA VIE EN ROSE</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-08 10:58:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>15520.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 10:58:00</td>\n",
       "      <td>10.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537257</th>\n",
       "      <td>581241</td>\n",
       "      <td>22923</td>\n",
       "      <td>FRIDGE MAGNETS LES ENFANTS ASSORTED</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-08 10:58:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>15520.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 10:58:00</td>\n",
       "      <td>10.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537258</th>\n",
       "      <td>581241</td>\n",
       "      <td>21169</td>\n",
       "      <td>YOU'RE CONFUSING ME METAL SIGN</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-08 10:58:00</td>\n",
       "      <td>1.69</td>\n",
       "      <td>15520.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 10:58:00</td>\n",
       "      <td>20.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537259</th>\n",
       "      <td>581241</td>\n",
       "      <td>22915</td>\n",
       "      <td>ASSORTED BOTTLE TOP  MAGNETS</td>\n",
       "      <td>120</td>\n",
       "      <td>2011-12-08 10:58:00</td>\n",
       "      <td>0.19</td>\n",
       "      <td>15520.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 10:58:00</td>\n",
       "      <td>22.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537868</th>\n",
       "      <td>581358</td>\n",
       "      <td>22979</td>\n",
       "      <td>PANTRY WASHING UP BRUSH</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-08 12:30:00</td>\n",
       "      <td>1.45</td>\n",
       "      <td>17436.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 12:30:00</td>\n",
       "      <td>17.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538064</th>\n",
       "      <td>581385</td>\n",
       "      <td>84029G</td>\n",
       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
       "      <td>24</td>\n",
       "      <td>2011-12-08 13:11:00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>13298.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 13:11:00</td>\n",
       "      <td>90.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538065</th>\n",
       "      <td>581385</td>\n",
       "      <td>21479</td>\n",
       "      <td>WHITE SKULL HOT WATER BOTTLE</td>\n",
       "      <td>72</td>\n",
       "      <td>2011-12-08 13:11:00</td>\n",
       "      <td>3.75</td>\n",
       "      <td>13298.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 13:11:00</td>\n",
       "      <td>270.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538812</th>\n",
       "      <td>581416</td>\n",
       "      <td>22466</td>\n",
       "      <td>FAIRY TALE COTTAGE NIGHT LIGHT</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-08 14:58:00</td>\n",
       "      <td>1.95</td>\n",
       "      <td>14569.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 14:58:00</td>\n",
       "      <td>1.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538813</th>\n",
       "      <td>581416</td>\n",
       "      <td>21731</td>\n",
       "      <td>RED TOADSTOOL LED NIGHT LIGHT</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-08 14:58:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>14569.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 14:58:00</td>\n",
       "      <td>1.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538814</th>\n",
       "      <td>581416</td>\n",
       "      <td>23458</td>\n",
       "      <td>DOLLY CABINET 3 DRAWERS</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-08 14:58:00</td>\n",
       "      <td>14.95</td>\n",
       "      <td>14569.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 14:58:00</td>\n",
       "      <td>14.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538815</th>\n",
       "      <td>581416</td>\n",
       "      <td>22801</td>\n",
       "      <td>ANTIQUE GLASS PEDESTAL BOWL</td>\n",
       "      <td>16</td>\n",
       "      <td>2011-12-08 14:58:00</td>\n",
       "      <td>3.39</td>\n",
       "      <td>14569.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 14:58:00</td>\n",
       "      <td>54.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538816</th>\n",
       "      <td>581416</td>\n",
       "      <td>22798</td>\n",
       "      <td>ANTIQUE GLASS DRESSING TABLE POT</td>\n",
       "      <td>48</td>\n",
       "      <td>2011-12-08 14:58:00</td>\n",
       "      <td>2.55</td>\n",
       "      <td>14569.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-08 14:58:00</td>\n",
       "      <td>122.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540421</th>\n",
       "      <td>581483</td>\n",
       "      <td>23843</td>\n",
       "      <td>PAPER CRAFT , LITTLE BIRDIE</td>\n",
       "      <td>80995</td>\n",
       "      <td>2011-12-09 09:15:00</td>\n",
       "      <td>2.08</td>\n",
       "      <td>16446.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2011-12-09 09:15:00</td>\n",
       "      <td>168469.60</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19028 rows × 10 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",
       "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",
       "46        536371     22086      PAPER CHAIN KIT 50'S CHRISTMAS         80   \n",
       "65        536374     21258           VICTORIAN SEWING BOX LARGE        32   \n",
       "82        536376     22114    HOT WATER BOTTLE TEA AND SYMPATHY        48   \n",
       "83        536376     21733     RED HANGING HEART T-LIGHT HOLDER        64   \n",
       "86        536378     22386              JUMBO BAG PINK POLKADOT        10   \n",
       "87        536378    85099C       JUMBO  BAG BAROQUE BLACK WHITE        10   \n",
       "88        536378     21033      JUMBO BAG CHARLIE AND LOLA TOYS        10   \n",
       "89        536378     20723             STRAWBERRY CHARLOTTE BAG        10   \n",
       "90        536378    84997B    RED 3 PIECE RETROSPOT CUTLERY SET        12   \n",
       "105       536380     22961               JAM MAKING SET PRINTED        24   \n",
       "106       536381     22139     RETROSPOT TEA SET CERAMIC 11 PC         23   \n",
       "107       536381     84854                  GIRLY PINK TOOL SET         5   \n",
       "108       536381     22411    JUMBO SHOPPER VINTAGE RED PAISLEY        10   \n",
       "109       536381     82567            AIRLINE LOUNGE,METAL SIGN         2   \n",
       "110       536381     21672   WHITE SPOT RED CERAMIC DRAWER KNOB         6   \n",
       "142       536382     10002          INFLATABLE POLITICAL GLOBE         12   \n",
       "143       536382     21912             VINTAGE SNAKES & LADDERS         8   \n",
       "144       536382     21832                 CHOCOLATE CALCULATOR        12   \n",
       "145       536382     22411    JUMBO SHOPPER VINTAGE RED PAISLEY        10   \n",
       "146       536382     22379             RECYCLING BAG RETROSPOT         10   \n",
       "...          ...       ...                                  ...       ...   \n",
       "534249    581142     23148    MINIATURE ANTIQUE ROSE HOOK IVORY         1   \n",
       "534250    581142     21914               BLUE HARMONICA IN BOX          1   \n",
       "534251    581142     22400    MAGNETS PACK OF 4 HOME SWEET HOME         1   \n",
       "534480    581149     23333            IVORY WICKER HEART MEDIUM         3   \n",
