Fraud Detection.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### This was my internship major project\n",
    "### the problem statment was to identify whether the customer is fraud or not based on there past transactions\n",
    "### First we shall import the necessary Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Then we import the Datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>Unnamed: 0</th>\n",
       "      <th>customerEmail</th>\n",
       "      <th>transactionId</th>\n",
       "      <th>orderId</th>\n",
       "      <th>paymentMethodId</th>\n",
       "      <th>paymentMethodRegistrationFailure</th>\n",
       "      <th>paymentMethodType</th>\n",
       "      <th>paymentMethodProvider</th>\n",
       "      <th>transactionAmount</th>\n",
       "      <th>transactionFailed</th>\n",
       "      <th>orderState</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>josephhoward@yahoo.com</td>\n",
       "      <td>a9lcj51r</td>\n",
       "      <td>vjbdvd</td>\n",
       "      <td>wt07xm68b</td>\n",
       "      <td>1</td>\n",
       "      <td>card</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>pending</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>josephhoward@yahoo.com</td>\n",
       "      <td>y4wcv03i</td>\n",
       "      <td>yp6x27</td>\n",
       "      <td>wt07xm68b</td>\n",
       "      <td>1</td>\n",
       "      <td>card</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>evansjeffery@yahoo.com</td>\n",
       "      <td>5mi94sfw</td>\n",
       "      <td>nlghpa</td>\n",
       "      <td>41ug157xz</td>\n",
       "      <td>0</td>\n",
       "      <td>bitcoin</td>\n",
       "      <td>American Express</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>evansjeffery@yahoo.com</td>\n",
       "      <td>br8ba1nu</td>\n",
       "      <td>uw0eeb</td>\n",
       "      <td>41ug157xz</td>\n",
       "      <td>0</td>\n",
       "      <td>bitcoin</td>\n",
       "      <td>American Express</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>evansjeffery@yahoo.com</td>\n",
       "      <td>a33145ss</td>\n",
       "      <td>bn44oh</td>\n",
       "      <td>y3xp697jx</td>\n",
       "      <td>1</td>\n",
       "      <td>bitcoin</td>\n",
       "      <td>VISA 16 digit</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>andersonwilliam@yahoo.com</td>\n",
       "      <td>q3lyvbza</td>\n",
       "      <td>yk34y2</td>\n",
       "      <td>8pneoi03z</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>andersonwilliam@yahoo.com</td>\n",
       "      <td>3alf9irw</td>\n",
       "      <td>28v6b0</td>\n",
       "      <td>8pneoi03z</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>andersonwilliam@yahoo.com</td>\n",
       "      <td>69w9wymx</td>\n",
       "      <td>28v6b0</td>\n",
       "      <td>8pneoi03z</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>andersonwilliam@yahoo.com</td>\n",
       "      <td>pegqc4ud</td>\n",
       "      <td>itnk8y</td>\n",
       "      <td>dluy3jka0</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>Discover</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>andersonwilliam@yahoo.com</td>\n",
       "      <td>uo3slwh7</td>\n",
       "      <td>itnk8y</td>\n",
       "      <td>8pneoi03z</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>rubenjuarez@yahoo.com</td>\n",
       "      <td>vx4cjc27</td>\n",
       "      <td>fbz9ep</td>\n",
       "      <td>pdxjdwui4</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>Voyager</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>rubenjuarez@yahoo.com</td>\n",
       "      <td>yiay9b0n</td>\n",
       "      <td>7odnn6</td>\n",
       "      <td>pdxjdwui4</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>Voyager</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>rubenjuarez@yahoo.com</td>\n",
       "      <td>sn3v0ql2</td>\n",
       "      <td>audx7o</td>\n",
       "      <td>pdxjdwui4</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>Voyager</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>uchen@malone.com</td>\n",
       "      <td>q8j3dgni</td>\n",
       "      <td>56h7iw</td>\n",
       "      <td>olr4zf09x</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>VISA 13 digit</td>\n",
       "      <td>71</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>uchen@malone.com</td>\n",
       "      <td>xjulqy8x</td>\n",
       "      <td>kowj1v</td>\n",
       "      <td>gehl28i8u</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>66</td>\n",
       "      <td>1</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>uchen@malone.com</td>\n",
       "      <td>rvm65vr1</td>\n",
       "      <td>wlznfu</td>\n",
       "      <td>gehl28i8u</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>69</td>\n",
       "      <td>0</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>uchen@malone.com</td>\n",
       "      <td>kckrvagp</td>\n",
       "      <td>hm3rth</td>\n",
       "      <td>76bw9eqg2</td>\n",
       "      <td>0</td>\n",
       "      <td>apple pay</td>\n",
       "      <td>VISA 16 digit</td>\n",
       "      <td>46</td>\n",
       "      <td>1</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>uchen@malone.com</td>\n",
       "      <td>2slep8t9</td>\n",
       "      <td>vvq05w</td>\n",
       "      <td>s6escw45g</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>uchen@malone.com</td>\n",
       "      <td>yd80pfko</td>\n",
       "      <td>xwo0al</td>\n",
       "      <td>76bw9eqg2</td>\n",
       "      <td>0</td>\n",
       "      <td>apple pay</td>\n",
       "      <td>VISA 16 digit</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>uchen@malone.com</td>\n",
       "      <td>ckk3ux58</td>\n",
       "      <td>2528x8</td>\n",
       "      <td>w1i1zq3rg</td>\n",
       "      <td>0</td>\n",
       "      <td>apple pay</td>\n",
       "      <td>American Express</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>robinsoncynthia@dunn.com</td>\n",
       "      <td>67qcpl0r</td>\n",
       "      <td>vq7j5b</td>\n",
       "      <td>n5fj5bc0e</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>VISA 16 digit</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>pending</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>samuel15@saunders-rhodes.com</td>\n",
       "      <td>9jutaun8</td>\n",
       "      <td>sq7rk9</td>\n",
       "      <td>je76d0ulj</td>\n",
       "      <td>0</td>\n",
       "      <td>apple pay</td>\n",
       "      <td>VISA 13 digit</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>samuel15@saunders-rhodes.com</td>\n",
       "      <td>lla8uo92</td>\n",
       "      <td>sq7rk9</td>\n",
       "      <td>je76d0ulj</td>\n",
       "      <td>0</td>\n",
       "      <td>apple pay</td>\n",
       "      <td>VISA 13 digit</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>johnlowery@gmail.com</td>\n",
       "      <td>300mewnx</td>\n",
       "      <td>kanub7</td>\n",
       "      <td>8xex97krx</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>VISA 16 digit</td>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>johnlowery@gmail.com</td>\n",
       "      <td>cfoevtai</td>\n",
       "      <td>kanub7</td>\n",
       "      <td>yxsf33ipw</td>\n",
       "      <td>0</td>\n",
       "      <td>bitcoin</td>\n",
       "      <td>Voyager</td>\n",
       "      <td>65</td>\n",
       "      <td>1</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>johnlowery@gmail.com</td>\n",
       "      <td>kg0emdbe</td>\n",
       "      <td>605pbl</td>\n",
       "      <td>yxsf33ipw</td>\n",
       "      <td>0</td>\n",
       "      <td>bitcoin</td>\n",
       "      <td>Voyager</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>johnlowery@gmail.com</td>\n",
       "      <td>crwqqfpi</td>\n",
       "      <td>7fs5td</td>\n",
       "      <td>yxsf33ipw</td>\n",
       "      <td>0</td>\n",
       "      <td>bitcoin</td>\n",
       "      <td>Voyager</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>johnlowery@gmail.com</td>\n",
       "      <td>u2xbyl92</td>\n",
       "      <td>ccuh4k</td>\n",
       "      <td>8xex97krx</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>VISA 16 digit</td>\n",
       "      <td>74</td>\n",
       "      <td>1</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>johnlowery@gmail.com</td>\n",
       "      <td>c5w6btep</td>\n",
       "      <td>lajvhn</td>\n",
       "      <td>8xex97krx</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>VISA 16 digit</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>jameslandry@rodriguez.com</td>\n",
       "      <td>idd9amrw</td>\n",
       "      <td>mtg9kj</td>\n",
       "      <td>yk3gx9knx</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>Discover</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593</th>\n",
       "      <td>593</td>\n",
       "      <td>patrickcalderon@russo.net</td>\n",
       "      <td>jyjpu7xe</td>\n",
       "      <td>0nzjdh</td>\n",
       "      <td>sptgc1wgt</td>\n",
       "      <td>0</td>\n",
       "      <td>apple pay</td>\n",
       "      <td>American Express</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>594</th>\n",
       "      <td>594</td>\n",
       "      <td>patrickcalderon@russo.net</td>\n",
       "      <td>s3t5yx6o</td>\n",
       "      <td>0nzjdh</td>\n",
       "      <td>sptgc1wgt</td>\n",
       "      <td>0</td>\n",
       "      <td>apple pay</td>\n",
       "      <td>American Express</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>595</th>\n",
       "      <td>595</td>\n",
       "      <td>mitchellvickie@brewer-jones.com</td>\n",
       "      <td>ryxa1mzn</td>\n",
       "      <td>6086rd</td>\n",
       "      <td>x644o186l</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>596</td>\n",
       "      <td>mitchellvickie@brewer-jones.com</td>\n",
       "      <td>waeqt53t</td>\n",
       "      <td>tq151t</td>\n",
       "      <td>x644o186l</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>597</th>\n",
       "      <td>597</td>\n",
       "      <td>mitchellvickie@brewer-jones.com</td>\n",
       "      <td>chd6ii6v</td>\n",
       "      <td>ns8z3e</td>\n",
       "      <td>x644o186l</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>598</th>\n",
       "      <td>598</td>\n",
       "      <td>sbrown@hughes.biz</td>\n",
       "      <td>293g6767</td>\n",
       "      <td>57yhdo</td>\n",
       "      <td>wsy5c41nf</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>Voyager</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>599</th>\n",
       "      <td>599</td>\n",
       "      <td>sbrown@hughes.biz</td>\n",
       "      <td>8hqq8gnj</td>\n",
       "      <td>zmwtn6</td>\n",
       "      <td>usu93euvb</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>Voyager</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600</th>\n",
       "      <td>600</td>\n",
       "      <td>sbrown@hughes.biz</td>\n",
       "      <td>o9wqic08</td>\n",
       "      <td>8lfy8d</td>\n",
       "      <td>wsy5c41nf</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>Voyager</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601</th>\n",
       "      <td>601</td>\n",
       "      <td>sbrown@hughes.biz</td>\n",
       "      <td>vksokuxy</td>\n",
       "      <td>8lfy8d</td>\n",
       "      <td>usu93euvb</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>Voyager</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>602</th>\n",
       "      <td>602</td>\n",
       "      <td>sbrown@hughes.biz</td>\n",
       "      <td>get2kwes</td>\n",
       "      <td>gv51sp</td>\n",
       "      <td>wsy5c41nf</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>Voyager</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603</th>\n",
       "      <td>603</td>\n",
       "      <td>sbrown@hughes.biz</td>\n",
       "      <td>iwe4sw3m</td>\n",
       "      <td>heeu8i</td>\n",
       "      <td>vmktpy2mv</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>Discover</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>604</th>\n",
       "      <td>604</td>\n",
       "      <td>johnlowery@gmail.com</td>\n",
       "      <td>qio8vvq7</td>\n",
       "      <td>vcyuse</td>\n",
       "      <td>j3foo2l16</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>605</th>\n",
       "      <td>605</td>\n",
       "      <td>johnlowery@gmail.com</td>\n",
       "      <td>xi23rned</td>\n",
       "      <td>jhaub8</td>\n",
       "      <td>xpd7j7c5g</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>606</th>\n",
       "      <td>606</td>\n",
       "      <td>johnlowery@gmail.com</td>\n",
       "      <td>my4g00b1</td>\n",
       "      <td>7h0dat</td>\n",
       "      <td>xpd7j7c5g</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>607</th>\n",
       "      <td>607</td>\n",
       "      <td>johnlowery@gmail.com</td>\n",
       "      <td>g3bqf8xd</td>\n",
       "      <td>tc712d</td>\n",
       "      <td>j3foo2l16</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>608</th>\n",
       "      <td>608</td>\n",
       "      <td>ethompson@jackson-sanders.com</td>\n",
       "      <td>1uusmhj9</td>\n",
       "      <td>9s9ne9</td>\n",
       "      <td>kcg6rzgch</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>Maestro</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>failed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>609</th>\n",
       "      <td>609</td>\n",
       "      <td>ethompson@jackson-sanders.com</td>\n",
       "      <td>1exu7d21</td>\n",
       "      <td>t76ess</td>\n",
       "      <td>oycs53i0s</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>Voyager</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>610</th>\n",
       "      <td>610</td>\n",
       "      <td>ethompson@jackson-sanders.com</td>\n",
       "      <td>aph71b7b</td>\n",
       "      <td>t76ess</td>\n",
       "      <td>1tmkeoxbm</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>American Express</td>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>611</th>\n",
       "      <td>611</td>\n",
       "      <td>ethompson@jackson-sanders.com</td>\n",
       "      <td>piabwn96</td>\n",
       "      <td>cbxamb</td>\n",
       "      <td>1tmkeoxbm</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>American Express</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>612</th>\n",
       "      <td>612</td>\n",
       "      <td>ethompson@jackson-sanders.com</td>\n",
       "      <td>yneqvvwj</td>\n",
       "      <td>cbxamb</td>\n",
       "      <td>pj3k9zcc7</td>\n",
       "      <td>0</td>\n",
       "      <td>bitcoin</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>613</td>\n",
       "      <td>ethompson@jackson-sanders.com</td>\n",
       "      <td>l2t3xn9z</td>\n",
       "      <td>wjq6ep</td>\n",
       "      <td>pj3k9zcc7</td>\n",
       "      <td>0</td>\n",
       "      <td>bitcoin</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>614</td>\n",
       "      <td>ethompson@jackson-sanders.com</td>\n",
       "      <td>yb9ejssg</td>\n",
       "      <td>zynstd</td>\n",
       "      <td>oycs53i0s</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>Voyager</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>615</th>\n",
       "      <td>615</td>\n",
       "      <td>ethompson@jackson-sanders.com</td>\n",
       "      <td>j3xzwavj</td>\n",
       "      <td>diw3zx</td>\n",
       "      <td>oycs53i0s</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>Voyager</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>616</th>\n",
       "      <td>616</td>\n",
       "      <td>dawn05@tucker-brown.com</td>\n",
       "      <td>6incxb5x</td>\n",
       "      <td>ow1cih</td>\n",
       "      <td>3zmkegkb8</td>\n",
       "      <td>0</td>\n",
       "      <td>paypal</td>\n",
       "      <td>JCB 15 digit</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>617</th>\n",
       "      <td>617</td>\n",
       "      <td>dawn05@tucker-brown.com</td>\n",
       "      <td>wpd29k0c</td>\n",
       "      <td>ak5a9n</td>\n",
       "      <td>7yen1m1q8</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>VISA 13 digit</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618</th>\n",
       "      <td>618</td>\n",
       "      <td>dawn05@tucker-brown.com</td>\n",
       "      <td>7yilsi1o</td>\n",
       "      <td>1bubxa</td>\n",
       "      <td>7yen1m1q8</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>VISA 13 digit</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>619</th>\n",
       "      <td>619</td>\n",
       "      <td>dawn05@tucker-brown.com</td>\n",
       "      <td>c82k5bcv</td>\n",
       "      <td>1bubxa</td>\n",
       "      <td>7yen1m1q8</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>VISA 13 digit</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>620</th>\n",
       "      <td>620</td>\n",
       "      <td>dawn05@tucker-brown.com</td>\n",
       "      <td>wmh52bns</td>\n",
       "      <td>1bubxa</td>\n",
       "      <td>3zmkegkb8</td>\n",
       "      <td>0</td>\n",
       "      <td>paypal</td>\n",
       "      <td>JCB 15 digit</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>621</th>\n",
       "      <td>621</td>\n",
       "      <td>dawn05@tucker-brown.com</td>\n",
       "      <td>xdw33hfp</td>\n",
       "      <td>p0gdbf</td>\n",
       "      <td>3zmkegkb8</td>\n",
       "      <td>0</td>\n",
       "      <td>paypal</td>\n",
       "      <td>JCB 15 digit</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>622</td>\n",
       "      <td>dawn05@tucker-brown.com</td>\n",
       "      <td>wgmajf82</td>\n",
       "      <td>5lmvrj</td>\n",
       "      <td>f0xnu5om9</td>\n",
       "      <td>0</td>\n",
       "      <td>card</td>\n",
       "      <td>JCB 16 digit</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>fulfilled</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>623 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                    customerEmail transactionId orderId  \\\n",
       "0             0           josephhoward@yahoo.com      a9lcj51r  vjbdvd   \n",
       "1             1           josephhoward@yahoo.com      y4wcv03i  yp6x27   \n",
       "2             2           evansjeffery@yahoo.com      5mi94sfw  nlghpa   \n",
       "3             3           evansjeffery@yahoo.com      br8ba1nu  uw0eeb   \n",
       "4             4           evansjeffery@yahoo.com      a33145ss  bn44oh   \n",
       "5             5        andersonwilliam@yahoo.com      q3lyvbza  yk34y2   \n",
       "6             6        andersonwilliam@yahoo.com      3alf9irw  28v6b0   \n",
       "7             7        andersonwilliam@yahoo.com      69w9wymx  28v6b0   \n",
       "8             8        andersonwilliam@yahoo.com      pegqc4ud  itnk8y   \n",
       "9             9        andersonwilliam@yahoo.com      uo3slwh7  itnk8y   \n",
       "10           10            rubenjuarez@yahoo.com      vx4cjc27  fbz9ep   \n",
       "11           11            rubenjuarez@yahoo.com      yiay9b0n  7odnn6   \n",
       "12           12            rubenjuarez@yahoo.com      sn3v0ql2  audx7o   \n",
       "13           13                 uchen@malone.com      q8j3dgni  56h7iw   \n",
       "14           14                 uchen@malone.com      xjulqy8x  kowj1v   \n",
       "15           15                 uchen@malone.com      rvm65vr1  wlznfu   \n",
       "16           16                 uchen@malone.com      kckrvagp  hm3rth   \n",
       "17           17                 uchen@malone.com      2slep8t9  vvq05w   \n",
       "18           18                 uchen@malone.com      yd80pfko  xwo0al   \n",
       "19           19                 uchen@malone.com      ckk3ux58  2528x8   \n",
       "20           20         robinsoncynthia@dunn.com      67qcpl0r  vq7j5b   \n",
       "21           21     samuel15@saunders-rhodes.com      9jutaun8  sq7rk9   \n",
       "22           22     samuel15@saunders-rhodes.com      lla8uo92  sq7rk9   \n",
       "23           23             johnlowery@gmail.com      300mewnx  kanub7   \n",
       "24           24             johnlowery@gmail.com      cfoevtai  kanub7   \n",
       "25           25             johnlowery@gmail.com      kg0emdbe  605pbl   \n",
       "26           26             johnlowery@gmail.com      crwqqfpi  7fs5td   \n",
       "27           27             johnlowery@gmail.com      u2xbyl92  ccuh4k   \n",
       "28           28             johnlowery@gmail.com      c5w6btep  lajvhn   \n",
       "29           29        jameslandry@rodriguez.com      idd9amrw  mtg9kj   \n",
       "..          ...                              ...           ...     ...   \n",
       "593         593        patrickcalderon@russo.net      jyjpu7xe  0nzjdh   \n",
       "594         594        patrickcalderon@russo.net      s3t5yx6o  0nzjdh   \n",
       "595         595  mitchellvickie@brewer-jones.com      ryxa1mzn  6086rd   \n",
       "596         596  mitchellvickie@brewer-jones.com      waeqt53t  tq151t   \n",
       "597         597  mitchellvickie@brewer-jones.com      chd6ii6v  ns8z3e   \n",
       "598         598                sbrown@hughes.biz      293g6767  57yhdo   \n",
       "599         599                sbrown@hughes.biz      8hqq8gnj  zmwtn6   \n",
       "600         600                sbrown@hughes.biz      o9wqic08  8lfy8d   \n",
       "601         601                sbrown@hughes.biz      vksokuxy  8lfy8d   \n",
       "602         602                sbrown@hughes.biz      get2kwes  gv51sp   \n",
       "603         603                sbrown@hughes.biz      iwe4sw3m  heeu8i   \n",
       "604         604             johnlowery@gmail.com      qio8vvq7  vcyuse   \n",
       "605         605             johnlowery@gmail.com      xi23rned  jhaub8   \n",
       "606         606             johnlowery@gmail.com      my4g00b1  7h0dat   \n",
       "607         607             johnlowery@gmail.com      g3bqf8xd  tc712d   \n",
       "608         608    ethompson@jackson-sanders.com      1uusmhj9  9s9ne9   \n",
       "609         609    ethompson@jackson-sanders.com      1exu7d21  t76ess   \n",
       "610         610    ethompson@jackson-sanders.com      aph71b7b  t76ess   \n",
       "611         611    ethompson@jackson-sanders.com      piabwn96  cbxamb   \n",
       "612         612    ethompson@jackson-sanders.com      yneqvvwj  cbxamb   \n",
       "613         613    ethompson@jackson-sanders.com      l2t3xn9z  wjq6ep   \n",
       "614         614    ethompson@jackson-sanders.com      yb9ejssg  zynstd   \n",
       "615         615    ethompson@jackson-sanders.com      j3xzwavj  diw3zx   \n",
       "616         616          dawn05@tucker-brown.com      6incxb5x  ow1cih   \n",
       "617         617          dawn05@tucker-brown.com      wpd29k0c  ak5a9n   \n",
       "618         618          dawn05@tucker-brown.com      7yilsi1o  1bubxa   \n",
       "619         619          dawn05@tucker-brown.com      c82k5bcv  1bubxa   \n",
       "620         620          dawn05@tucker-brown.com      wmh52bns  1bubxa   \n",
       "621         621          dawn05@tucker-brown.com      xdw33hfp  p0gdbf   \n",
       "622         622          dawn05@tucker-brown.com      wgmajf82  5lmvrj   \n",
       "\n",
       "    paymentMethodId  paymentMethodRegistrationFailure paymentMethodType  \\\n",
       "0         wt07xm68b                                 1              card   \n",
       "1         wt07xm68b                                 1              card   \n",
       "2         41ug157xz                                 0           bitcoin   \n",
       "3         41ug157xz                                 0           bitcoin   \n",
       "4         y3xp697jx                                 1           bitcoin   \n",
       "5         8pneoi03z                                 0              card   \n",
       "6         8pneoi03z                                 0              card   \n",
       "7         8pneoi03z                                 0              card   \n",
       "8         dluy3jka0                                 0              card   \n",
       "9         8pneoi03z                                 0              card   \n",
       "10        pdxjdwui4                                 0              card   \n",
       "11        pdxjdwui4                                 0              card   \n",
       "12        pdxjdwui4                                 0              card   \n",
       "13        olr4zf09x                                 0              card   \n",
       "14        gehl28i8u                                 0              card   \n",
       "15        gehl28i8u                                 0              card   \n",
       "16        76bw9eqg2                                 0         apple pay   \n",
       "17        s6escw45g                                 0              card   \n",
       "18        76bw9eqg2                                 0         apple pay   \n",
       "19        w1i1zq3rg                                 0         apple pay   \n",
       "20        n5fj5bc0e                                 0              card   \n",
       "21        je76d0ulj                                 0         apple pay   \n",
       "22        je76d0ulj                                 0         apple pay   \n",
       "23        8xex97krx                                 0              card   \n",
       "24        yxsf33ipw                                 0           bitcoin   \n",
       "25        yxsf33ipw                                 0           bitcoin   \n",
       "26        yxsf33ipw                                 0           bitcoin   \n",
       "27        8xex97krx                                 0              card   \n",
       "28        8xex97krx                                 0              card   \n",
       "29        yk3gx9knx                                 0              card   \n",
       "..              ...                               ...               ...   \n",
       "593       sptgc1wgt                                 0         apple pay   \n",
       "594       sptgc1wgt                                 0         apple pay   \n",
       "595       x644o186l                                 0              card   \n",
       "596       x644o186l                                 0              card   \n",
       "597       x644o186l                                 0              card   \n",
       "598       wsy5c41nf                                 0              card   \n",
       "599       usu93euvb                                 0              card   \n",
       "600       wsy5c41nf                                 0              card   \n",
       "601       usu93euvb                                 0              card   \n",
       "602       wsy5c41nf                                 0              card   \n",
       "603       vmktpy2mv                                 0              card   \n",
       "604       j3foo2l16                                 0              card   \n",
       "605       xpd7j7c5g                                 0              card   \n",
       "606       xpd7j7c5g                                 0              card   \n",
       "607       j3foo2l16                                 0              card   \n",
       "608       kcg6rzgch                                 0              card   \n",
       "609       oycs53i0s                                 0              card   \n",
       "610       1tmkeoxbm                                 0              card   \n",
       "611       1tmkeoxbm                                 0              card   \n",
       "612       pj3k9zcc7                                 0           bitcoin   \n",
       "613       pj3k9zcc7                                 0           bitcoin   \n",
       "614       oycs53i0s                                 0              card   \n",
       "615       oycs53i0s                                 0              card   \n",
       "616       3zmkegkb8                                 0            paypal   \n",
       "617       7yen1m1q8                                 0              card   \n",
       "618       7yen1m1q8                                 0              card   \n",
       "619       7yen1m1q8                                 0              card   \n",
       "620       3zmkegkb8                                 0            paypal   \n",
       "621       3zmkegkb8                                 0            paypal   \n",
       "622       f0xnu5om9                                 0              card   \n",
       "\n",
       "    paymentMethodProvider  transactionAmount  transactionFailed orderState  \n",
       "0            JCB 16 digit                 18                  0    pending  \n",
       "1            JCB 16 digit                 26                  0  fulfilled  \n",
       "2        American Express                 45                  0  fulfilled  \n",
       "3        American Express                 23                  0  fulfilled  \n",
       "4           VISA 16 digit                 43                  1  fulfilled  \n",
       "5            JCB 16 digit                 33                  0     failed  \n",
       "6            JCB 16 digit                 24                  1  fulfilled  \n",
       "7            JCB 16 digit                 24                  0  fulfilled  \n",
       "8                Discover                 25                  1  fulfilled  \n",
       "9            JCB 16 digit                 25                  0  fulfilled  \n",
       "10                Voyager                 34                  0  fulfilled  \n",
       "11                Voyager                 26                  0  fulfilled  \n",
       "12                Voyager                 25                  0  fulfilled  \n",
       "13          VISA 13 digit                 71                  0  fulfilled  \n",
       "14           JCB 16 digit                 66                  1  fulfilled  \n",
       "15           JCB 16 digit                 69                  0     failed  \n",
       "16          VISA 16 digit                 46                  1  fulfilled  \n",
       "17           JCB 16 digit                 68                  0  fulfilled  \n",
       "18          VISA 16 digit                 59                  0  fulfilled  \n",
       "19       American Express                 32                  0  fulfilled  \n",
       "20          VISA 16 digit                 25                  0    pending  \n",
       "21          VISA 13 digit                 40                  1  fulfilled  \n",
       "22          VISA 13 digit                 40                  0  fulfilled  \n",
       "23          VISA 16 digit                 65                  0  fulfilled  \n",
       "24                Voyager                 65                  1  fulfilled  \n",
       "25                Voyager                 36                  0     failed  \n",
       "26                Voyager                 68                  0  fulfilled  \n",
       "27          VISA 16 digit                 74                  1  fulfilled  \n",
       "28          VISA 16 digit                 55                  0  fulfilled  \n",
       "29               Discover                 25                  0  fulfilled  \n",
       "..                    ...                ...                ...        ...  \n",
       "593      American Express                 47                  0  fulfilled  \n",
       "594      American Express                 47                  1  fulfilled  \n",
       "595          JCB 16 digit                 31                  0     failed  \n",
       "596          JCB 16 digit                 61                  0  fulfilled  \n",
       "597          JCB 16 digit                 34                  0  fulfilled  \n",
       "598               Voyager                 30                  0  fulfilled  \n",
       "599               Voyager                 43                  0  fulfilled  \n",