       "534481    581149     23154             SET OF 4 JAM JAR MAGNETS         1   \n",
       "534482    581149     23332             IVORY WICKER HEART LARGE         3   \n",
       "534483    581149     22195         LARGE HEART MEASURING SPOONS         2   \n",
       "534484    581149     22733    3D TRADITIONAL CHRISTMAS STICKERS         3   \n",
       "536869    581222     22197                       POPCORN HOLDER        12   \n",
       "536870    581222     20685                DOORMAT RED RETROSPOT         4   \n",
       "536871    581222    85099B              JUMBO BAG RED RETROSPOT        30   \n",
       "536969    581233     22178      VICTORIAN GLASS HANGING T-LIGHT         6   \n",
       "536970    581233     22423             REGENCY CAKESTAND 3 TIER         2   \n",
       "536971    581233     22622       BOX OF VINTAGE ALPHABET BLOCKS         2   \n",
       "536972    581233     23176               ABC TREASURE BOOK BOX          8   \n",
       "536973    581233     23012      GLASS APOTHECARY BOTTLE PERFUME         4   \n",
       "537255    581241     22922     FRIDGE MAGNETS US DINER ASSORTED        12   \n",
       "537256    581241     22924        FRIDGE MAGNETS LA VIE EN ROSE        12   \n",
       "537257    581241     22923  FRIDGE MAGNETS LES ENFANTS ASSORTED        12   \n",
       "537258    581241     21169      YOU'RE CONFUSING ME METAL SIGN         12   \n",
       "537259    581241     22915        ASSORTED BOTTLE TOP  MAGNETS        120   \n",
       "537868    581358     22979              PANTRY WASHING UP BRUSH        12   \n",
       "538064    581385    84029G  KNITTED UNION FLAG HOT WATER BOTTLE        24   \n",
       "538065    581385     21479        WHITE SKULL HOT WATER BOTTLE         72   \n",
       "538812    581416     22466       FAIRY TALE COTTAGE NIGHT LIGHT         1   \n",
       "538813    581416     21731        RED TOADSTOOL LED NIGHT LIGHT         1   \n",
       "538814    581416     23458             DOLLY CABINET 3 DRAWERS          1   \n",
       "538815    581416     22801          ANTIQUE GLASS PEDESTAL BOWL        16   \n",
       "538816    581416     22798     ANTIQUE GLASS DRESSING TABLE POT        48   \n",
       "540421    581483     23843          PAPER CRAFT , LITTLE BIRDIE     80995   \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",
       "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",
       "46     2010-12-01 09:00:00       2.55     13748.0  United Kingdom   \n",
       "65     2010-12-01 09:09:00      10.95     15100.0  United Kingdom   \n",
       "82     2010-12-01 09:32:00       3.45     15291.0  United Kingdom   \n",
       "83     2010-12-01 09:32:00       2.55     15291.0  United Kingdom   \n",
       "86     2010-12-01 09:37:00       1.95     14688.0  United Kingdom   \n",
       "87     2010-12-01 09:37:00       1.95     14688.0  United Kingdom   \n",
       "88     2010-12-01 09:37:00       2.95     14688.0  United Kingdom   \n",
       "89     2010-12-01 09:37:00       0.85     14688.0  United Kingdom   \n",
       "90     2010-12-01 09:37:00       3.75     14688.0  United Kingdom   \n",
       "105    2010-12-01 09:41:00       1.45     17809.0  United Kingdom   \n",
       "106    2010-12-01 09:41:00       4.25     15311.0  United Kingdom   \n",
       "107    2010-12-01 09:41:00       4.95     15311.0  United Kingdom   \n",
       "108    2010-12-01 09:41:00       1.95     15311.0  United Kingdom   \n",
       "109    2010-12-01 09:41:00       2.10     15311.0  United Kingdom   \n",
       "110    2010-12-01 09:41:00       1.25     15311.0  United Kingdom   \n",
       "142    2010-12-01 09:45:00       0.85     16098.0  United Kingdom   \n",
       "143    2010-12-01 09:45:00       3.75     16098.0  United Kingdom   \n",
       "144    2010-12-01 09:45:00       1.65     16098.0  United Kingdom   \n",
       "145    2010-12-01 09:45:00       1.95     16098.0  United Kingdom   \n",
       "146    2010-12-01 09:45:00       2.10     16098.0  United Kingdom   \n",
       "...                    ...        ...         ...             ...   \n",
       "534249 2011-12-07 13:38:00       0.83     14204.0  United Kingdom   \n",
       "534250 2011-12-07 13:38:00       1.25     14204.0  United Kingdom   \n",
       "534251 2011-12-07 13:38:00       0.39     14204.0  United Kingdom   \n",
       "534480 2011-12-07 14:12:00       1.25     15471.0  United Kingdom   \n",
       "534481 2011-12-07 14:12:00       2.08     15471.0  United Kingdom   \n",
       "534482 2011-12-07 14:12:00       1.65     15471.0  United Kingdom   \n",
       "534483 2011-12-07 14:12:00       1.65     15471.0  United Kingdom   \n",
       "534484 2011-12-07 14:12:00       1.25     15471.0  United Kingdom   \n",
       "536869 2011-12-08 09:46:00       0.85     14520.0  United Kingdom   \n",
       "536870 2011-12-08 09:46:00       8.25     14520.0  United Kingdom   \n",
       "536871 2011-12-08 09:46:00       2.08     14520.0  United Kingdom   \n",
       "536969 2011-12-08 10:33:00       1.95     13436.0  United Kingdom   \n",
       "536970 2011-12-08 10:33:00      12.75     13436.0  United Kingdom   \n",
       "536971 2011-12-08 10:33:00      11.95     13436.0  United Kingdom   \n",
       "536972 2011-12-08 10:33:00       2.25     13436.0  United Kingdom   \n",
       "536973 2011-12-08 10:33:00       3.95     13436.0  United Kingdom   \n",
       "537255 2011-12-08 10:58:00       0.85     15520.0  United Kingdom   \n",
       "537256 2011-12-08 10:58:00       0.85     15520.0  United Kingdom   \n",
       "537257 2011-12-08 10:58:00       0.85     15520.0  United Kingdom   \n",
       "537258 2011-12-08 10:58:00       1.69     15520.0  United Kingdom   \n",
       "537259 2011-12-08 10:58:00       0.19     15520.0  United Kingdom   \n",
       "537868 2011-12-08 12:30:00       1.45     17436.0  United Kingdom   \n",
       "538064 2011-12-08 13:11:00       3.75     13298.0  United Kingdom   \n",
       "538065 2011-12-08 13:11:00       3.75     13298.0  United Kingdom   \n",
       "538812 2011-12-08 14:58:00       1.95     14569.0  United Kingdom   \n",
       "538813 2011-12-08 14:58:00       1.65     14569.0  United Kingdom   \n",
       "538814 2011-12-08 14:58:00      14.95     14569.0  United Kingdom   \n",
       "538815 2011-12-08 14:58:00       3.39     14569.0  United Kingdom   \n",
       "538816 2011-12-08 14:58:00       2.55     14569.0  United Kingdom   \n",
       "540421 2011-12-09 09:15:00       2.08     16446.0  United Kingdom   \n",
       "\n",
       "               invdatetime     amount  \n",
       "0      2010-12-01 08:26:00      15.30  \n",
       "1      2010-12-01 08:26:00      20.34  \n",
       "2      2010-12-01 08:26:00      22.00  \n",
       "3      2010-12-01 08:26:00      20.34  \n",
       "4      2010-12-01 08:26:00      20.34  \n",
       "9      2010-12-01 08:34:00      54.08  \n",
       "10     2010-12-01 08:34:00      12.60  \n",
       "11     2010-12-01 08:34:00      12.60  \n",
       "12     2010-12-01 08:34:00      30.00  \n",
       "13     2010-12-01 08:34:00       9.90  \n",
       "46     2010-12-01 09:00:00     204.00  \n",
       "65     2010-12-01 09:09:00     350.40  \n",
       "82     2010-12-01 09:32:00     165.60  \n",
       "83     2010-12-01 09:32:00     163.20  \n",
       "86     2010-12-01 09:37:00      19.50  \n",
       "87     2010-12-01 09:37:00      19.50  \n",
       "88     2010-12-01 09:37:00      29.50  \n",
       "89     2010-12-01 09:37:00       8.50  \n",