       "600               Voyager                 14                  1  fulfilled  \n",
       "601               Voyager                 14                  0  fulfilled  \n",
       "602               Voyager                 21                  0  fulfilled  \n",
       "603              Discover                 27                  0  fulfilled  \n",
       "604          JCB 16 digit                 35                  0  fulfilled  \n",
       "605          JCB 16 digit                 13                  0  fulfilled  \n",
       "606          JCB 16 digit                 46                  0  fulfilled  \n",
       "607          JCB 16 digit                 27                  0  fulfilled  \n",
       "608               Maestro                 49                  0     failed  \n",
       "609               Voyager                 54                  0  fulfilled  \n",
       "610      American Express                 54                  1  fulfilled  \n",
       "611      American Express                 37                  0  fulfilled  \n",
       "612          JCB 16 digit                 37                  1  fulfilled  \n",
       "613          JCB 16 digit                 43                  0  fulfilled  \n",
       "614               Voyager                 64                  0  fulfilled  \n",
       "615               Voyager                 40                  0  fulfilled  \n",
       "616          JCB 15 digit                 23                  0  fulfilled  \n",
       "617         VISA 13 digit                 32                  0  fulfilled  \n",
       "618         VISA 13 digit                 25                  1  fulfilled  \n",
       "619         VISA 13 digit                 25                  0  fulfilled  \n",
       "620          JCB 15 digit                 25                  1  fulfilled  \n",
       "621          JCB 15 digit                 19                  0  fulfilled  \n",
       "622          JCB 16 digit                 27                  0  fulfilled  \n",
       "\n",
       "[623 rows x 11 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = pd.read_csv(r'C:\\Users\\prajw\\Desktop\\Verzeo\\Transaction.csv')\n",
    "data2 = pd.read_csv(r'C:\\Users\\prajw\\Desktop\\Verzeo\\Customer_DF (1).csv')\n",
    "data1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Since we have two Datasets, we need to merge them and remove some of the insignificant fields that we know for sure\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>customerEmail</th>\n",
       "      <th>No_Transactions</th>\n",
       "      <th>No_Orders</th>\n",
       "      <th>No_Payments</th>\n",
       "      <th>paymentMethodRegistrationFailure</th>\n",
       "      <th>transactionAmount</th>\n",
       "      <th>transactionFailed</th>\n",
       "      <th>card</th>\n",
       "      <th>bitcoin</th>\n",
       "      <th>apple pay</th>\n",
       "      <th>...</th>\n",
       "      <th>Discover</th>\n",
       "      <th>Voyager</th>\n",
       "      <th>VISA 13 digit</th>\n",
       "      <th>Maestro</th>\n",
       "      <th>Mastercard</th>\n",
       "      <th>Diners Club / Carte Blanche</th>\n",
       "      <th>JCB 15 digit</th>\n",
       "      <th>pending</th>\n",
       "      <th>fulfilled</th>\n",
       "      <th>failed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>josephhoward@yahoo.com</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>evansjeffery@yahoo.com</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>111</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>andersonwilliam@yahoo.com</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>131</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>rubenjuarez@yahoo.com</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>uchen@malone.com</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>411</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>robinsoncynthia@dunn.com</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>samuel15@saunders-rhodes.com</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>johnlowery@gmail.com</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1033</td>\n",
       "      <td>6</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>jameslandry@rodriguez.com</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>109</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ubranch@rivera-parker.info</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>bowenwilliam@yahoo.com</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>167</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>ksummers@hotmail.com</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>241</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>christineklein@wright-boyd.org</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>117</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>meganwalters@chavez.com</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>154</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>caleb94@sutton.info</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>185</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>gonzalesjackson@gmail.com</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>dana09@yahoo.com</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>163</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>alec27@bell.com</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>158</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>juliecook@hotmail.com</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>meganberry@clark.biz</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>161</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>psantiago@nelson.net</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>harrisnicholas@mitchell-hancock.com</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>202</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>davismike@hotmail.com</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>103</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>guerramichael@hotmail.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>natalie98@yahoo.com</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>karen54@mullins.biz</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>154</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>avaldez@gmail.com</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>blackjoel@wright.com</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>207</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>abigail08@yahoo.com</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>209</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>catherine64@gmail.com</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>314</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>jenniferperry@hotmail.com</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>bhorne@fuller-nelson.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>lsanchez@hotmail.com</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>133</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>christinemills@mcgee.com</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>125</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>cuevasvicki@gmail.com</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>192</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>mitchellgriffith@yahoo.com</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>436</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>gwilcox@hotmail.com</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>432</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>victorgarcia@gmail.com</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>brittany60@yahoo.com</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>fharris@hotmail.com</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>173</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>mercedesfinley@roman.org</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>130</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>davidwalker@hotmail.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>philipnelson@dean.com</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>1yf0@jedyz63t</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>thomasryan@conrad.net</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>117</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>kwalsh@lopez-gomez.biz</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>martinezlori@gmail.com</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>168</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>johnlowery@gmail.com</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1033</td>\n",
       "      <td>6</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>stevehernandez@gmail.com</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>180</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>daniel98@lamb.com</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>ujackson@harris.com</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>83</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>brittanyhicks@jones.com</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>66</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>deborah38@yahoo.com</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>andre74@patrick-decker.com</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>198</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>patrickcalderon@russo.net</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>mitchellvickie@brewer-jones.com</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>126</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>sbrown@hughes.biz</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>149</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>johnlowery@gmail.com</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1033</td>\n",
       "      <td>6</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>ethompson@jackson-sanders.com</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>378</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>dawn05@tucker-brown.com</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>168 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           customerEmail  No_Transactions  No_Orders  \\\n",
       "0                 josephhoward@yahoo.com                2          2   \n",
       "1                 evansjeffery@yahoo.com                3          3   \n",
       "2              andersonwilliam@yahoo.com                5          3   \n",
       "3                  rubenjuarez@yahoo.com                3          3   \n",
       "4                       uchen@malone.com                7          7   \n",
       "5               robinsoncynthia@dunn.com                1          1   \n",
       "6           samuel15@saunders-rhodes.com                2          1   \n",
       "7                   johnlowery@gmail.com                6          5   \n",
       "8              jameslandry@rodriguez.com                5          2   \n",
       "9             ubranch@rivera-parker.info                0          0   \n",
       "10                bowenwilliam@yahoo.com                6          5   \n",
       "11                  ksummers@hotmail.com                7          5   \n",
       "12        christineklein@wright-boyd.org                4          4   \n",
       "13               meganwalters@chavez.com                4          2   \n",
       "14                   caleb94@sutton.info                5          5   \n",
       "15             gonzalesjackson@gmail.com                4          4   \n",
       "16                      dana09@yahoo.com                6          3   \n",
       "17                       alec27@bell.com                6          4   \n",
       "18                 juliecook@hotmail.com                2          2   \n",
       "19                  meganberry@clark.biz                5          4   \n",
       "20                  psantiago@nelson.net                1          1   \n",
       "21   harrisnicholas@mitchell-hancock.com                6          4   \n",
       "22                 davismike@hotmail.com                4          3   \n",
       "23             guerramichael@hotmail.com                0          0   \n",
       "24                   natalie98@yahoo.com                1          1   \n",
       "25                   karen54@mullins.biz                8          5   \n",
       "26                     avaldez@gmail.com                2          1   \n",
       "27                  blackjoel@wright.com                6          5   \n",
       "28                   abigail08@yahoo.com                5          3   \n",
       "29                 catherine64@gmail.com                5          4   \n",
       "..                                   ...              ...        ...   \n",
       "138            jenniferperry@hotmail.com                4          4   \n",
       "139             bhorne@fuller-nelson.com                0          0   \n",
       "140                 lsanchez@hotmail.com                5          4   \n",
       "141             christinemills@mcgee.com                5          5   \n",
       "142                cuevasvicki@gmail.com                6          5   \n",
       "143           mitchellgriffith@yahoo.com               15          3   \n",
       "144                  gwilcox@hotmail.com                7          6   \n",
       "145               victorgarcia@gmail.com                1          1   \n",
       "146                 brittany60@yahoo.com                5          4   \n",
       "147                  fharris@hotmail.com                4          2   \n",
       "148             mercedesfinley@roman.org                5          5   \n",
       "149              davidwalker@hotmail.com                0          0   \n",
       "150                philipnelson@dean.com                0          0   \n",
       "151                        1yf0@jedyz63t               10          5   \n",
       "152                thomasryan@conrad.net                5          3   \n",
       "153               kwalsh@lopez-gomez.biz                3          3   \n",
       "154               martinezlori@gmail.com                5          3   \n",
       "155                 johnlowery@gmail.com                6          5   \n",
       "156             stevehernandez@gmail.com                6          5   \n",
       "157                    daniel98@lamb.com                1          1   \n",
       "158                  ujackson@harris.com                5          4   \n",
       "159              brittanyhicks@jones.com                2          1   \n",
       "160                  deborah38@yahoo.com                1          1   \n",
       "161           andre74@patrick-decker.com                5          4   \n",
       "162            patrickcalderon@russo.net                3          2   \n",
       "163      mitchellvickie@brewer-jones.com                3          3   \n",
       "164                    sbrown@hughes.biz                6          5   \n",
       "165                 johnlowery@gmail.com                4          4   \n",
       "166        ethompson@jackson-sanders.com                8          6   \n",
       "167              dawn05@tucker-brown.com                7          5   \n",
       "\n",
       "     No_Payments  paymentMethodRegistrationFailure  transactionAmount  \\\n",
       "0              1                                 2                 44   \n",
       "1              7                                 1                111   \n",
       "2              2                                 0                131   \n",
       "3              1                                 0                 85   \n",
       "4              6                                 0                411   \n",
       "5              2                                 0                 25   \n",
       "6              2                                 0                 80   \n",