       "90     2010-12-01 09:37:00      45.00  \n",
       "105    2010-12-01 09:41:00      34.80  \n",
       "106    2010-12-01 09:41:00      97.75  \n",
       "107    2010-12-01 09:41:00      24.75  \n",
       "108    2010-12-01 09:41:00      19.50  \n",
       "109    2010-12-01 09:41:00       4.20  \n",
       "110    2010-12-01 09:41:00       7.50  \n",
       "142    2010-12-01 09:45:00      10.20  \n",
       "143    2010-12-01 09:45:00      30.00  \n",
       "144    2010-12-01 09:45:00      19.80  \n",
       "145    2010-12-01 09:45:00      19.50  \n",
       "146    2010-12-01 09:45:00      21.00  \n",
       "...                    ...        ...  \n",
       "534249 2011-12-07 13:38:00       0.83  \n",
       "534250 2011-12-07 13:38:00       1.25  \n",
       "534251 2011-12-07 13:38:00       0.39  \n",
       "534480 2011-12-07 14:12:00       3.75  \n",
       "534481 2011-12-07 14:12:00       2.08  \n",
       "534482 2011-12-07 14:12:00       4.95  \n",
       "534483 2011-12-07 14:12:00       3.30  \n",
       "534484 2011-12-07 14:12:00       3.75  \n",
       "536869 2011-12-08 09:46:00      10.20  \n",
       "536870 2011-12-08 09:46:00      33.00  \n",
       "536871 2011-12-08 09:46:00      62.40  \n",
       "536969 2011-12-08 10:33:00      11.70  \n",
       "536970 2011-12-08 10:33:00      25.50  \n",
       "536971 2011-12-08 10:33:00      23.90  \n",
       "536972 2011-12-08 10:33:00      18.00  \n",
       "536973 2011-12-08 10:33:00      15.80  \n",
       "537255 2011-12-08 10:58:00      10.20  \n",
       "537256 2011-12-08 10:58:00      10.20  \n",
       "537257 2011-12-08 10:58:00      10.20  \n",
       "537258 2011-12-08 10:58:00      20.28  \n",
       "537259 2011-12-08 10:58:00      22.80  \n",
       "537868 2011-12-08 12:30:00      17.40  \n",
       "538064 2011-12-08 13:11:00      90.00  \n",
       "538065 2011-12-08 13:11:00     270.00  \n",
       "538812 2011-12-08 14:58:00       1.95  \n",
       "538813 2011-12-08 14:58:00       1.65  \n",
       "538814 2011-12-08 14:58:00      14.95  \n",
       "538815 2011-12-08 14:58:00      54.24  \n",
       "538816 2011-12-08 14:58:00     122.40  \n",
       "540421 2011-12-09 09:15:00  168469.60  \n",
       "\n",
       "[19028 rows x 10 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cust_uk.groupby([\"CustomerID\"]).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "cust_uk=cust_uk[~(cust_uk.CustomerID.isnull())]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Recency Feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#setting up the reference date as one day after the last transaction date\n",
    "reference_date=cust_uk.InvoiceDate.max()\n",
    "reference_date=reference_date+datetime.timedelta(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "cust_uk['days_since_last_purchased']=reference_date-cust_uk.InvoiceDate\n",
    "cust_uk['days_since_last_purchase_num'] = cust_uk['days_since_last_purchased'].astype('timedelta64[D]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    3920.000000\n",
       "mean       92.208418\n",
       "std        99.533854\n",
       "min         1.000000\n",
       "25%        18.000000\n",
       "50%        51.000000\n",
       "75%       143.000000\n",
       "max       374.000000\n",
       "Name: recency, dtype: float64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cust_hist = cust_uk.groupby(\"CustomerID\").min().reset_index()[['CustomerID', 'days_since_last_purchase_num']]\n",
    "cust_hist.rename(columns={'days_since_last_purchase_num':'recency'}, inplace=True)\n",
    "cust_hist.recency.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>recency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12346.0</td>\n",
       "      <td>326.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12747.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12748.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12749.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12820.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CustomerID  recency\n",
       "0     12346.0    326.0\n",
       "1     12747.0      2.0\n",
       "2     12748.0      1.0\n",
       "3     12749.0      4.0\n",
       "4     12820.0      3.0"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cust_hist.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>recency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3920.000000</td>\n",
       "      <td>3920.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>15562.059694</td>\n",
       "      <td>92.208418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1576.594671</td>\n",
       "      <td>99.533854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>12346.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>14208.750000</td>\n",
       "      <td>18.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>15569.500000</td>\n",
       "      <td>51.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>16913.250000</td>\n",
       "      <td>143.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>18287.000000</td>\n",
       "      <td>374.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         CustomerID      recency\n",
       "count   3920.000000  3920.000000\n",
       "mean   15562.059694    92.208418\n",
       "std     1576.594671    99.533854\n",
       "min    12346.000000     1.000000\n",
       "25%    14208.750000    18.000000\n",
       "50%    15569.500000    51.000000\n",
       "75%    16913.250000   143.000000\n",
       "max    18287.000000   374.000000"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cust_hist.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Distribution of Customer Recency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FEbE52be1D29zHWZm1oYiBWIecBewDnCppE3IHhrUEknrATsBJwFExN9Ta7GzgVPSbKeQ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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x184d3128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "r = cust_hist.recency\n",
    "m = np.mean(cust_hist.recency)\n",
    "stdev = math.sqrt(np.var(cust_hist.recency))\n",
    "n, bins, patches = plt.hist(r, 1000, facecolor='blue', alpha=0.75)\n",
    "# add a 'best fit' line\n",
    "y = mlab.normpdf(bins, m, stdev)\n",
    "l = plt.plot(bins, y, 'r--', linewidth=2)\n",
    "plt.xlabel('Recency in days')\n",
    "plt.ylabel('Number of transactions')\n",
    "plt.title('Histogram of sales recency')\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Frequency and Monetary Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "customer_val = cust_uk[['CustomerID', 'amount']].groupby(\"CustomerID\").sum().reset_index()\n",
    "cust_hist = cust_hist.merge(customer_val, how='outer')\n",
    "cust_hist.amount = cust_hist.amount+0.001\n",
    "customer_freq = cust_uk[['CustomerID', 'amount']].groupby(\"CustomerID\").count().reset_index()\n",
    "customer_freq.rename(columns={'amount':'frequency'},inplace=True)\n",
    "cust_hist = cust_hist.merge(customer_freq, how='outer')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>recency</th>\n",
       "      <th>amount</th>\n",
       "      <th>frequency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12346.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>77183.601</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12747.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4196.011</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12748.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>33719.731</td>\n",