       "7              2                                 0               1033   \n",
       "8              1                                 0                109   \n",
       "9              1                                 0                  0   \n",
       "10             1                                 0                167   \n",
       "11             4                                 0                241   \n",
       "12             3                                 0                117   \n",
       "13             1                                 0                154   \n",
       "14             2                                 0                185   \n",
       "15             1                                 0                176   \n",
       "16             2                                 0                163   \n",
       "17             2                                 0                158   \n",
       "18             1                                 0                 25   \n",
       "19             2                                 0                161   \n",
       "20             1                                 0                 31   \n",
       "21             2                                 0                202   \n",
       "22             1                                 4                103   \n",
       "23             1                                 0                  0   \n",
       "24             1                                 0                 23   \n",
       "25             2                                 4                154   \n",
       "26             1                                 0                 38   \n",
       "27             1                                 0                207   \n",
       "28             2                                 1                209   \n",
       "29             6                                 0                314   \n",
       "..           ...                               ...                ...   \n",
       "138            2                                 0                 86   \n",
       "139            0                                 0                  0   \n",
       "140            2                                 0                133   \n",
       "141            2                                 0                125   \n",
       "142            3                                 0                192   \n",
       "143            1                                 0                436   \n",
       "144            5                                 4                432   \n",
       "145            1                                 0                 34   \n",
       "146            2                                 0                217   \n",
       "147            1                                 0                173   \n",
       "148            4                                 0                130   \n",
       "149            0                                 0                  0   \n",
       "150            0                                 0                  0   \n",
       "151            4                                 0                217   \n",
       "152            2                                 0                117   \n",
       "153            2                                 2                100   \n",
       "154            1                                 5                168   \n",
       "155            3                                 0               1033   \n",
       "156            1                                 0                180   \n",
       "157            1                                 0                 16   \n",
       "158            2                                 0                 83   \n",
       "159            1                                 2                 66   \n",
       "160            1                                 0                 30   \n",
       "161            4                                 0                198   \n",
       "162            1                                 0                110   \n",
       "163            1                                 0                126   \n",
       "164            3                                 0                149   \n",
       "165            2                                 0               1033   \n",
       "166            6                                 0                378   \n",
       "167            4                                 0                176   \n",
       "\n",
       "     transactionFailed  card  bitcoin  apple pay   ...    Discover  Voyager  \\\n",
       "0                    0     2        0          0   ...           0        0   \n",
       "1                    1     0        3          0   ...           0        0   \n",
       "2                    2     5        0          0   ...           1        0   \n",
       "3                    0     3        0          0   ...           0        3   \n",
       "4                    2     4        0          3   ...           0        0   \n",
       "5                    0     1        0          0   ...           0        0   \n",
       "6                    1     0        0          2   ...           0        0   \n",
       "7                    6    24        3          0   ...           0        3   \n",
       "8                    3     5        0          0   ...           5        0   \n",
       "9                    0     0        0          0   ...           0        0   \n",
       "10                   2     6        0          0   ...           6        0   \n",
       "11                   3     6        1          0   ...           2        0   \n",
       "12                   0     3        1          0   ...           0        0   \n",
       "13                   2     4        0          0   ...           0        0   \n",
       "14                   0     5        0          0   ...           0        0   \n",
       "15                   0     0        0          4   ...           0        0   \n",
       "16                   3     3        3          0   ...           0        0   \n",
       "17                   2     6        0          0   ...           0        4   \n",
       "18                   0     2        0          0   ...           0        2   \n",
       "19                   1     5        0          0   ...           0        0   \n",
       "20                   0     0        0          0   ...           0        0   \n",
       "21                   2     4        0          2   ...           0        0   \n",
       "22                   1     0        4          0   ...           0        0   \n",
       "23                   0     0        0          0   ...           0        0   \n",
       "24                   0     1        0          0   ...           0        0   \n",
       "25                   3     8        0          0   ...           0        0   \n",
       "26                   1     0        0          0   ...           0        0   \n",
       "27                   1     6        0          0   ...           0        0   \n",
       "28                   2     5        0          0   ...           0        0   \n",
       "29                   1     3        2          0   ...           0        0   \n",
       "..                 ...   ...      ...        ...   ...         ...      ...   \n",
       "138                  0     4        0          0   ...           0        2   \n",
       "139                  0     0        0          0   ...           0        0   \n",
       "140                  1     5        0          0   ...           0        0   \n",
       "141                  0     3        0          0   ...           0        5   \n",
       "142                  1     5        0          0   ...           0        0   \n",
       "143                 12    15        0          0   ...           0        0   \n",
       "144                  2     7        0          0   ...           0        0   \n",
       "145                  0     1        0          0   ...           0        0   \n",
       "146                  1     4        1          0   ...           0        0   \n",
       "147                  2     4        0          0   ...           0        0   \n",
       "148                  0     4        0          1   ...           0        0   \n",
       "149                  0     0        0          0   ...           0        0   \n",
       "150                  0     0        0          0   ...           0        0   \n",
       "151                  5     7        0          0   ...           0        0   \n",
       "152                  2     0        0          2   ...           0        0   \n",
       "153                  0     2        0          0   ...           0        0   \n",
       "154                  2     5        0          0   ...           0        0   \n",
       "155                  6    24        3          0   ...           0        3   \n",
       "156                  1     0        0          6   ...           0        0   \n",
       "157                  0     1        0          0   ...           1        0   \n",
       "158                  2     5        0          0   ...           0        0   \n",
       "159                  1     2        0          0   ...           0        0   \n",
       "160                  0     1        0          0   ...           0        0   \n",
       "161                  1     4        0          1   ...           0        0   \n",
       "162                  1     0        0          3   ...           0        0   \n",
       "163                  0     3        0          0   ...           0        0   \n",
       "164                  1     6        0          0   ...           1        5   \n",
       "165                  6    24        3          0   ...           0        3   \n",
       "166                  2     6        2          0   ...           0        3   \n",
       "167                  2     4        0          0   ...           0        0   \n",
       "\n",
       "     VISA 13 digit  Maestro  Mastercard  Diners Club / Carte Blanche  \\\n",
       "0                0        0           0                            0   \n",
       "1                0        0           0                            0   \n",
       "2                0        0           0                            0   \n",
       "3                0        0           0                            0   \n",
       "4                1        0           0                            0   \n",
       "5                0        0           0                            0   \n",
       "6                2        0           0                            0   \n",
       "7                0        5           0                            0   \n",
       "8                0        0           0                            0   \n",
       "9                0        0           0                            0   \n",
       "10               0        0           0                            0   \n",
       "11               3        1           0                            0   \n",
       "12               0        0           0                            0   \n",
       "13               0        0           4                            0   \n",
       "14               0        0           0                            0   \n",
       "15               0        0           0                            0   \n",
       "16               0        0           0                            0   \n",
       "17               0        0           0                            0   \n",
       "18               0        0           0                            0   \n",
       "19               0        0           0                            0   \n",
       "20               0        0           0                            0   \n",
       "21               0        0           2                            0   \n",
       "22               0        0           0                            4   \n",
       "23               0        0           0                            0   \n",
       "24               0        0           0                            0   \n",
       "25               0        0           0                            0   \n",
       "26               0        2           0                            0   \n",
       "27               0        6           0                            0   \n",
       "28               0        1           0                            0   \n",
       "29               1        2           0                            0   \n",
       "..             ...      ...         ...                          ...   \n",
       "138              0        0           0                            2   \n",
       "139              0        0           0                            0   \n",
       "140              0        5           0                            0   \n",
       "141              0        0           0                            0   \n",
       "142              0        3           0                            0   \n",
       "143              0        0           0                           15   \n",
       "144              4        0           0                            2   \n",
       "145              0        1           0                            0   \n",
       "146              4        0           0                            1   \n",
       "147              0        0           0                            0   \n",
       "148              1        0           0                            2   \n",
       "149              0        0           0                            0   \n",
       "150              0        0           0                            0   \n",
       "151              6        1           3                            0   \n",
       "152              0        0           0                            3   \n",
       "153              1        2           0                            0   \n",
       "154              5        0           0                            0   \n",
       "155              0        5           0                            0   \n",
       "156              0        6           0                            0   \n",
       "157              0        0           0                            0   \n",
       "158              2        0           3                            0   \n",
       "159              0        0           0                            2   \n",
       "160              0        0           0                            0   \n",
       "161              0        0           0                            0   \n",
       "162              0        0           0                            0   \n",
       "163              0        0           0                            0   \n",
       "164              0        0           0                            0   \n",
       "165              0        5           0                            0   \n",
       "166              0        1           0                            0   \n",
       "167              3        0           0                            0   \n",
       "\n",
       "     JCB 15 digit  pending  fulfilled  failed  \n",
       "0               0        1          1       0  \n",
       "1               0        0          3       0  \n",
       "2               0        0          4       1  \n",
       "3               0        0          3       0  \n",
       "4               0        0          6       1  \n",
       "5               0        1          0       0  \n",
       "6               0        0          2       0  \n",
       "7               0        0         25       3  \n",
       "8               0        4          1       0  \n",
       "9               0        0          0       0  \n",
       "10              0        1          4       1  \n",
       "11              0        0          7       0  \n",
       "12              0        1          3       0  \n",
       "13              0        0          4       0  \n",
       "14              0        0          3       2  \n",
       "15              0        0          4       0  \n",
       "16              0        0          6       0  \n",
       "17              0        1          5       0  \n",
       "18              0        0          2       0  \n",
       "19              0        0          5       0  \n",
       "20              0        0          1       0  \n",
       "21              0        0          5       1  \n",
       "22              0        0          3       1  \n",
       "23              0        0          0       0  \n",
       "24              0        0          1       0  \n",
       "25              0        0          5       3  \n",
       "26              0        0          2       0  \n",
       "27              0        0          6       0  \n",
       "28              0        2          1       2  \n",
       "29              0        1          3       1  \n",
       "..            ...      ...        ...     ...  \n",
       "138             0        0          2       2  \n",
       "139             0        0          0       0  \n",
       "140             0        0          5       0  \n",
       "141             0        0          4       1  \n",
       "142             0        0          6       0  \n",
       "143             0        7          8       0  \n",
       "144             0        2          5       0  \n",
       "145             0        0          1       0  \n",
       "146             0        0          4       1  \n",
       "147             0        0          1       3  \n",
       "148             0        0          5       0  \n",
       "149             0        0          0       0  \n",
       "150             0        0          0       0  \n",
       "151             0        0         10       0  \n",
       "152             0        2          3       0  \n",
       "153             0        0          3       0  \n",
       "154             0        0          5       0  \n",
       "155             0        0         25       3  \n",
       "156             0        1          3       2  \n",
       "157             0        0          1       0  \n",
       "158             0        0          4       1  \n",
       "159             0        0          2       0  \n",
       "160             0        0          1       0  \n",
       "161             0        0          5       0  \n",
       "162             0        0          3       0  \n",
       "163             0        0          2       1  \n",
       "164             0        0          6       0  \n",
       "165             0        0         25       3  \n",
       "166             0        0          7       1  \n",
       "167             3        0          7       0  \n",
       "\n",
       "[168 rows x 24 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Merging the two Datasets, May require 1 to 2 mins of runtime, computationally expenssive\n",
    "data = pd.DataFrame()\n",
    "data = data2.filter(['customerEmail','No_Transactions','No_Orders','No_Payments'], axis=1)\n",
    "data['paymentMethodRegistrationFailure'] = 0\n",
    "data['transactionAmount'] = 0\n",
    "data['transactionFailed'] = 0\n",
    "for index2,rows2 in data2.iterrows():\n",
    "    for index,rows in data1.iterrows():\n",
    "        if rows['customerEmail'] == rows2['customerEmail']:\n",
    "            temp = rows['paymentMethodType']\n",
    "            data.at[index2, 'transactionAmount'] += data1.at[index, 'transactionAmount']\n",
    "            data.at[index2, 'paymentMethodRegistrationFailure'] += data1.at[index, 'paymentMethodRegistrationFailure']\n",
    "            data.at[index2, 'transactionFailed'] += data1.at[index, 'transactionFailed']\n",
    "            if temp not in data:\n",
    "                data[temp] = 0\n",
    "            data.at[index2, temp] += 1\n",
    "\n",
    "for index2,rows2 in data2.iterrows():\n",
    "    for index,rows in data1.iterrows():\n",
    "        if rows['customerEmail'] == rows2['customerEmail']:\n",
    "            temp = rows['paymentMethodProvider']\n",
    "            if temp not in data:\n",
    "                data[temp] = 0\n",
    "            data.at[index2, temp] += 1\n",
    "            \n",
    "for index2,rows2 in data2.iterrows():\n",
    "    for index,rows in data1.iterrows():\n",
    "        if rows['customerEmail'] == rows2['customerEmail']:\n",
    "            temp = rows['orderState']\n",
    "            if temp not in data:\n",
    "                data[temp] = 0\n",
    "            data.at[index2, temp] += 1\n",
    "            \n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Below are the various graphs plotted for Exploratory Data Analysis and Data Visualiztion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = data1.paymentMethodType.value_counts()\n",
    "figureObject, axesObject = plt.subplots()\n",
    "colors = ['r', 'g', 'b', 'm']\n",
    "labels = ['Card', 'Bitcoin', 'Paypal','Apple Pay']\n",
    "explode = (0, 0.2, 0.2, 0.2)\n",
    "plt.pie(a, colors=colors, labels=labels,\n",
    "explode=explode, autopct='%1.1f%%',radius = 1,\n",
    "counterclock=False, shadow=True)\n",
    "plt.title(\"Customer Payment Type Percentage Index\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visualization\n",
    "import seaborn as sns\n",
    "sns.set(style=\"darkgrid\")\n",
    "\n",
    "p = sns.countplot(data=data1, x='paymentMethodType', hue='transactionFailed')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,5))\n",
    "q = sns.countplot(data=data1, x='paymentMethodProvider', hue='transactionFailed')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "for index,row in data2.iterrows():\n",
    "    if data2.at[index, 'Fraud'] == True:\n",
    "        plt.scatter(data2.at[index,'No_Transactions'], data2.at[index, 'No_Payments'], marker='+', c='red', s=100)\n",
    "    else:\n",
    "        plt.scatter(data2.at[index,'No_Transactions'], data2.at[index, 'No_Payments'], marker='o', c='black',s=20)\n",
    "plt.xlabel('No. of Transactions')\n",
    "plt.ylabel('No. of Payments')\n",
    "plt.title('No. of Payments v/s No. of Transactions')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "for index,row in data2.iterrows():\n",
    "    if data2.at[index, 'Fraud'] == True:\n",
    "        plt.scatter(data2.at[index,'No_Orders'], data2.at[index, 'No_Transactions'], marker='+', c='red', s=100)\n",
    "    else:\n",
    "        plt.scatter(data2.at[index,'No_Orders'], data2.at[index, 'No_Transactions'], marker='o', c='black',s=20)\n",
    "        \n",
    "plt.xlabel('No. of Orders')\n",
    "plt.ylabel('No. of Transactions')\n",
    "plt.title('No. of Orders v/s No. of Transactions')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We create a new DataFrame df so that we can maintain a proper version of the complete Dataset at all times"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>No_Transactions</th>\n",
       "      <th>No_Orders</th>\n",
       "      <th>No_Payments</th>\n",
       "      <th>paymentMethodRegistrationFailure</th>\n",
       "      <th>transactionAmount</th>\n",
       "      <th>transactionFailed</th>\n",
       "      <th>card</th>\n",
       "      <th>bitcoin</th>\n",
       "      <th>apple pay</th>\n",
       "      <th>paypal</th>\n",
       "      <th>...</th>\n",
       "      <th>Voyager</th>\n",
       "      <th>VISA 13 digit</th>\n",
       "      <th>Maestro</th>\n",
       "      <th>Mastercard</th>\n",
       "      <th>Diners Club / Carte Blanche</th>\n",
       "      <th>JCB 15 digit</th>\n",
       "      <th>pending</th>\n",
       "      <th>fulfilled</th>\n",
       "      <th>failed</th>\n",
       "      <th>Fraud</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>111</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>131</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>411</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1033</td>\n",
       "      <td>6</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>109</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>167</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>241</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>117</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>154</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>185</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>163</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>158</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>161</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>202</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>103</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>154</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>207</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>209</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>314</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>133</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>125</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>192</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>436</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>432</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>173</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>130</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>117</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>168</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1033</td>\n",
       "      <td>6</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>180</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>83</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>66</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>198</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>126</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>149</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1033</td>\n",
       "      <td>6</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>378</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>168 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     No_Transactions  No_Orders  No_Payments  \\\n",
       "0                  2          2            1   \n",
       "1                  3          3            7   \n",
       "2                  5          3            2   \n",
       "3                  3          3            1   \n",
       "4                  7          7            6   \n",
       "5                  1          1            2   \n",
       "6                  2          1            2   \n",
       "7                  6          5            2   \n",
       "8                  5          2            1   \n",
       "9                  0          0            1   \n",
       "10                 6          5            1   \n",
       "11                 7          5            4   \n",
       "12                 4          4            3   \n",
       "13                 4          2            1   \n",
       "14                 5          5            2   \n",
       "15                 4          4            1   \n",
       "16                 6          3            2   \n",
       "17                 6          4            2   \n",
       "18                 2          2            1   \n",
       "19                 5          4            2   \n",
       "20                 1          1            1   \n",
       "21                 6          4            2   \n",
       "22                 4          3            1   \n",
       "23                 0          0            1   \n",
       "24                 1          1            1   \n",
       "25                 8          5            2   \n",
       "26                 2          1            1   \n",
       "27                 6          5            1   \n",
       "28                 5          3            2   \n",
       "29                 5          4            6   \n",
       "..               ...        ...          ...   \n",
       "138                4          4            2   \n",
       "139                0          0            0   \n",
       "140                5          4            2   \n",
       "141                5          5            2   \n",
       "142                6          5            3   \n",
       "143               15          3            1   \n",
       "144                7          6            5   \n",
       "145                1          1            1   \n",
       "146                5          4            2   \n",
       "147                4          2            1   \n",
       "148                5          5            4   \n",
       "149                0          0            0   \n",
       "150                0          0            0   \n",
       "151               10          5            4   \n",
       "152                5          3            2   \n",
       "153                3          3            2   \n",
       "154                5          3            1   \n",
       "155                6          5            3   \n",
       "156                6          5            1   \n",
       "157                1          1            1   \n",
       "158                5          4            2   \n",
       "159                2          1            1   \n",
       "160                1          1            1   \n",
       "161                5          4            4   \n",
       "162                3          2            1   \n",
       "163                3          3            1   \n",
       "164                6          5            3   \n",
       "165                4          4            2   \n",
       "166                8          6            6   \n",
       "167                7          5            4   \n",
       "\n",
       "     paymentMethodRegistrationFailure  transactionAmount  transactionFailed  \\\n",
       "0                                   2                 44                  0   \n",
       "1                                   1                111                  1   \n",
       "2                                   0                131                  2   \n",
       "3                                   0                 85                  0   \n",
       "4                                   0                411                  2   \n",
       "5                                   0                 25                  0   \n",
       "6                                   0                 80                  1   \n",
       "7                                   0               1033                  6   \n",
       "8                                   0                109                  3   \n",
       "9                                   0                  0                  0   \n",
       "10                                  0                167                  2   \n",
       "11                                  0                241                  3   \n",
       "12                                  0                117                  0   \n",
       "13                                  0                154                  2   \n",
       "14                                  0                185                  0   \n",
       "15                                  0                176                  0   \n",
       "16                                  0                163                  3   \n",
       "17                                  0                158                  2   \n",
       "18                                  0                 25                  0   \n",
       "19                                  0                161                  1   \n",
       "20                                  0                 31                  0   \n",
       "21                                  0                202                  2   \n",