       "      <td>4595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12749.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4090.881</td>\n",
       "      <td>199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12820.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>942.341</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CustomerID  recency     amount  frequency\n",
       "0     12346.0    326.0  77183.601          1\n",
       "1     12747.0      2.0   4196.011        103\n",
       "2     12748.0      1.0  33719.731       4595\n",
       "3     12749.0      4.0   4090.881        199\n",
       "4     12820.0      3.0    942.341         59"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cust_hist.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn import preprocessing\n",
    "import math\n",
    "\n",
    "cust_hist['recency_log'] = cust_hist['recency'].apply(math.log)\n",
    "cust_hist['frequency_log'] = cust_hist['frequency'].apply(math.log)\n",
    "cust_hist['amount_log'] = cust_hist['amount'].apply(math.log)\n",
    "feature_vector = ['amount_log', 'recency_log','frequency_log']\n",
    "X_subset = cust_hist[feature_vector].as_matrix()\n",
    "scaler = preprocessing.StandardScaler().fit(X_subset)\n",
    "X_scaled = scaler.transform(X_subset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>recency</th>\n",
       "      <th>amount</th>\n",
       "      <th>frequency</th>\n",
       "      <th>recency_log</th>\n",
       "      <th>frequency_log</th>\n",
       "      <th>amount_log</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12346.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>77183.601</td>\n",
       "      <td>1</td>\n",
       "      <td>5.786897</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11.253942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12747.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4196.011</td>\n",
       "      <td>103</td>\n",
       "      <td>0.693147</td>\n",
       "      <td>4.634729</td>\n",
       "      <td>8.341890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12748.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>33719.731</td>\n",
       "      <td>4595</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.432724</td>\n",
       "      <td>10.425838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12749.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4090.881</td>\n",
       "      <td>199</td>\n",
       "      <td>1.386294</td>\n",
       "      <td>5.293305</td>\n",
       "      <td>8.316516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12820.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>942.341</td>\n",
       "      <td>59</td>\n",
       "      <td>1.098612</td>\n",
       "      <td>4.077537</td>\n",
       "      <td>6.848367</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CustomerID  recency     amount  frequency  recency_log  frequency_log  \\\n",
       "0     12346.0    326.0  77183.601          1     5.786897       0.000000   \n",
       "1     12747.0      2.0   4196.011        103     0.693147       4.634729   \n",
       "2     12748.0      1.0  33719.731       4595     0.000000       8.432724   \n",
       "3     12749.0      4.0   4090.881        199     1.386294       5.293305   \n",
       "4     12820.0      3.0    942.341         59     1.098612       4.077537   \n",
       "\n",
       "   amount_log  \n",
       "0   11.253942  \n",
       "1    8.341890  \n",
       "2   10.425838  \n",
       "3    8.316516  \n",
       "4    6.848367  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cust_hist.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  3.77775951e+00,   1.41113017e+00,  -2.73653753e+00],\n",
       "       [  1.44244779e+00,  -2.14215681e+00,   7.26727595e-01],\n",
       "       [  3.11366417e+00,  -2.62568089e+00,   3.56474980e+00],\n",
       "       ..., \n",
       "       [ -1.09155980e+00,  -1.17510866e+00,  -8.79710398e-01],\n",
       "       [  8.85385333e-01,  -1.65863274e+00,   2.21621475e+00],\n",
       "       [  7.80161885e-01,  -1.95124118e-03,   4.38117438e-01]])"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_scaled"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Customer Segmentation and Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import silhouette_samples, silhouette_score\n",
    "import matplotlib.cm as cm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_center = dict()\n",
    "\n",
    "for n_clusts in range(3,6):\n",
    "    \n",
    "    cluster = KMeans(n_clusters=n_clusts, random_state=10)\n",
    "    cluster_labels = cluster.fit_predict(X_scaled)\n",
    "\n",
    "    silhouette_avg = silhouette_score(X_scaled, cluster_labels)\n",
    "    cluster_center.update({n_clusts :{\n",
    "                                        'cluster_center':cluster.cluster_centers_,\n",
    "                                        'silhouette_score':silhouette_avg,\n",
    "                                        'labels':cluster_labels}\n",
    "                           })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "for 3 number of clusters\n",
      "    amount_log  recency_log  frequency_log\n",
      "0  3161.248917     7.389550     177.215341\n",
      "1   222.778342   122.196867      10.663723\n",
      "2   834.331896    44.099080      53.427605\n",
      "Silhouette score for cluster 3 is 0.30418305759489234\n",
      "\n",
      "for 4 number of clusters\n",
      "    amount_log  recency_log  frequency_log\n",
      "0  1135.536878    66.692906      70.135349\n",
      "1  3371.195013     6.820416     189.540366\n",
      "2   222.508884   159.157724      10.414072\n",
      "3   402.811808    17.889282      25.712424\n",
      "Silhouette score for cluster 4 is 0.29844379809189575\n",
      "\n",
      "for 5 number of clusters\n",
      "    amount_log  recency_log  frequency_log\n",
      "0  1556.769899    43.639301      96.075897\n",
      "1   148.367370   128.361937       5.386390\n",
      "2   425.419772   137.704752      26.814832\n",
      "3  4053.405002     5.328002     217.252446\n",
      "4   460.382488    13.523101      29.181367\n",
      "Silhouette score for cluster 5 is 0.27985950064008097\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for i in range(3,6):\n",
    "    print(\"for {} number of clusters\".format(i))\n",
    "    cent_transformed = scaler.inverse_transform(cluster_center[i]['cluster_center'])\n",
    "    print(pd.DataFrame(np.exp(cent_transformed),columns=feature_vector))\n",
    "    print(\"Silhouette score for cluster {} is {}\". format(i, cluster_center[i]['silhouette_score']))\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Assigning Cluster Labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "labels = cluster_center[5]['labels']   \n",
    "cust_hist['num_cluster5_labels'] = labels\n",
    "labels = cluster_center[3]['labels']\n",
    "cust_hist['num_cluster3_labels'] = labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>recency</th>\n",
       "      <th>amount</th>\n",
       "      <th>frequency</th>\n",
       "      <th>recency_log</th>\n",
       "      <th>frequency_log</th>\n",
       "      <th>amount_log</th>\n",
       "      <th>num_cluster5_labels</th>\n",
       "      <th>num_cluster3_labels</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12346.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>77183.601</td>\n",
       "      <td>1</td>\n",
       "      <td>5.786897</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11.253942</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12747.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4196.011</td>\n",