       "22                                  4                103                  1   \n",
       "23                                  0                  0                  0   \n",
       "24                                  0                 23                  0   \n",
       "25                                  4                154                  3   \n",
       "26                                  0                 38                  1   \n",
       "27                                  0                207                  1   \n",
       "28                                  1                209                  2   \n",
       "29                                  0                314                  1   \n",
       "..                                ...                ...                ...   \n",
       "138                                 0                 86                  0   \n",
       "139                                 0                  0                  0   \n",
       "140                                 0                133                  1   \n",
       "141                                 0                125                  0   \n",
       "142                                 0                192                  1   \n",
       "143                                 0                436                 12   \n",
       "144                                 4                432                  2   \n",
       "145                                 0                 34                  0   \n",
       "146                                 0                217                  1   \n",
       "147                                 0                173                  2   \n",
       "148                                 0                130                  0   \n",
       "149                                 0                  0                  0   \n",
       "150                                 0                  0                  0   \n",
       "151                                 0                217                  5   \n",
       "152                                 0                117                  2   \n",
       "153                                 2                100                  0   \n",
       "154                                 5                168                  2   \n",
       "155                                 0               1033                  6   \n",
       "156                                 0                180                  1   \n",
       "157                                 0                 16                  0   \n",
       "158                                 0                 83                  2   \n",
       "159                                 2                 66                  1   \n",
       "160                                 0                 30                  0   \n",
       "161                                 0                198                  1   \n",
       "162                                 0                110                  1   \n",
       "163                                 0                126                  0   \n",
       "164                                 0                149                  1   \n",
       "165                                 0               1033                  6   \n",
       "166                                 0                378                  2   \n",
       "167                                 0                176                  2   \n",
       "\n",
       "     card  bitcoin  apple pay  paypal  ...    Voyager  VISA 13 digit  Maestro  \\\n",
       "0       2        0          0       0  ...          0              0        0   \n",
       "1       0        3          0       0  ...          0              0        0   \n",
       "2       5        0          0       0  ...          0              0        0   \n",
       "3       3        0          0       0  ...          3              0        0   \n",
       "4       4        0          3       0  ...          0              1        0   \n",
       "5       1        0          0       0  ...          0              0        0   \n",
       "6       0        0          2       0  ...          0              2        0   \n",
       "7      24        3          0       1  ...          3              0        5   \n",
       "8       5        0          0       0  ...          0              0        0   \n",
       "9       0        0          0       0  ...          0              0        0   \n",
       "10      6        0          0       0  ...          0              0        0   \n",
       "11      6        1          0       0  ...          0              3        1   \n",
       "12      3        1          0       0  ...          0              0        0   \n",
       "13      4        0          0       0  ...          0              0        0   \n",
       "14      5        0          0       0  ...          0              0        0   \n",
       "15      0        0          4       0  ...          0              0        0   \n",
       "16      3        3          0       0  ...          0              0        0   \n",
       "17      6        0          0       0  ...          4              0        0   \n",
       "18      2        0          0       0  ...          2              0        0   \n",
       "19      5        0          0       0  ...          0              0        0   \n",
       "20      0        0          0       1  ...          0              0        0   \n",
       "21      4        0          2       0  ...          0              0        0   \n",
       "22      0        4          0       0  ...          0              0        0   \n",
       "23      0        0          0       0  ...          0              0        0   \n",
       "24      1        0          0       0  ...          0              0        0   \n",
       "25      8        0          0       0  ...          0              0        0   \n",
       "26      0        0          0       2  ...          0              0        2   \n",
       "27      6        0          0       0  ...          0              0        6   \n",
       "28      5        0          0       0  ...          0              0        1   \n",
       "29      3        2          0       0  ...          0              1        2   \n",
       "..    ...      ...        ...     ...  ...        ...            ...      ...   \n",
       "138     4        0          0       0  ...          2              0        0   \n",
       "139     0        0          0       0  ...          0              0        0   \n",
       "140     5        0          0       0  ...          0              0        5   \n",
       "141     3        0          0       2  ...          5              0        0   \n",
       "142     5        0          0       1  ...          0              0        3   \n",
       "143    15        0          0       0  ...          0              0        0   \n",
       "144     7        0          0       0  ...          0              4        0   \n",
       "145     1        0          0       0  ...          0              0        1   \n",
       "146     4        1          0       0  ...          0              4        0   \n",
       "147     4        0          0       0  ...          0              0        0   \n",
       "148     4        0          1       0  ...          0              1        0   \n",
       "149     0        0          0       0  ...          0              0        0   \n",
       "150     0        0          0       0  ...          0              0        0   \n",
       "151     7        0          0       3  ...          0              6        1   \n",
       "152     0        0          2       3  ...          0              0        0   \n",
       "153     2        0          0       1  ...          0              1        2   \n",
       "154     5        0          0       0  ...          0              5        0   \n",
       "155    24        3          0       1  ...          3              0        5   \n",
       "156     0        0          6       0  ...          0              0        6   \n",
       "157     1        0          0       0  ...          0              0        0   \n",
       "158     5        0          0       0  ...          0              2        0   \n",
       "159     2        0          0       0  ...          0              0        0   \n",
       "160     1        0          0       0  ...          0              0        0   \n",
       "161     4        0          1       0  ...          0              0        0   \n",
       "162     0        0          3       0  ...          0              0        0   \n",
       "163     3        0          0       0  ...          0              0        0   \n",
       "164     6        0          0       0  ...          5              0        0   \n",
       "165    24        3          0       1  ...          3              0        5   \n",
       "166     6        2          0       0  ...          3              0        1   \n",
       "167     4        0          0       3  ...          0              3        0   \n",
       "\n",
       "     Mastercard  Diners Club / Carte Blanche  JCB 15 digit  pending  \\\n",
       "0             0                            0             0        1   \n",
       "1             0                            0             0        0   \n",
       "2             0                            0             0        0   \n",
       "3             0                            0             0        0   \n",
       "4             0                            0             0        0   \n",
       "5             0                            0             0        1   \n",
       "6             0                            0             0        0   \n",
       "7             0                            0             0        0   \n",
       "8             0                            0             0        4   \n",
       "9             0                            0             0        0   \n",
       "10            0                            0             0        1   \n",
       "11            0                            0             0        0   \n",
       "12            0                            0             0        1   \n",
       "13            4                            0             0        0   \n",
       "14            0                            0             0        0   \n",
       "15            0                            0             0        0   \n",
       "16            0                            0             0        0   \n",
       "17            0                            0             0        1   \n",
       "18            0                            0             0        0   \n",
       "19            0                            0             0        0   \n",
       "20            0                            0             0        0   \n",
       "21            2                            0             0        0   \n",
       "22            0                            4             0        0   \n",
       "23            0                            0             0        0   \n",
       "24            0                            0             0        0   \n",
       "25            0                            0             0        0   \n",
       "26            0                            0             0        0   \n",
       "27            0                            0             0        0   \n",
       "28            0                            0             0        2   \n",
       "29            0                            0             0        1   \n",
       "..          ...                          ...           ...      ...   \n",
       "138           0                            2             0        0   \n",
       "139           0                            0             0        0   \n",
       "140           0                            0             0        0   \n",
       "141           0                            0             0        0   \n",
       "142           0                            0             0        0   \n",
       "143           0                           15             0        7   \n",
       "144           0                            2             0        2   \n",
       "145           0                            0             0        0   \n",
       "146           0                            1             0        0   \n",
       "147           0                            0             0        0   \n",
       "148           0                            2             0        0   \n",
       "149           0                            0             0        0   \n",
       "150           0                            0             0        0   \n",
       "151           3                            0             0        0   \n",
       "152           0                            3             0        2   \n",
       "153           0                            0             0        0   \n",
       "154           0                            0             0        0   \n",
       "155           0                            0             0        0   \n",
       "156           0                            0             0        1   \n",
       "157           0                            0             0        0   \n",
       "158           3                            0             0        0   \n",
       "159           0                            2             0        0   \n",
       "160           0                            0             0        0   \n",
       "161           0                            0             0        0   \n",
       "162           0                            0             0        0   \n",
       "163           0                            0             0        0   \n",
       "164           0                            0             0        0   \n",
       "165           0                            0             0        0   \n",
       "166           0                            0             0        0   \n",
       "167           0                            0             3        0   \n",
       "\n",
       "     fulfilled  failed  Fraud  \n",
       "0            1       0      0  \n",
       "1            3       0      1  \n",
       "2            4       1      0  \n",
       "3            3       0      0  \n",
       "4            6       1      1  \n",
       "5            0       0      1  \n",
       "6            2       0      1  \n",
       "7           25       3      1  \n",
       "8            1       0      0  \n",
       "9            0       0      1  \n",
       "10           4       1      1  \n",
       "11           7       0      0  \n",
       "12           3       0      0  \n",
       "13           4       0      0  \n",
       "14           3       2      0  \n",
       "15           4       0      1  \n",
       "16           6       0      0  \n",
       "17           5       0      0  \n",
       "18           2       0      0  \n",
       "19           5       0      0  \n",
       "20           1       0      0  \n",
       "21           5       1      0  \n",
       "22           3       1      0  \n",
       "23           0       0      1  \n",
       "24           1       0      0  \n",
       "25           5       3      0  \n",
       "26           2       0      0  \n",
       "27           6       0      0  \n",
       "28           1       2      0  \n",
       "29           3       1      1  \n",
       "..         ...     ...    ...  \n",
       "138          2       2      0  \n",
       "139          0       0      0  \n",
       "140          5       0      0  \n",
       "141          4       1      1  \n",
       "142          6       0      0  \n",
       "143          8       0      0  \n",
       "144          5       0      1  \n",
       "145          1       0      0  \n",
       "146          4       1      0  \n",
       "147          1       3      0  \n",
       "148          5       0      0  \n",
       "149          0       0      0  \n",
       "150          0       0      0  \n",
       "151         10       0      1  \n",
       "152          3       0      0  \n",
       "153          3       0      1  \n",
       "154          5       0      0  \n",
       "155         25       3      1  \n",
       "156          3       2      0  \n",
       "157          1       0      0  \n",
       "158          4       1      0  \n",
       "159          2       0      0  \n",
       "160          1       0      1  \n",
       "161          5       0      1  \n",
       "162          3       0      0  \n",
       "163          2       1      1  \n",
       "164          6       0      1  \n",
       "165         25       3      1  \n",
       "166          7       1      1  \n",
       "167          7       0      0  \n",
       "\n",
       "[168 rows x 24 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = data\n",
    "df = df.drop(labels=['customerEmail'], axis=1)\n",
    "df['Fraud'] = 0\n",
    "for index,row in data.iterrows():\n",
    "    if data2.at[index, 'Fraud'] == True:\n",
    "        df.at[index, 'Fraud'] = 1\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dummy Variable Traps are removed for increased accuracy in our model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>No_Transactions</th>\n",
       "      <th>No_Orders</th>\n",
       "      <th>No_Payments</th>\n",
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       "      <th>transactionAmount</th>\n",
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       "      <th>JCB 16 digit</th>\n",
       "      <th>...</th>\n",
       "      <th>VISA 16 digit</th>\n",
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       "      <th>Voyager</th>\n",
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       "      <th>JCB 15 digit</th>\n",
       "      <th>fulfilled</th>\n",
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       "      <th>Fraud</th>\n",
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       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>131</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>411</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1033</td>\n",
       "      <td>6</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>109</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>167</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>241</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>117</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>154</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>185</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>163</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>158</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>161</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>202</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>103</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>154</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>207</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>209</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>314</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>133</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>125</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>192</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>436</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>432</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>173</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>130</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>217</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>117</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>168</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1033</td>\n",
       "      <td>6</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>180</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>83</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>66</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>198</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>110</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>126</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>149</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1033</td>\n",
       "      <td>6</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>378</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>168 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     No_Transactions  No_Orders  No_Payments  \\\n",
       "0                  2          2            1   \n",
       "1                  3          3            7   \n",
       "2                  5          3            2   \n",
       "3                  3          3            1   \n",
       "4                  7          7            6   \n",
       "5                  1          1            2   \n",
       "6                  2          1            2   \n",
       "7                  6          5            2   \n",
       "8                  5          2            1   \n",
       "9                  0          0            1   \n",
       "10                 6          5            1   \n",
       "11                 7          5            4   \n",
       "12                 4          4            3   \n",
       "13                 4          2            1   \n",
       "14                 5          5            2   \n",
       "15                 4          4            1   \n",
       "16                 6          3            2   \n",
       "17                 6          4            2   \n",
       "18                 2          2            1   \n",
       "19                 5          4            2   \n",
       "20                 1          1            1   \n",
       "21                 6          4            2   \n",
       "22                 4          3            1   \n",
       "23                 0          0            1   \n",
       "24                 1          1            1   \n",
       "25                 8          5            2   \n",
       "26                 2          1            1   \n",
       "27                 6          5            1   \n",
       "28                 5          3            2   \n",
       "29                 5          4            6   \n",
       "..               ...        ...          ...   \n",
       "138                4          4            2   \n",
       "139                0          0            0   \n",
       "140                5          4            2   \n",
       "141                5          5            2   \n",
       "142                6          5            3   \n",
       "143               15          3            1   \n",
       "144                7          6            5   \n",
       "145                1          1            1   \n",
       "146                5          4            2   \n",
       "147                4          2            1   \n",
       "148                5          5            4   \n",
       "149                0          0            0   \n",
       "150                0          0            0   \n",
       "151               10          5            4   \n",
       "152                5          3            2   \n",
       "153                3          3            2   \n",
       "154                5          3            1   \n",
       "155                6          5            3   \n",
       "156                6          5            1   \n",
       "157                1          1            1   \n",
       "158                5          4            2   \n",
       "159                2          1            1   \n",
       "160                1          1            1   \n",
       "161                5          4            4   \n",
       "162                3          2            1   \n",
       "163                3          3            1   \n",
       "164                6          5            3   \n",
       "165                4          4            2   \n",
       "166                8          6            6   \n",
       "167                7          5            4   \n",
       "\n",
       "     paymentMethodRegistrationFailure  transactionAmount  transactionFailed  \\\n",
       "0                                   2                 44                  0   \n",
       "1                                   1                111                  1   \n",
       "2                                   0                131                  2   \n",
       "3                                   0                 85                  0   \n",
       "4                                   0                411                  2   \n",
       "5                                   0                 25                  0   \n",
       "6                                   0                 80                  1   \n",
       "7                                   0               1033                  6   \n",
       "8                                   0                109                  3   \n",
       "9                                   0                  0                  0   \n",
       "10                                  0                167                  2   \n",
       "11                                  0                241                  3   \n",
       "12                                  0                117                  0   \n",
       "13                                  0                154                  2   \n",
       "14                                  0                185                  0   \n",
       "15                                  0                176                  0   \n",
       "16                                  0                163                  3   \n",
       "17                                  0                158                  2   \n",
       "18                                  0                 25                  0   \n",
       "19                                  0                161                  1   \n",
       "20                                  0                 31                  0   \n",
       "21                                  0                202                  2   \n",
       "22                                  4                103                  1   \n",
       "23                                  0                  0                  0   \n",
       "24                                  0                 23                  0   \n",
       "25                                  4                154                  3   \n",
       "26                                  0                 38                  1   \n",
       "27                                  0                207                  1   \n",
       "28                                  1                209                  2   \n",
       "29                                  0                314                  1   \n",
       "..                                ...                ...                ...   \n",
       "138                                 0                 86                  0   \n",
       "139                                 0                  0                  0   \n",
       "140                                 0                133                  1   \n",
       "141                                 0                125                  0   \n",
       "142                                 0                192                  1   \n",
       "143                                 0                436                 12   \n",
       "144                                 4                432                  2   \n",
       "145                                 0                 34                  0   \n",
       "146                                 0                217                  1   \n",
       "147                                 0                173                  2   \n",
       "148                                 0                130                  0   \n",
       "149                                 0                  0                  0   \n",
       "150                                 0                  0                  0   \n",
       "151                                 0                217                  5   \n",
       "152                                 0                117                  2   \n",
       "153                                 2                100                  0   \n",
       "154                                 5                168                  2   \n",
       "155                                 0               1033                  6   \n",
       "156                                 0                180                  1   \n",
       "157                                 0                 16                  0   \n",
       "158                                 0                 83                  2   \n",
       "159                                 2                 66                  1   \n",
       "160                                 0                 30                  0   \n",
       "161                                 0                198                  1   \n",
       "162                                 0                110                  1   \n",
       "163                                 0                126                  0   \n",
       "164                                 0                149                  1   \n",
       "165                                 0               1033                  6   \n",
       "166                                 0                378                  2   \n",
       "167                                 0                176                  2   \n",
       "\n",
       "     card  bitcoin  apple pay  JCB 16 digit  ...    VISA 16 digit  Discover  \\\n",
       "0       2        0          0             2  ...                0         0   \n",
       "1       0        3          0             0  ...                1         0   \n",
       "2       5        0          0             4  ...                0         1   \n",
       "3       3        0          0             0  ...                0         0   \n",
       "4       4        0          3             3  ...                2         0   \n",
       "5       1        0          0             0  ...                1         0   \n",
       "6       0        0          2             0  ...                0         0   \n",
       "7      24        3          0             7  ...               10         0   \n",
       "8       5        0          0             0  ...                0         5   \n",
       "9       0        0          0             0  ...                0         0   \n",
       "10      6        0          0             0  ...                0         6   \n",
       "11      6        1          0             0  ...                0         2   \n",
       "12      3        1          0             0  ...                4         0   \n",
       "13      4        0          0             0  ...                0         0   \n",
       "14      5        0          0             0  ...                5         0   \n",
       "15      0        0          4             0  ...                4         0   \n",
       "16      3        3          0             6  ...                0         0   \n",
       "17      6        0          0             0  ...                2         0   \n",
       "18      2        0          0             0  ...                0         0   \n",
       "19      5        0          0             5  ...                0         0   \n",
       "20      0        0          0             1  ...                0         0   \n",
       "21      4        0          2             0  ...                0         0   \n",