       "      <td>103</td>\n",
       "      <td>0.693147</td>\n",
       "      <td>4.634729</td>\n",
       "      <td>8.341890</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12748.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>33719.731</td>\n",
       "      <td>4595</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.432724</td>\n",
       "      <td>10.425838</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12749.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4090.881</td>\n",
       "      <td>199</td>\n",
       "      <td>1.386294</td>\n",
       "      <td>5.293305</td>\n",
       "      <td>8.316516</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12820.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>942.341</td>\n",
       "      <td>59</td>\n",
       "      <td>1.098612</td>\n",
       "      <td>4.077537</td>\n",
       "      <td>6.848367</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CustomerID  recency     amount  frequency  recency_log  frequency_log  \\\n",
       "0     12346.0    326.0  77183.601          1     5.786897       0.000000   \n",
       "1     12747.0      2.0   4196.011        103     0.693147       4.634729   \n",
       "2     12748.0      1.0  33719.731       4595     0.000000       8.432724   \n",
       "3     12749.0      4.0   4090.881        199     1.386294       5.293305   \n",
       "4     12820.0      3.0    942.341         59     1.098612       4.077537   \n",
       "\n",
       "   amount_log  num_cluster5_labels  num_cluster3_labels  \n",
       "0   11.253942                    0                    2  \n",
       "1    8.341890                    3                    0  \n",
       "2   10.425838                    3                    0  \n",
       "3    8.316516                    3                    0  \n",
       "4    6.848367                    4                    0  "
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cust_hist.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zer37B/tiIGY5VSQG4sCRYI+dS0Zg2arZpjz/6Af64cUQh/yuHjj9AqhvHx9w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\nEwSGYRgtjgkCwzCMFuf/B4Dh6ekBtUnaAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d5a1860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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PPw7VTqw2e8hlUlVLv/DKgzE+q1ZILW6SkqXI9LgNvbQsOtbgx6HaidWloHUf1xhH5RtI\nO9pn0ckQLMxTB9y++qRSyBZLlViDH4eLLvI3+BddFL7f0BA8eVvlyPfSofq3MW2i8g2kEe3TyAic\nNI09mAncBwaKkT77rRSyZVGwPvw4jI4m2+7Q92/+i476/q2OjVskwiJ60or2aRaffFpMH4Gnbosn\nhVzvxOeWtsSO8ONQrQ+/92H/kW/vw6X3mYy/T7/ZtHSi8tTWksM2zP/frrjj8W1CFEudaDKrUgPN\nmGwkzsi32Sd2HcIiemoNvfQ+BQ0Bd9XS2FZASyP5oIQoT0TIc1ssHlrH4D/1VLLti0GcOPegiV9n\ne7OM9MPCK2sJvfSbG+jEJCBvdZdOFM5IPij5+eyEde1YEtEk1qQOxJEirhYJsDxB2x3ijHyHhyHn\nWYCTy5XSJ77rXfHbmTbOKtjtVOYb8PssjjBb0FOQxTA/DRIS1eWX9tD6+y0BtI7BT1N1cllAYtOg\n7Q5xRr6Dg3DNNaV2ZrPm/WDRN3v55ZXn0ExhnUEEqWR6jX7QU9BispiSDF29xcVWEPsRxiuy5mb6\nSLlBd/z9brmHalQ47U2jJUnV4IvImIh8U0S+ISJPpHmsVFUnq5VWgPBRMZh0h3fcUWrn/Lx576RB\n3LWr8hzm56OfLhpNVBing99T0GKyAMTNRFgP+rcWBdbygIaP3h1yeXOjCMJt0OuRAL1eNw1L07EY\nI/xNqvoqVV2f6lGqdbukSZynjhtugFmPxZmdLeXLHQ9QT4yTRL2RxA3VdD8FNeKUhEpBtjQZv7/c\nLx82eoeSvs66AB19KDfo9UiAXo+bhqUpaR2XTpABrIdhrNals3Fj9PYoLZ2VAanymmUyN4gkwmzO\nU1CjWMwxwcxEpTENQrIlfR0n7WEQjkGvhwpnPW4alqZENMWRoogcBn6IkRT8uKpWXLEiMoQJxGP1\n6tXrDhw4UN3BDh068+/kmjX0HD1a+mzduurq9Km7grC6n3zSX0CtowMuvTRe3UF1xKSiLxaLHswo\n321MldKN4DzMKpA5YBrIkfqqkMnMGnoWGtAX1dKztjI37gvfLKp0esh0wbk/DTMnYOoIqCusVzLQ\nnS+ra3Jykp6eHv/jRh2jxQjtiyXApk2bDsX1oKRt8C9Q1WdF5GXAQ8B7VPWfgsqvX79en3iiSle/\ny3Uzuns3G2+8sfRZrecY5hYKqzvOfn19/qP83l44frxml1RFXywm1wCbKcnSfAsYwIiieW8EizDK\nHl2+m40vNagvwLhkMiv8c9p66eyFX/d5TPIuwnLqdSttxtDmGR0dZWPQE2icY7QQoX2xBBCR2AY/\n1TGVqj5b/PsDEfkM8Bog0OC3JbfcAm9/O8y4RlRdXWY7BAuwicCKFTAd0z0QhHuV66nitrOofcXr\nNcCbKBnyLPDT+Bv2Jp9/rhuOS8ZrTL1kcyb3bZjhDjPotapwxjmGZUmSmsEXkW4go6qniv+/Gfjj\ntI63ZBkchLvugoddcgs/93OlsMygKCNVE765d68pE3RjCMOrgHm267NaFC83UG7sHdrFsPuRyxuD\nebhgkqM4Br+zF/Jb4cj9pZF/dgUc+3K4qJqf8a2n6qaVbm5J0pz5Ww18SUSeBB4H/k5V/yHF4zUf\nQROr7u07d5YbezDvd+40/wdF+ojA/v3l4ZxJ8QuddOMXRhm33nY27l6cSJvHd5pctu7kKAsvlv8F\n8/lTtyeLlLGhlJYYpGbwVfVpVb20+LpEVdsvd1scnZy9AZEXzvawEX6t7pw4q1yrUbxMunq2ySNM\na8Zx5Tx1OxUnOz8N39vr4+IJ6JSgSBkbSmmJgVXLjEN3N0xN+W8PI07ilKgFY9W4arwEqVEGKWC6\nqSbTYlC9QZOzS/1poKvXRMf4GWnHlfPAgP/nEB2LX1ZfQHilDaW0xKDJg7mbhKuvTrbdIUonB6IX\nZ9Vq7HsIljiIWuVabX5bv3oVeIbWG81nuornFDQiLyY6CRJAS4J0moQpfpIH9Yi/t7Q8rWPw01xp\n++CDybY7DA4a10w+b9qRz5v3g67JsKGA7FfO9lp1c84jPBuVW+vnZPGVVPHSi5+G0B7gbzBx9y1D\nxsSrR4VZTh8h8WOMdIJ4H8AVvneHv5/+0uHKlbjO3IHFUqR1XDpprrStRYlzcLDcwHvZs8f8dUfb\nDA2Vttc6wncWN3lxfPPVJhiPwq/em1lcGYPUSZKzIMF1mMvD3GT55C6A+nyR89Pw2DVmoVXXymKc\n/wkbSmnxpXUMfpqknYx8z56SgfcSNA8Ql6ARtd+gNO3MU3Encxuay7bB5PJw5Zhx2cTFmQOYmTCj\n+svutYbe4kvruHTSJE0lziiC5gHCcLuQnideNqq4csa18GJ0kXY29nPqcsFU63t3RvxW1tjiQ+sY\n/Dgx79WSptZ+FEF6+WGMjZnQz7ExmOmKl40qrpyxlzhJThyWR9QFbWnsVWHsWJ7CY9eYMMpPZmB2\n0kwIu8l0Gd9+ZIXz2Fh8ix+t49JJMzdsI0f4hULlAqv9++Pvf8458fz0ceWM3XhX6katzm1DYx6H\nBc3wgfuH+cT1Q6W1FbMTxrg7IZ9dK83Tz+yEUdHU+dLfMJxYfOvisdBKI/yo3LBLlV27KhdYRS24\nEim9jsdMKZVEztih2qcCSxkZWaCwcxvdyzzfq85CR4/xyc+/WIoG0nnjq3/5ULBGvouFqXEyGRgY\nMOOHQgG++U3Ktlnag9Yx+MPDle6bTKY85r0RbNlSboC3bEm2f605eeNGKcXJv+ulmqcCiy+B0cPT\n48GraJ970KzizeUBCcyeNX68H1VzKV13XUmrz9k2NGSNfrvQOgb/y1+udN8sLJjtjWLLFn+dnCRG\nf7ESncTJv+ul1RZRNYjQpSK5/sBFWwtT42RePsjA+8Yo6AK8bn/FiH/qdI4P3F8a9MzOlguzgnlg\n3GUVGNqC1jH4UZo0jcBr7KO2+1GPOYi4ROXf9RJkqIT6Rve0LRK6Qtc9ch8agsLBwbIR/9ixPO+8\nYy/3HYz23wdl0rS0Fq0zaZvmxGq1WjrNhLOWIJOpz00kzKAL5ZO3Tny/JSHBj1ALKmUjd2eUPjhW\nkjXeOBDfI9hvFRjagtYZ4acZOuln7MO2NyPOja9exv56wqNunMlbb3y/H9Y1VAVaMXL3jtL9lnB0\ndpr8Om688k6W1qV1DH6UJk0zs3OnyXMrYv46WvjNSpSOvkNvjLJtvNCqFsaPV0afeUfpflJOd90F\n+/YZox8k72RpXVrHpePWpIFKTZpmZedOuO220vv5+dL7Zm17XImEyRhlrbF3kQWiXZBzmuNDDwxz\n1YYCN23dRX/fOEcn+hnvHQbKLXeQlNPo6OJOD1mag9YZ4YMxkHNzsG6d+dtogxlHwbMZJ5ujiBna\nn7hs2xNjvkmydGzYyzuuhzveOcTAqiNkROnvO8LrO0JW1R4ulMsqz5yoZ8MtS4TWMviFgllJcuhQ\nc6woiaPgWe/JZq/UQU911YQSpaPv0JOgrCUeOg+Pbuf1mWvIdcXMcOWX/nDqiJVcaENax+AXCsaF\n44Ql1HNFSbUTwnFW/9ZzstlPAK2P+odIOjH7JwmfcJ3E+PC7IspZEqLBkgp+Ga78Fm7pgk1/2Ia0\njsEPkiCox4qSV7wi2XaHOBmvoiabk4R++k2QCumFRHYT7IOfBVZQuvlYX/3i4KeyadMfWoq0jsEP\nWjlSjxUl3/1usu0OcTJe7dkDmzeX77d5c2n+YXkcickiiyV14DxJBD2EKMbgt1SykyXC3CRfKhQY\nGChp5UyqTX9oMbSOwQ9aOVKPFSVpLuoqFODRR8u3PfpoyRV1IsHkWjUCaHHwzgtsJzzU8hRmdG9Z\nfGYmePXMEBsuKJxZhbvj48NMz3ieNCVj0x+2Ia1j8OO4T6qlWq1997xCkFJVlCsqyQ0rKHl4NYnI\nHfzmBc4KKe8c37pwGkb3smlu2lpyZY58cZDrP7GXsWN5FhaE8eN5JjVvJZPbkNQNvohkReTrIvK3\nqR4oKFFIPVaUrAgYrgZtd4gzrxDlikqS8cpPAO04taUpDJoX8GO+ePygG4KduF00+nvLr6v7Dg6y\n9n1jZLcvkL9hjMPPrmxQyyyNZDFG+DcA30n9KIUC3HlneaKQO++sT5ROkP58lC59nHmFlQE/PGf7\n4CBcdln5Z973brwCaJPhTYwkaF7Aa7xPA7cXj29j7xvO+ET4k6FXMdPSHqRq8EVkDfBLmHFfutxw\nQ+VVPDNjttdKtfMD9ZhX2LnTX2I5bRy/fRCnCJZS/jp2NJ8iUSkOvJLIfnj1dCztgWjcBBnVVC7y\nKeBPMA/5N6rqL/uUGQKGAFavXr3uwIED1R3s0KEz/06uWUPP0aOlz9atq65OhxMnjP/dvRY9kzFR\nN0EjdGe/sbHyX6iICZ1w9nO1u4J168I/j0FFX8ShBzOyD/PDn8RMBvcCZ7u2v0jTTthOZtbQs5Cw\nL5qQYydXcU7uh3R1zJg8t13noC89jzAHwNx8B8+cuJATkyvJZMzl574EMxlYu3aSc89NY1Xe0mNy\ncpKenqXbF5s2bTqkquvjlE3N4IvILwNXqOpOEdlIgMF3s379en3iiSeqPeCZf0d372bjjTeWPqvH\nORYKxvc+Pm5G6MPD0fMDhYJJMTQ7W9rW2WkUrJx9Bwb8NWzzeXOzCM2OEU1FX8ThZszkbBjHMCP5\nN1F+Y2hiMbTR5bvZ+FLCvmgAY8fyZ3LcutMeTp3Olenb53LFKN8NBaa/MFS28tYpe/DZQYaHKy/d\nCy4YZePGjYt9ak3J6OjS7gsRiW3w03TpXA78qoiMAQeAN4rISGpHi6Nbs9js2lVu7MG8d0/aphld\nlBTHjRNHHK0X2EylcW9SY7+U6O8d576Dg7zzjlJkjV8ykzPz/0/uqpBZcCJ1xsfN2GJsDN79bjh6\nFLZtMw+OcUVZHcUSmwN36ZOaWqaqvh94P4BrhL8trePF0q2pFie80pmkdcIrIXyUH2fS1tk/6OlB\npD7n4MZJSNKHmWB1wjavJ57sMRh3TlzVTEsinAnX+w4OhmarctQydeqI77imv3f8zHSRV5QV4omy\nVnvpW5qT1onDTzMBSrWyDXEnbZ0h2MKC+ev+Jb373UlbG45fXP31RC+mcuMkN7fyujXhdx9/abaz\nYsI1n6+UZbpqQ4FPXG/UMoMeYo+e6Gdk2Khk3np5hsM3D3DVhvLheZQoa5qKJZbFZ1EMvqqORvnv\naybN1bBBeeKi8sddcUWy7X5cfnnlTauWm5hfXP0ywmPnTxZf3oich0kWjaMJy7cwqvC5b27m2Mne\nM5OqJ1/s5tSLZzOyc/sZ4+x497yXzE1bd5X5971Mz+SY7r3CSCZPGwnlgVVH+MT1Q2VGP+rnkaZi\niWXxaZ0Rfhxlymqp9unhwQeTbfdj167KX2U1NzGnrUndMMeBHcWXN7n5fuAhzIKrOMb8RexTQRER\nuOyix5g63YMiHD/VS1fHDKvOnigzzp/dW2BwsPKS6e8Lsbi5PLmf38tPdj9YoZLpXYUbdQmnqVhi\nWXxax+CnOflZ7dNDPYZH9RpKrVljrMwLAb/wU1TKMjiumzD+HXDkfk5hRNOCWEGw4FobctaKqTMJ\nTFadPcHyzvLO6142zaswxvnGjTuZvaeDhRFh7t5s4LzOialeJqeAR7cX9e8rca/CXb48fBK2mWIK\nLLXTOgbfrUwJ9U3WWe3TQz2GR2Fx/klw9Hw+Oe9v2O+lUpbBvZjKD+98gBOPHzSKtxE8ZcQJIMsx\nzuif7uS333QbHdl5RCCbWfCVcTo920Wu6yQ9Ukx0EoB7Fe7UVHjaiDiCr5alQ+sYfChNfq5bVzn5\nWQvDw5VLE7u6ooc5cYdH3vRzaWYicvR2ns8am+A27F5ZhigNHr/5gE6MnIP11deF8eP9vP5H9kbe\nHObms5x88ayKpwQvfqtwoyZhvTEFYMM0lyqtZfDTxPsIHSdUMs7wyC/93OOu3KRJ5JEd3Mfz4yDw\nO/OwjXiGPYig+YClu2ix7tQSUTt1OsdH/nGYbCZ6ziYjC/Se5X+tqMKC+sfyOziew6iY+zgCsJbm\nxRr8OMRZQBVEWMgl+Kefc+cmrWZ2zH28tERTslnoDrihTGAF1IpUs+5P1YzY7/7CNbx26yDzC9ET\nH+MT/YxY0YrQAAAgAElEQVQf979WjhzP87IbFtj4Z2OBcf39/fVR87Y0N9bgxyHN2LSo9HNBbqGw\nlcXuIdo55wTLKdfC0BBMXRE80WuTl1eNCHRk5xnacieDXX1kM/OhTwqOm+YD9w8zdTrn+5kj6zQy\nEuxlrIeat6W5sQY/DmnGpgWlmXO2B7mFgnLdOkMz5+/EhMkL4OxfK9ks7NhhlmfuejB4oterzW/D\nMUPxM+idmRmYnUCktOBaFeYXMpyc7q6QXAiTY+j3XE5dXZVexjjG3IZpLm1Sk1ZoKYaH/UXQ6hGb\ndukwfOlayM6Vts13lKefGxysdAVti6lSsbBggrjds21RC8a8ZLNmRH/55Wa4d/vtps4jR+AI/nMA\nXvmGbiCFB41WIc69WMQIq61931hgGT85Br84gYWF0pjAURDv7/e/NNzGfHi4XGohqH431egOWtIh\n1ghfRGz0tPcXWS9Rtj/9Mtw+Vz5Kvn3ObK8XR46U3DyTk/H8+s5IXhX2D8HFHwe2we8egcuKlsLd\nB+68t7dhBK/d8g1NKpm81PBmsopCpOSWKRTM6+1vhznX+GJiwoxnrrgiOqgsaZimneRtLuK6dP5d\nRP5URC5OtTXNyq5d/slV4sxURYU93H67fzjk7beH1ytSmVx8Q0hZ5xc3MWH+9vaa7W/uho9mKuuY\nn4f9++GDW2DmNli5UK69s4GSH8IvHr/T24bw07HEIyqTlRfnKzpyxDwUXn21f7ar2Vnz0LZ3r7k0\nHPyyeEbFIbixk7zNRVyDfynwb8AdIvKYiAyJyNlROy06jnE9dKi+AcLVzlQ5evju4c1115W3K47K\n586d0NFRnM3rMO8vU38RND+j7z3G7Cz09MD37oWrZ/2NOZhfZt/D/to7W13v/eLxfc8pRhlLIHEy\nWUWxEDKXMj4OX/5yeSTwxERtI3I7ydtcxDL4qnpKVT+hqhuA3wf+EPi+iOwXkYtSbWFc3M+OUN9n\nx2pnqm64wT+cM0naRUfX1p2r97bb4DeINsRhjI/DwRtAPMM9bx29+OPeHlefx47yK4iK01ctjqRD\nYujrxcqV5sHS26ZaRuR2kre5iO3DF5FfFZHPYB78Pwz8GPA3QAIlsBRJ89mxWkGRiYno7UGp1Zzt\nQfq1cQxxGCtXYgLmI+oIiqefiFHGEopq9FSQCIxPmInaNI29u01+VDsit1o8zUVsHz7wVuBPVfXV\nqvoRVf1PVf0U8A/pNS8BaT47pikocvvtVAijZDIlH36QQNupgPomExw7yFALJX++Xzy9W1RtA+ap\nwGsorPsmkrjz/vm+IxU69mkQtqi72hG51eJpLuKGZb5SVX1Niaq+t47tqZ44MWW14BcaGUVvr/8o\nv9czDM9my52rbs3abLY+mv5eJiaM0fbLcuX2599RfG3FjPwnMPsdpDRZ695fMTejIH19S2JEYN/Q\ndQCpjvLD3EtJUjh4qeanY0mHuCP8j4nIuc4bETlPRPal1KbqaMZnx1tu8Rddu+WW0vso2Yag5MpB\nBjWJjo17cZTfj93x5weJqvlN1sb109sngEQs75zllu0J5n489PSYG0dvb3X5c/bvt6GUrUBcg/9K\nVX3BeaOqzwOvTqdJVTI4aFaUOldzNmveN3JoMTgI+/aVP8/u21fepihX1FNP+X/+fMBXF+CWD8Qx\n5kGEzQkETdaeRbThnyXc6NsbQgV9Z4V/uUGGfPNmOHXKPEQePw7nnutfLgwbStkaxDX4GRE5z3kj\nIitptlW6hYIZhrijWeo5LImKpw8iKmg5Kowh6IZw30J1CUuCiDM5G3efKGMvnXDxDghbz+fUsUQM\nf73zzFfD/Dycf375mGfHDvj858vLBcUSRGFDKZc+cQ3+h4FHReR/icj/xowL/096zaqCNKN04sTT\nV0tU3tugG8KjkjxhSRhRk7Nx94mDzsJTt2FyI0awREI567XwOozjp6JDsJ57rnw66LbbyscnhUL1\nbXUuxWrHPpbGE2uUrqr3iMghYFNx09tU9dvpNasKqk00HoewePpaXUZReW+DxEump0siZfXA7Zf3\nTs5G7bOTJWOYlyqnZ7u44d5bogtSetpwHnadJSlgxj/VPI0402HOchfncnTXbSdmm58kapn/CvwV\n8NfApIg019KJahONxyFOPH21RPnwg+Ym0kQwk7HbKZdc8JNyqNcNxxLI3HyW6/buqylCZ3rajE+S\njH/8QimtVMLSJtYIX0Teg1ld+5+Y53DBeFdfmV7TElJtovFGs3Kl/43DyWUbNDdRb7whlm7hjFUY\nMTQoaeQ4YZtgwjCbT2ijJZg6navbCtsk45N8viSw6sZKJSxt4o7wbwBeoaqXqOorVfWnVbV5jD1U\nn2g8Dt64+ajtSXjppfDtQUOqejuNo/RwOqkURHPCNu/FRN1Y6sKCmtdiyCn4ERbNbKUSljZxDf4z\nwA+TVCwiy0XkcRF5UkS+JSIfSt68BKQZhx8nnj4IP+EzN1NT/vs524OGTqpGk79WHDdNXD0cL70Y\nt85e4CRLJqqmWVGFbXtGyG7TRZNTcIhaCVsoGHVtL7X+zOwk8OIR1+A/DYyKyPtF5L85r4h9TgNv\nVNVLgVcBbxGR19XS2FDca7ihvmu448TT+xEkfOY1+mEEDZ3yebjrrvI2JR31Pz0CO7tKipvV4LgJ\nDgI7gD0EL+SyRHLkeJ6Dzw4yMmKM/8hIcHKzepLPh8sdO5O1XrdQb29tPzOrl7+4xDX448BDQBdm\nWY3zCkQNznjAcQikawacmPd166KFuheDIOEz9/Yod1HYk4s3xv/d747ftt5ekyjdq5YZxCyVbhvF\nPBkEafFbo5+IqdM5bnpwmCuuMJ68TMb8ffHF5HXl88m8mU6OnCBD6+dZBLOCt5afmZ0EXlxEE8Ro\niUhOVX2+9sDyWeAQcBHwMVX9fZ8yQxSnBFevXr3uwIEDsdtTwYkT8OyzTL7sZfT84AdwwQWlyc9a\nOHHC/CLcAc6ZjPlFhdV/6FDwZ+vWmb/j4/DiMTgPM4U+BzwPrFhVGt0Xz4uZGeNKCjqvEyfg8OGy\nTZNr1tDz7LPlsXhOonPKy5bhzHVnXW2CUjv9WMA8KTRpiOZkZg09C0cb3QxfZua6ePb5CzgxWYfr\ntUhHh3mo9PuJr1kzydGjlTocQZd1nEu5GtKqNwmTk5P0BKnWLgE2bdp0SFXXxykby+CLyGXAnUCP\nqvaLyKXAu1Q1lm+iqMPzGeA9qvovQeXWr1+vTzzxRJwqK3EFCI/u3s3GG280I+F6uHWC8sAGhTI4\nhLlYnH5/ax9cOVE+YXoaeKAX/r+EusM+7RzdvZuNf/InZijmTSpa6APxCd04RrncgpNB2+E2GhOV\nM4N5TqzyhjK6fDcbX7qxni2qmrn5LJ1Xz0UXrJGuLrNkxPsz3717lBtv3Oi7j99l7dw8vGSz5ekS\nk1LtT6uejI6OsjFIs2oJICKxDX5cl87NwC9Q9Niq6pPAG+I2qKjD8wjwlrj7JCbNZ8M0Y9HeOOGf\nyOSNLkNc2Akf64CCFP8G3GeD2hMUjxd3da3XWjRKCbMGY99MqMLtDw9FF6wDMzPJF1r5uXfCop6d\nSVcnLsF5gIzjh29GzcNWJvbCK1V9xrMpNMBdRFY5CpsisgJ4E2bxVjqkaZTTjEULio5xthd2mpyy\n580bY3fevHnvZ/SD2uPOaeueFfubE/WVZ0ibJW7sVWF+QfjYQzt4z/49jW5OKN7J06D5gN7e8kRz\n3tW9UUbf6uUvLrHDMkVkA6Ai0ikiNwLfidjnR4FHROSfga8CD6nq39bQ1nDSNMqpDkMiUle9sNf/\nCeAFnwlhv3ZCcM66/v5g6eMwgpKvWEIRgWcm+pve2Du4H5CDfgJOuaj9vbhDMXftMvXHSYpuqY24\nBv/dwG8DFwDPYsIsfztsB1X952J2rFeq6k+p6h/X1tQIokTIaqHaYciOHTG2b/V3qziJZc8NeJA6\nx2e7XzuDOHIk+AYRhV1oVTX9vUtrSapb4cPvJxCWJcu9vxsbitk44iYxP66qg6q6WlVfpqrbVLUO\nQjJ1JEqErBHs2WOMu1evdo9rhLfrQX+3yq5iu18I0AL6YdZ/UZc3VDMM79oFN366OQ7OQqsmV61o\nRibqGIWzGLgfkP2UvqMeoP0+t6GYjSNuEvP9TZ/xKk21zFqGJHv2mDAGVfN3j+dxfnzc363iDI3O\nHfJ/AnjyFbUv6oLSr9gdUeTo6jgLshzdHMfoZ7OmjUmk9+pIM2jPV8vZK04tSn7aehHltQx7SAzy\nelo9nsbROhmv0lTLrGVIErVuPGruYXAPdO2A57PmCeD5rHm/77v++wUt9gricAEeGIB71YRb3oaR\nO/abN9iKeRpwUiYljBqtF4uhPV8Nqmb0G3ZDWtY5w01bl8ZQtrc32mvpfUh0fm5hXk+rx9M4Wifj\nVZpqmdUOSeI8GcSZEB7cA789B9vU/B3cU5/zPVyAx4dg+ogZyZ9dfAUZ1D7M04DjuK02AUoIqjA7\n31yXVlwUyG5XNCKcqL+vDk+dKZPLxZOKgtJDovMQqxo++WpDMRtHNRmv/hfNmPEqTbXMaockcZ4M\nqp0QjvtE4xV9c8jnjbTCfOyF09Bd7EvnvN1J0Beo2qevWjQW81nueWwHX8ncHZ7+MJDGDv3Hj+eL\nf8Ovi4WF6p86e3vrc0m7cU8xQfqhkTYUs3HEnbS9B3gbRg//PzEZr+5Ns2GJSXPYUG3dcZ8MovLe\n+jEUsHDHu/2CC4LbPp3AaZrNwaXF83X3hzP/8K4cZHaYckmQTmTDCDKodGyf45qP7uH1g4PwuoSa\n/xftgIsSaAnVgBbli73bzu87zvyIcGHveKhbJyPV3RlFYOtWc4mMjFQXYOUllzOXjCOels+XFmKn\nSTWXvKV2kky7rQSmVPVW4JiIrE2pTdWRtlpmNUOSNJ2VcSKAwIiiBLU9F7MduTy8Zi+sLZ5vYH/s\nMeXijs47e+F1d5XqdbN2ELpi5BuQrDH2r9ljXhftoOKyziyP154izhOHWSiVYfp015n3YE4543mY\nEIEumSIjkM1o6DyDCHz0moST68V27d9vPIJOIrRa5jPyeVPH/v02RLJdiBul84fA7wPvL27qxATs\nNRdpqmVWMyRJ21kZFQHkENT2S4fDR+TZHFw2AleOVRrloDrXFkfnYfUqMJWBmyfgfTdA4Sz4pJjX\nX/bB4QKFArz33luYnQu6eRQtnc6bhOj3dcAnhcl/f5D3/sU9ZLYpAx9QvqQjsHx1cFv8ahaQ7jxf\nZoTp0zlWdM2c2V4PRODdm4Mn18OOMz0N27cbg/zgg9VFLLnrv/9+f6/ju98dnMYhrn69t9zOnVb3\nvtHEnR37L5ionK8BqOpzItIoRZWlg2MEd+2qFC5rBhwj/uQu497pXGns6MwJM/q/dNh/9J203q6V\nMPcSLBSTugjQvWA0UjMT5a732QnmD17H5++A0zMwrxk6fScHvD4VU6ZHjvAnVw5xvBhB9OqZIZAE\n8xQO00d4feZaWJGOwFk2E+zWiTLiqnDttdWLljn1h0UsuxOdOBG/AJdfHi+JuV+yc6eOsP0s6RLX\n4M+oqoqIAojIIqRkaBEGB5v7il47WJ1RT1rvAwMw7cnuFZCwKyuz/OGVZmJ7eWfyJb3dy6bPhD52\nL6vC2INxFWl6apbzNUzcgjH22ezipmzeu9c8VQTFIbgv8yD9/Kj9LOkS14d/v4h8HDhXRN4JfB4T\nn9E+VJuHrR7525xY+U9mzN/DIXV4jxe19j3J8R21zsvFyC1ns3CtwL1iPruvAx7fWdrnfperZjpZ\nKGK+7wj5GsIXa9o/mzvzxFArM3OZihF7vdQy5+frM3Gb5Hhh6xvdl3bcRVTucjbVYfrEjdLZDXwK\n+DTwCuCDqvrnaTasqah2pW09REPcsfKo+fv4kL/R9zue95eYFG+s/nnzZtXtpVOwfcFooGYxnzn+\n9M9vgceuhTmfBKgxEanNZ17t/gsq/OvcNfEmjCOYm89y7cfv4WMP7WBuPnsm9LSeapmXXRZ/bWE9\nUiWG9an70o4bl+CUs/o6i0MSeeSHVPX3VPVG4GERaZ8HsWpX2tZDNMQvVn5+2myPc7yFhdpESvyO\n76y63Yx/6PsPHk7VHZImGVF6Xniw5vSMU6dzXH37fu47OMh79u+h8+o5MtuUzqvn6qqWOTpqomyC\nllu4WR4zWKkjxNGrGmz0o9Q1vbjjF6y+zuIQavBF5Oxi4vJbReTNYvgdTFLzrYvTxCag2pW2cfcL\ne5YNipWfHq/cL+h5u+J4roQqt2bhF3qCn6ODjt9Lw7R00uaCc4+gM8m0AVXh2MleFhaEsWN53nnH\nXu47mP6YaH4etm0ziU6iCMqD4+BE2N59d7DQK4RPKgepa/b2Gi+ggzf5edBPxUnGYt089SFq0vZe\nTDbTRzEP8h/AjOmuVNVvpNy25mHlSv9fS1S+3FwOpqb8tzv4hTO4wxd0pX8awpe64T2e/bypCB3c\nz9dnEqo457AAvzkFk8BBn9CJXL+//30CszKjDlJFzUY1rqAjx/Osfd9Y3duymNx7b+lrHxw0E7RJ\ntQe96pqDg5WXOFQmZu/v9z+Wk7sHbGRPPYgao/2Yql6rqh8HrgIuBn6hrYx9LXivar/tUc+yQWkI\n75qq3M/veTuTKY/7D0qo4jyveZ+j/WL1nTSID5Pc9SGeMUamCyQgXKfJCBrZTp3O8YH7l74QjNd9\nMjyc7OYXtMQkjrvGzwXkN36xbp7aiDL4Z2LiVHUeOKqqL6XbpCYkKNIlKgJmYSF6e5TbJygN4ZcC\nrI9q+QrYfL58OBSUUMU9R+lu09pBs3o2lzfG/fmsOf6T3XBvBh4iptEXswr2dXebuhDz97X7zGrb\nXJ0FYuqIKowdy/Oxh3YwdizPQnHydWGBRXXfpI2f4keShV1Bi8/jeDb9Fm8HHdvKKFdPlEvnUhE5\nWfxfgBXF9wKoqp6dauuahaDnzahQhKBAaXdYRVTd/f3G1eJNPRhUdz5fnvhkdNQ8UzuLv27GP4+u\n22vU32+ic5yFUx3dMFd0TZ09Dz8OPNtnhmUbgMeu8Q9j7OyFzp5ihE/GRPA892BpQZf7GLl+yHSX\nFmc1EW53zXsSSvwsJVShr8+oZDqumCSx/s7I22v04/58vEtWgqalrIxy9YSO8FU1q6pnF19nqWqH\n6//2MPZQvURCHIGzqLqDPh8aitemEyfK493+An8X0f2u91dfVB4KOjdp/grGZ/8mYOMRuOM6OPh2\nf2MvnTB/quT/d8o4YaWP76wMN22gsQ8aTZ6e7WoJd01cJibguuuMDMLQULKFXUGhlNX+fKyMcv1p\n0TiLOlOteFocgbOouoM+37MnXpuefbbcgepIGh+n3EXkfoJYPRoumyyYkMwrZ0F8wkMkC51nw0JA\n6Mj8NHxvbzJp5pTx81XPL2S4bu++lnDXuMnnYdWq4Pj92VlzKfmtlHUu4SCJZj8fe7U/HyujXH9E\nmyhf3Pr16/WJJ56ouZ7R0VE2btxYe4NagNEPf5iNN95Y+YFj4fy+/xGipeWd3XzLiadQczC6fDcb\nX/LpiwAWFoTs9oB5mJQIi3OvFZHS9NHo6ChvfOPGxOJr7joyGf/Lx11mKbDU7YWIHFLV9XHK2hF+\nXBq57ruWYwetyAn6tUJw4nQ3inlC8CPXHy29XFWCk8WlmoTjV20ocPjmAeZHMhy+eSBR/lpvIpJ6\no1pSrfzmN6tT2nT7zxc7VaGVXqgda/Dj0Mh137Ue2y8BCgQ7Z3M5+M+N4akLHUMRZJjOvyJcejmb\ng5cPmZDMJsHP+CVNOH7VhgKfuH6IgVVHyIgysOoIn7h+KHYdztRO0NRPPXBUK+Ms1PLi9Z8vpo/d\nSi/Uh9QMvohcKCKPiMi3ReRbInJDWsdKnUau+6712N4EKGHDR8dJes9TpVBQv1GgEH7lPPdgeTgn\nlEb0TjKV1+yBbBUK2yk8GczNZzn1Uk/F9qQJx2/auqtCndOt3BmEd2onKK1BI8lmK/3ni+ljt9IL\n9SHNbNFzwH9X1a8VtfMPichDqvrtFI+ZDtVKKzTLsd3xbpkASy1SCufcvh2OYCZyq0lz48gxREkv\nzyZR8hT4raIP6ZMZ6jk/kJEFepb7Rwj198bv5/4+/7JhdYhUr2u/mCws+BvyxVL/buRPsJVIbYSv\nqt9XVSdhyingO8AFaR0PMM7Jjg44dKgyTU8tpO2sDHNO1vvYcerr7zfx9TdXdwjHfx/pc42bYhFQ\nVebu7UALYmL668iCZpg45e+vH5+I38ag5OVhdaiWMks1s1/aidHv62tMBqvFni9oVRYlSkdEBoB/\nAn5KVU96PhvC5D5i9erV6w4cOFDdQcbH4dgxACbXrKHn6FGzfdWq2q+KEyeM09AdepDJmGfYKD2d\nWuuu8diTk5P0uFWr4tR3Yhz0WHCkjkhxgB1w7SxfxYmX+qObPXMCJg9HnkMSFNO2Yq6eMiYza+hZ\nOOq/n5qTde+3oBmOHM9zIubk7cqeE+T7jpCR0kknrcPpo+PH4dSpWLtUxZo1kxw9WunGqoV6/ST8\nSPMnWPEbWWJs2rQpdpROmi4dAESkB6Oj/z6vsQdQ1b3AXjBhmVWHR3V0nJmIHN29uxSKmM3W55nZ\nvVrVSVX4trfVXm/QckL3itkaju0bchZV3wMDwQlLcnkzIQvBK2wzeQb+21jkaQFFvf13wfxUWZLw\najl2spcb7r2Fm7buIt93pKyuqLDMYyd7mTrdQ3/vOOMT/Xzg/mE+99230dNjuipOuOFVGwrctHVX\nWR33HUx2nTh9tGULPPxwol1js3v3KDfeuLFiu6NfU202rYrvt46k9RNc6mGZSUh1hC8incDfAp9V\n1Y9Ela8pDt/1yy4z+FBd/NlikXIwc1UXc6CP3OVHjyiX2bZQ3WnV6J93x87Pj2TIuEbsUQbfL+4+\nTtx5vQnqo3oeP8zg13K+Sy0GH5a+wW+KOHwREeBO4DtxjH3NBEWfpBXUXC+a0TkZ5Fv3bg8pV/Vp\nJfDr+/HcD0v7B/nUg/DztceJO683jbwkaj1f61NvbtKMw78c2A68UUS+UXxdkdrR4ujWNCONEAxx\nz6a+tQ8KfeX5cv1i6LO5kisHTDm/FIbFcrFOyy9X76XD1cfnZ3OMnTt85rgfuH+YqdPxkr4GSRyP\nj5fm/oeH42WWqoVMBiYn/SdC42SRiotI5bnEibMPI+llaxdSLT5pRul8SVVFVV+pqq8qvh5M63ix\ndGuakcUWDHGvYLlM4cqJYoIVV75ccMXQSyl23gmxdPLcerNCdfaeKRd5WkG5egF+7B0VzVY1LpdK\nF0PRlVds4+sHB88c98Cjg7z/gb1MavE8pMMochZZ0MwZ6eP3P7CXH6yo7HNVs1DJMfppu3QWFoyA\nmd/iIr8sUr1FWeskD7L5vDGw+/aFX3ZBx3PKO5o61Vy2diFVY7BaOi1ORV+4J4lvBlb57JTLw5Vj\nwZUGTepG7Re3DvD/TLL+k8Qxjxt1XQTNn4MxqGvWhM+vh+1fC3EnQsOOX6ma3djfSJxYhcWi0X1R\nK0l8+KlH6ViaDPdKFT9dfAjOYxv1edR+tdbhZ+yTHjeEsEU88/PRi3/SWgQUt96wcs22QMkupGoM\nVkun3XDPqh0PKBM1cRp3UrfaOoI+C5JVqHGi1yFswjGbjZ5MTWvCMm69YeWabTK1GWMV2gFr8NsN\n90ycX75c7+SsH3EmdaMIqyPos5cP1X7cEIaHg33hQ0PxctVETep2dcHmzfHblGQiNOj4nZ3NlzTE\nJjdpDNbgtxre0Adv3l33TNyjAg/0gvYCYiZdsyvg0e2lqBk/yoTRPJO6ZyJvBO7rMH/96vKro/cy\nePRqeHRbZXIUXTApEuen8U7UFg4O8t63Fjh2ex9aELQgzBR6OPGJPhYKGY5+bIAvFWcDgyJDdu6E\na64xrhs/iePbbjOfX3ZZefKP6Wn4+9sLTOwb4LfI8NSHwyWRZ2aSLaaanoZt28zEaF9f+aRmoWC2\niZjXDTfAO95RmsgF8/9dd5UmU53zd9RHHD09pw73q68Pzjqr/H2hED+6xl3OK8sANrlJQ1DVpnmt\nW7dO68EjjzxSl3qWHCMjqrmcqgl8UAV95CMfMdujeHpE9UBOtUDpdSBntsfFr464dX1lh/9+Qa9P\ndqo+PaIjI6rXbhzRl+7uCi0/uS+nnyp82ts9msupbt5cen/VhhGd3Jer2PeqDSNnylx8cbLyYa+u\nLvP17NgRXdZdfmTE/O/9vLMz+Ot2Xx67dz8S63jeVyZTedxcrvKYPpdi5D6NYqnbC+AJjWljbZRO\nK+ET+jC6ezcbP/rR6NCHNCNv4tR1X0fwpGxIfQPvG2P0dwcYWBUdHvO5jj/nF37jPaFlDt/sX9fY\nsVIi81rK+5HPw9Gj8aUMnCeMuBE5Du7LI2ilbbV4jxknYqkRETl+LHV7YaN02pVaQh/SjLyJ83lS\nY1+sb3w8WJbYS1dHdNaPpBLH1UgiexkfTxbfH/V1NiICxlt3nGPZiJzFx/rwW4laQh/SjLyJ83k1\niU2KEg5xJRRm5qKXySaVOK5GEtlLf3+yhVP9/dVF5KQZAeOtO86xbETO4mMNfivhF/qQycQLfUgr\n8iZuXS9PKIEhnWckHD70wDCnZ8ON+dTpHKfmLvCNDHFHzfjJMXhlFy6+OFn5MLq6zNcTVwHEKV9N\nRE49pBkymWhJhjjHshE5jcEa/FbCT88gn48X+hAWeROXqLSGYXW9Zg9ctAPfSzLTDR0uvfLOXnjd\nXWckHLZcP8jv/dU+jp3sPTMtOKPdnJjqZWFBOPp8nq937aX3/JW+kSGf/3xJleO+g4MM3bmX8Yk8\nCwvC+ESeoTv3ct/BwTNqHd/6Vnn5d+3by8RLeVTNsYbu2MvBZwfZvLly5O6Wa+7tNfIGg4MlZZCg\nhGTe8oOD5v+wiBwv7ssDSm0LOmZvL7hl4nt74Z57oiUZvMfyk2WwETkNIu7s7mK8WjJKZ2RENZ9X\nFXpJAjwAABOkSURBVDF/6xma4Ff3jh2q2ayxe9msPrJ/v89+O1RvzaqOUPy7o/o2PD2i+pm8b2TM\nwkjpNbG3V7/oPfenR1T/sre0z/29pUgeV71OHbP3ZPXu39lR2YUBZb/wh5v11EheF0ZEn7k1r/ff\ntV+P3d57pswPbusti6bp7S114W9dPqKHb87r/Ijo4Zvz+luXl0fdiKj29JQiV6qJeHHXFfVZNmva\n5f7Ke3tLbQDV7m6zLU6kze7dj5y5TPJ5U7d7356e0nvX5VT21y9KyKkrrUs+DWq1F2n+xOOAjdJp\nkll3RyHKnX05l6vP8Mav7kymQox8dPduNn7veyURucJOmLkNlrkKnQa6dsBgQqE5RwDNGzMfwOnZ\nLr7asY/XDxbj9b/ydljwTKRKJ7z8eji837deVdj7yA56Nu0xXRjSBtXyEbWfHv7p2S6u27uP+w6a\n70MEfvOyAp+4fqgsIfnU6RzvvGPvmXKNwucrrop6R+mEUa9LPi1qsRdp/sTj0hR6+BZMep5pjyGa\nnjbb06g7yBLs3Vv6/4W95cYezPsX9pKYJ3fFNvYAyzpnGHhhV2lfr7EH0Fn43t7AekXgHT+/t9SF\nIW2IkzlrWecMN20tfR+qcNPWXWXGHqB72XRZuUax1JKLQP0u+WYkzZ94GliDnyZpxsclqcMd4H1u\nQPjjOdWFRSbl/HPGo/eNCNHMZuZLp18H4TRvCGU9Qi0t5bRqCOZSE4GzBj9N0oyPS1KHe+bwhYD4\nvx9WFxaZlDMZqWoI0ZxfyJZOvw7Cad4QynqEWlrKadUQzKUmAmcNfpqkqRAVFILphzvm79yhSsG0\n08XtSQkLw/Th9GwXY+cOl/b1y2wlnf4iaUVU4c4vDJW6MKQNcaanTs92lYVQitQeapkmYVE8zUor\nh2AuNRG4JXj5LCHSzGblV/c991Rm/Vq1qjzr1+AeM0H7fBYWMH+rmbCFyjBMD+74jRNTvaUJW2ff\n1+6DLldcoRNu+Zo9ZfU6dczNZ7nnMdeErU8b3GW/+O+bmdRSuOSxk6s4fqoUunnsZG/ZhG1vL9x7\nL5x7qQnNHDtmQjPHjpVCMx1ESiGLtRrhsLkG5zMnJPSee8pDHd1hk93d5WGaQTjtdS4TJ3uVe9+e\nnspsWt6/fusAas2EtdRY7IR1tWKjdFoc2xclbF+UsH1RYqn3hY3SsVgsFksFrWXwHS32E4fC9dyX\nGnEFyBtR3Rn9+0xFn3+pUODoxwbOaNRrQZi7t4PP/sEWjvz5QKBW/eDlzn4Znrl1gN+6vIAIDL6+\nwNgtZr/xj5a2O5ruW7ZUnpdTp4jRgBeB37q8VM/YLQPceu3OM++fuXWAwcsLZ/Tbw/TindeKFcYF\n4t62bFlluUwmuI5MpqQb79ag93s5OvbLl4eXC+qTsOsh7PhePf64eHX7+/pM/oFar8E6/yzag7gr\ntBbjVdNKW5cW+yOf3l2dnnsz4icsnkBM3LuKsMbqygnR0P/iSKVOvHsFrlc//s7/OaK5XLC+/Eev\n2ZFYd76ry+jDO+93737Et36/9sTVs19qL+e7dq6LKN16vz5Ncq0E6fYHtStJvfW6jptqZX4V0JYr\nbV1a7GUrKpPouTcjQcLiMcXEvf7JGqsrJ0RD/+izsOa8aI16hyPH8wzcMBaoLz83n6UjWxmfn0R3\nfvfuUf5rx7WxtPOT1LvUyOfh7rvNdRFHt95v/7jXSpL661FvNdex9eHXpxH7ROQHIvIvaR2jjHro\nuTcjdV7ZUdfqQvr8/HOTVXjhSlM+aNFTNuO/GCvpYqi42vmtvMjK/V1X870n2WexyzbrgqdmIU0f\n/t3AW1Ksv5x66Lk3I3Ve2VHX6kL6/LkXklX4zAlTPmjR0/yC/2KspIuh4mrnt/IiK/d3Xc33nmSf\nxS7brAuemoXUDL6q/hNwIrJgvaiHnnszUueVHXWtLqTPx86tXLzk4PUiTp3O8fDxYXK54EVPtz88\nlHgxVFeX0Yd341e/X3uaYZFVGni/66Qa+Y4ef1yCdPuj2hWn3qW04KlZaJ0oHe8ioGr03JuROq/s\nqGt1IRr6rx8c5Otdezn6fJ4F19Ta3HyWz31zM0eO58u06t/+x4Ps3QsHnx1k6A6zn6rwzIk877xj\nL+/Zv6e0GEqNTr1bvTKTMYlM3Oe1b5/Rh3f038Ho17/zjvJFVR97aMeZep85YfTsP/fdwTMLj6IW\nVi1fbhY9ufEzclELrPwWU/nhLHxa5hXB8+DXJ97v2k+3Puj4bj3+uATp9te6OGupLXhqFlKdtBWR\nAeBvVfWnQsoMAUMAq1evXnfgwIGajzs5OUlP1K+mTbB9UcL2RQnbFyWWel9s2rRp6SQxV9W9wF4w\nUTr1mC1f6rPu9cT2RQnbFyVsX5Rop75oHZeOxWKxWEJJMyzzPuBR4BUiclRE3pHWsSwWi8USTWou\nHVW9Kq26LRaLxZIc69KxWCyWNsEa/LSJo/C02CpQIYJnccsENjliP0dQzSuclhTv8b9UMMf1Cq45\nwmcDA3DihP++jpBXkFDa8uXlgmLLlpULoS1bFi1k5hY06+kpP7ZbWMzvtWwZXHKJv4BaNa+eHtMX\nXlEz92vLlvDL0k8QzYqXJWfRBeDiiu4sxqsm8TQXTSOGFEfhqa5qZpVU9EWI4FncMkFN/uJI+H5+\ngmqT+3JmvwR4jx8kuOYVQPvIRx7RHTuSiYW16mv37ke0oyO8TCbjf1kGCaJ1dtbtsl1UGmUv6vXT\nJ4F4mh3hp0mclPaLnfb+yV0w7zne/LTZHrNMUJMHXgjfb+CFXXQvK/+8e9m02S8B3uPftNW/3pu2\nlte7sGAW53jb3q7MzYV/vrBQ/t65LHftgpmZyvKzs+ldtq3IYv/0oQni8FuaOApPi60CFUdkLqJM\nUNMCBdOK+wV9fv45yc7Ve/wgQTQ/AbR5fw02S0yiLksrXhafRgjA2RF+msRReFpsFag4InMRZYKa\nFiiYVtwv6PPnfpjsXL3HDxJE8xNAy/prsFli0t8ffmla8bL4NEIAzhr8NImj8LTYKlBxROYiygQ1\neezc8P38BNWmTufMfgnwHj9IcM0rgJbJwNBQMrGwVqYj4vneqyHkXJZBgmidnVa8LAkNEYCL6+xf\njFfLTdqqmhmYfF5VxPz1m5GJU6ZKfPvi6RHVz+RVC2L++mUFiygT2OSI/b44MqLP3JrX+XtFn7k1\nn3jCNuj4Xxwxx10YER3/aP7MhK0z8ZjPq37604/47rtjh/nrN1EJqsuWqfb0lN53dZl93e+XLYs3\nWZrJqHZ3lx+7tzd8n64u1YsvLt+WzVY/YdvdbfpiZCT42Js3h1+W3n17e5fmhK1qY+1FPX76tGXG\nKxftpI0Rhe2LErYvSti+KLHU+6IpMl5ZLBaLpbmwBt9isVjaBGvwLRaLpU2wBt9isVjaBGvwLRaL\npU2wBt9isVjaBGvwLRaLpU2wBt9isVjaBGvwLRaLpU2wBt9isVjaBGvwLRaLpU2wBt9isVjaBGvw\nLRaLpU2wBt9isVjaBGvwLRaLpU1I1eCLyFtE5Lsi8pSI/EGax0qdQgEGBkwaoIEB8z693RrD4QI8\nMACfzMBf9sGn+sz/DwyYz4LK+n1O9LkXCtDXByLm1dcX3T/uOvv6oKentH82a/5mMqVt7tehQybL\n05Yt5e3aubP0fsUK/32TvHp6TDuDzn/nTtOOWo+T5OWct9Pfhw4FlxMptTfsO3LOz2+/KKr57uNc\nU1Hl3d91Lb/HJfW7dhM3U0rSF5AFvgf8GNAFPAlcHLZP02a8GhlRzeXKUwLlcpHpaarcra7E7oun\nR1QP5FQL+L8O5ErZq/zKuj/X6HMfGVHt7PTP7hTUP351Jnnt3v1I1fsmfYmYc/Ge/+bNi3P8evRF\nV5d/BrCuLpOpK+i7iLrGq/nu41xT1VwvuVwpE1pcmuF37YYEGa9iFarmBVwGfNb1/v3A+8P2aVqD\n7+S/877y+TR2qyux++Iz+WBj77w+kw8v63yu0ece9HlY/4TtUy8j1y6vWvsiKsVi2DVezXcf55qq\n9nr58z9/JPigdWhH2iQx+KmlOBSRXwPeoqrXF99vB16rqr/jKTcEDAGsXr163YEDB2o+9uTkJD09\nPTXXc4ZDh4I/W7eu3rvVldh9cSKksW5Wrgsvu9KcWNS5h33ulPEStU8Ua9ZMcvRoHa+LJcxi9EXQ\nNV7Ndx+1Xy3Xy5o1k6xeHb8vmuF37WbTpk2xUxzGuitU8wJ+DbjD9X47cGvYPnaEX3/sCL9+o9pW\netkRfunVTiP8NCdtnwUudL1fU9y29BgehlyufFsuZ7bXf7fGcOkwZHPBn2dzpkxQWffnRJ/78DB0\ndlYepqsruH/86mxWRMy5uMnlYPPmxrSnGrq6zKSk3/ahoeDvIuoar+a7d/ZL8nuKc73kcnDBBeFl\nam1HUxH3zpD0BXQATwNrKU3aXhK2T9OO8FXNjEw+b2bj8vnYMzRV7lY3EvXF0yPF0buo3t+r+pe9\n5v/P5MsmZCvK+n2u0ec+MqLa21saIfX2RvePu87eXtXu7tL+zgSjSPCoNps1E6fudu3YUXq/fHnt\no+fubtPOoPPfsSN6hFzvl3PeTn8HjfCddjntDfuOnPPz2y+Kar77ONdUVHn3d+3sX429aPTv2g3N\n4MMHEJErgJsxETv7VDX0Hrh+/Xp94oknaj7u6OgoGzdurLmeVsD2RQnbFyVsX5RY6n0hIrF9+B1p\nNkRVHwQeTPMYFovFYomHXWlrsVgsbYI1+BaLxdImWINvsVgsbYI1+BaLxdImWINvsVgsbYI1+BaL\nxdImWINvsVgsbUKqC6+SIiLHgCN1qKoPOF6HeloB2xclbF+UsH1RYqn3RV5VV8Up2FQGv16IyBNx\nV561OrYvSti+KGH7okQ79YV16VgsFkubYA2+xWKxtAmtavD3NroBTYTtixK2L0rYvijRNn3Rkj58\ni8VisVTSqiN8i8VisXiwBt9isVjahJYy+CLyFhH5rog8JSJ/0Oj2NAoRuVBEHhGRb4vIt0Tkhka3\nqdGISFZEvi4if9votjQaETlXRD4lIv8qIt8Rkcsa3aZGISK/W/yN/IuI3CciyxvdpjRpGYMvIlng\nY8AvAhcDV4nIxY1tVcOYA/67ql4MvA747TbuC4cbgO80uhFNwi3AP6jqTwKX0qb9IiIXAO8F1qvq\nT2Ey8/1mY1uVLi1j8IHXAE+p6tOqOgMcAN7a4DY1BFX9vqp+rfj/KcwPOmGq5tZBRNYAvwTc0ei2\nNBoROQd4A3AngKrOqOoLjW1VQ+kAVohIB5ADnmtwe1KllQz+BcAzrvdHaWMj5yAiA8Crga80tiUN\n5WbgfwALjW5IE7AWOAbcVXRx3SEi3Y1uVCNQ1WeB3cA48H3gh6r6uca2Kl1ayeBbPIhID/Bp4H2q\nerLR7WkEIvLLwA9U9VCj29IkdAA/A9ymqq8GpoC2nO8SkfMwXoC1wPlAt4hsa2yr0qWVDP6zwIWu\n92uK29oSEenEGPuCqv5Vo9vTQC4HflVExjBuvjeKyEhjm9RQjgJHVdV54vsU5gbQjmwBDqvqMVWd\nBf4K2NDgNqVKKxn8rwI/LiJrRaQLM/ny1w1uU0MQEcH4aL+jqh9pdHsaiaq+X1XXqOoA5pr4R1Vt\n6VFcGKr6H8AzIvKK4qbNwLcb2KRGMg68TkRyxd/MZlp8Aruj0Q2oF6o6JyK/A3wWM9u+T1W/1eBm\nNYrLge3AN0XkG8VtH1DVBxvYJkvz8B6gUBwYPQ1c1+D2NARV/YqIfAr4Giay7eu0uMyClVawWCyW\nNqGVXDoWi8ViCcEafIvFYmkTrMG3WCyWNsEafIvFYmkTrMG3WCyWNqFlwjIt7YuIzAPfdG26UlXH\nGtQci6VpsWGZliWPiEyqak/I5x2qOreYbbJYmhHr0rG0JCJyrYj8tYj8I/BwcdvvichXReSfReRD\nrrK7ROTfRORLRU30G4vbR0VkffH/vqI8g6Ot/6euut5V3L6xuI+jNV8oruBERH5WRA6KyJMi8riI\nnCUi/yQir3K140siculi9ZGl/bAuHUsrsMK1oviwqv6X4v8/A7xSVU+IyJuBH8fIaAvw1yLyBox4\n2G8Cr8L8Hr4GRAmtvQOjrPizIrIM+LKIOCqLrwYuwcjsfhm4XEQeB/4C+A1V/aqInA28iJG/uBZ4\nn4j8BLBcVZ+sqScslhCswbe0Ai+q6qt8tj+kqieK/7+5+Pp68X0P5gZwFvAZVZ0GEJE4+ktvBl4p\nIr9WfH9Osa4Z4HFVPVqs6xvAAPBD4Puq+lUAR7lURP4S+J8i8nvA24G7456wxVIN1uBbWpkp1/8C\n/ImqftxdQETeF7L/HCW3pzv1nQDvUdXPeuraCJx2bZon5DemqtMi8hBGoncrsC6kLRZLzVgfvqVd\n+Czw9mKOAETkAhF5GfBPwJUiskJEzgJ+xbXPGCUj/GueunYUJagRkZ+ISCLyXeBHReRni+XPKmZY\nApOF68+Br6rq8zWdocUSgR3hW9oCVf2ciPxfwKPFedRJYJuqfk1E/gJ4EvgBRmbbYTdwv4gMAX/n\n2n4HxlXzteKk7DHgypBjz4jIbwAfFZEVGP/9FmBSVQ+JyEngrjqdqsUSiA3LtFhciMgfYQzx7kU6\n3vnAKPCTqmpTMFpSxbp0LJYGISJXY3IN77LG3rIY2BG+xWKxtAl2hG+xWCxtgjX4FovF0iZYg2+x\nWCxtgjX4FovF0iZYg2+xWCxtwv8Pj3FFMvlo8f4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19db0438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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q7r5cOOimTbB9e6FMYhyCZI+ngHZgAcEZtDnM8H7QzeBZjJqmJZKgOrVg7tOb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\n1exhrp3fAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2331d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(\n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 0]['frequency_log'], \n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 0]['amount_log'],\n",
    "    c='blue'\n",
    ")\n",
    "\n",
    "plt.scatter(\n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 1]['frequency_log'], \n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 1]['amount_log'],\n",
    "    c='red'\n",
    ")\n",
    "\n",
    "plt.scatter(\n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 2]['frequency_log'], \n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 2]['amount_log'],\n",
    "    c='orange'\n",
    ")\n",
    "\n",
    "plt.scatter(\n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 3]['frequency_log'], \n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 3]['amount_log'],\n",
    "    c='green'\n",
    ")\n",
    "\n",
    "plt.title('Amount vs. Frequency ')\n",
    "plt.xlabel('Frequency')\n",
    "plt.ylabel('Amount')\n",
    "\n",
    "plt.grid()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "plt.scatter(\n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 0]['frequency_log'], \n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 0]['recency_log'],\n",
    "    c='blue'\n",
    ")\n",
    "\n",
    "plt.scatter(\n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 1]['frequency_log'], \n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 1]['recency_log'],\n",
    "    c='red'\n",
    ")\n",
    "\n",
    "plt.scatter(\n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 2]['frequency_log'], \n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 2]['recency_log'],\n",
    "    c='orange'\n",
    ")\n",
    "\n",
    "plt.scatter(\n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 3]['frequency_log'], \n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 3]['recency_log'],\n",
    "    c='green'\n",
    ")\n",
    "\n",
    "plt.title('Recency vs. Frequency')\n",
    "plt.xlabel('Frequency')\n",
    "plt.ylabel('Recency')\n",
    "\n",
    "plt.grid()\n",
    "plt.show()\n",
    "\n",
    "\n",
    "plt.scatter(\n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 0]['amount_log'], \n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 0]['recency_log'],\n",
    "    c='blue'\n",
    ")\n",
    "\n",
    "plt.scatter(\n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 1]['amount_log'], \n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 1]['recency_log'],\n",
    "    c='red'\n",
    ")\n",
    "\n",
    "plt.scatter(\n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 2]['amount_log'], \n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 2]['recency_log'],\n",
    "    c='orange'\n",
    ")\n",
    "\n",
    "plt.scatter(\n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 3]['amount_log'], \n",
    "    cust_hist.loc[cust_hist['num_cluster3_labels'] == 3]['recency_log'],\n",
    "    c='green'\n",
    ")\n",
    "\n",
    "plt.title('Recency vs. Amount')\n",
    "plt.xlabel('Amount')\n",
    "plt.ylabel('Recency')\n",
    "\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}