       "22      0        4          0             0  ...                0         0   \n",
       "23      0        0          0             0  ...                0         0   \n",
       "24      1        0          0             0  ...                1         0   \n",
       "25      8        0          0             0  ...                4         0   \n",
       "26      0        0          0             0  ...                0         0   \n",
       "27      6        0          0             0  ...                0         0   \n",
       "28      5        0          0             0  ...                4         0   \n",
       "29      3        2          0             2  ...                0         0   \n",
       "..    ...      ...        ...           ...  ...              ...       ...   \n",
       "138     4        0          0             0  ...                0         0   \n",
       "139     0        0          0             0  ...                0         0   \n",
       "140     5        0          0             0  ...                0         0   \n",
       "141     3        0          0             0  ...                0         0   \n",
       "142     5        0          0             3  ...                0         0   \n",
       "143    15        0          0             0  ...                0         0   \n",
       "144     7        0          0             1  ...                0         0   \n",
       "145     1        0          0             0  ...                0         0   \n",
       "146     4        1          0             0  ...                0         0   \n",
       "147     4        0          0             0  ...                4         0   \n",
       "148     4        0          1             0  ...                0         0   \n",
       "149     0        0          0             0  ...                0         0   \n",
       "150     0        0          0             0  ...                0         0   \n",
       "151     7        0          0             0  ...                0         0   \n",
       "152     0        0          2             0  ...                0         0   \n",
       "153     2        0          0             0  ...                0         0   \n",
       "154     5        0          0             0  ...                0         0   \n",
       "155    24        3          0             7  ...               10         0   \n",
       "156     0        0          6             0  ...                0         0   \n",
       "157     1        0          0             0  ...                0         1   \n",
       "158     5        0          0             0  ...                0         0   \n",
       "159     2        0          0             0  ...                0         0   \n",
       "160     1        0          0             0  ...                1         0   \n",
       "161     4        0          1             4  ...                1         0   \n",
       "162     0        0          3             0  ...                0         0   \n",
       "163     3        0          0             3  ...                0         0   \n",
       "164     6        0          0             0  ...                0         1   \n",
       "165    24        3          0             7  ...               10         0   \n",
       "166     6        2          0             2  ...                0         0   \n",
       "167     4        0          0             1  ...                0         0   \n",
       "\n",
       "     Voyager  VISA 13 digit  Maestro  Diners Club / Carte Blanche  \\\n",
       "0          0              0        0                            0   \n",
       "1          0              0        0                            0   \n",
       "2          0              0        0                            0   \n",
       "3          3              0        0                            0   \n",
       "4          0              1        0                            0   \n",
       "5          0              0        0                            0   \n",
       "6          0              2        0                            0   \n",
       "7          3              0        5                            0   \n",
       "8          0              0        0                            0   \n",
       "9          0              0        0                            0   \n",
       "10         0              0        0                            0   \n",
       "11         0              3        1                            0   \n",
       "12         0              0        0                            0   \n",
       "13         0              0        0                            0   \n",
       "14         0              0        0                            0   \n",
       "15         0              0        0                            0   \n",
       "16         0              0        0                            0   \n",
       "17         4              0        0                            0   \n",
       "18         2              0        0                            0   \n",
       "19         0              0        0                            0   \n",
       "20         0              0        0                            0   \n",
       "21         0              0        0                            0   \n",
       "22         0              0        0                            4   \n",
       "23         0              0        0                            0   \n",
       "24         0              0        0                            0   \n",
       "25         0              0        0                            0   \n",
       "26         0              0        2                            0   \n",
       "27         0              0        6                            0   \n",
       "28         0              0        1                            0   \n",
       "29         0              1        2                            0   \n",
       "..       ...            ...      ...                          ...   \n",
       "138        2              0        0                            2   \n",
       "139        0              0        0                            0   \n",
       "140        0              0        5                            0   \n",
       "141        5              0        0                            0   \n",
       "142        0              0        3                            0   \n",
       "143        0              0        0                           15   \n",
       "144        0              4        0                            2   \n",
       "145        0              0        1                            0   \n",
       "146        0              4        0                            1   \n",
       "147        0              0        0                            0   \n",
       "148        0              1        0                            2   \n",
       "149        0              0        0                            0   \n",
       "150        0              0        0                            0   \n",
       "151        0              6        1                            0   \n",
       "152        0              0        0                            3   \n",
       "153        0              1        2                            0   \n",
       "154        0              5        0                            0   \n",
       "155        3              0        5                            0   \n",
       "156        0              0        6                            0   \n",
       "157        0              0        0                            0   \n",
       "158        0              2        0                            0   \n",
       "159        0              0        0                            2   \n",
       "160        0              0        0                            0   \n",
       "161        0              0        0                            0   \n",
       "162        0              0        0                            0   \n",
       "163        0              0        0                            0   \n",
       "164        5              0        0                            0   \n",
       "165        3              0        5                            0   \n",
       "166        3              0        1                            0   \n",
       "167        0              3        0                            0   \n",
       "\n",
       "     JCB 15 digit  fulfilled  failed  Fraud  \n",
       "0               0          1       0      0  \n",
       "1               0          3       0      1  \n",
       "2               0          4       1      0  \n",
       "3               0          3       0      0  \n",
       "4               0          6       1      1  \n",
       "5               0          0       0      1  \n",
       "6               0          2       0      1  \n",
       "7               0         25       3      1  \n",
       "8               0          1       0      0  \n",
       "9               0          0       0      1  \n",
       "10              0          4       1      1  \n",
       "11              0          7       0      0  \n",
       "12              0          3       0      0  \n",
       "13              0          4       0      0  \n",
       "14              0          3       2      0  \n",
       "15              0          4       0      1  \n",
       "16              0          6       0      0  \n",
       "17              0          5       0      0  \n",
       "18              0          2       0      0  \n",
       "19              0          5       0      0  \n",
       "20              0          1       0      0  \n",
       "21              0          5       1      0  \n",
       "22              0          3       1      0  \n",
       "23              0          0       0      1  \n",
       "24              0          1       0      0  \n",
       "25              0          5       3      0  \n",
       "26              0          2       0      0  \n",
       "27              0          6       0      0  \n",
       "28              0          1       2      0  \n",
       "29              0          3       1      1  \n",
       "..            ...        ...     ...    ...  \n",
       "138             0          2       2      0  \n",
       "139             0          0       0      0  \n",
       "140             0          5       0      0  \n",
       "141             0          4       1      1  \n",
       "142             0          6       0      0  \n",
       "143             0          8       0      0  \n",
       "144             0          5       0      1  \n",
       "145             0          1       0      0  \n",
       "146             0          4       1      0  \n",
       "147             0          1       3      0  \n",
       "148             0          5       0      0  \n",
       "149             0          0       0      0  \n",
       "150             0          0       0      0  \n",
       "151             0         10       0      1  \n",
       "152             0          3       0      0  \n",
       "153             0          3       0      1  \n",
       "154             0          5       0      0  \n",
       "155             0         25       3      1  \n",
       "156             0          3       2      0  \n",
       "157             0          1       0      0  \n",
       "158             0          4       1      0  \n",
       "159             0          2       0      0  \n",
       "160             0          1       0      1  \n",
       "161             0          5       0      1  \n",
       "162             0          3       0      0  \n",
       "163             0          2       1      1  \n",
       "164             0          6       0      1  \n",
       "165             0         25       3      1  \n",
       "166             0          7       1      1  \n",
       "167             3          7       0      0  \n",
       "\n",
       "[168 rows x 21 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.drop(labels=['paypal', 'Mastercard', 'pending' ], axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now we are ready to extract our feature matrix and label matrix, as done below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Preparing the X and Y matrices\n",
    "X = df.iloc[:,:-1].values\n",
    "y = df.iloc[:,-1].values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We will be using Backward Elimination to select significant features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimization terminated successfully.\n",
      "         Current function value: 0.468732\n",
      "         Iterations 10\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.468741\n",
      "         Iterations 10\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.468753\n",
      "         Iterations 10\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.468791\n",
      "         Iterations 10\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.469091\n",
      "         Iterations 10\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.469517\n",
      "         Iterations 10\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.469701\n",
      "         Iterations 10\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.470109\n",
      "         Iterations 10\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.471362\n",
      "         Iterations 10\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.472339\n",
      "         Iterations 9\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.474063\n",
      "         Iterations 9\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.474380\n",
      "         Iterations 9\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.476470\n",
      "         Iterations 8\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.480246\n",
      "         Iterations 8\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.482800\n",
      "         Iterations 8\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.492371\n",
      "         Iterations 8\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.499488\n",
      "         Iterations 8\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.499488\n",
      "         Iterations 8\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.499488\n",
      "         Iterations 8\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.499488\n",
      "         Iterations 8\n"
     ]
    }
   ],
   "source": [
    "import statsmodels.api as sm\n",
    "\n",
    "def backwardElimination(x, sl):\n",
    "    numVars = len(x[0])\n",
    "    for i in range(0, numVars):\n",
    "        logit = sm.Logit(y, x).fit()\n",
    "        maxVar = max(logit.pvalues).astype(float)\n",
    "        if maxVar > sl:\n",
    "            for j in range(0, numVars - i):\n",
    "                if (logit.pvalues[j].astype(float) == maxVar):\n",
    "                    x = np.delete(x, j, 1)\n",
    "    logit.summary()\n",
    "    return x\n",
    " \n",
    "SL = 0.05\n",
    "X_Modeled = backwardElimination(X, SL)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Once we have the desired Attributes we can now split the data into training and test sets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Splitting the DataSet\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_Modeled, y, test_size=1/3,shuffle=False, random_state=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We will be creating a logistic regression model as well as a support vector classifier with a linear kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Sourav\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "          intercept_scaling=1, max_iter=100, multi_class='warn',\n",
       "          n_jobs=None, penalty='l2', random_state=None, solver='warn',\n",
       "          tol=0.0001, verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn import metrics\n",
    "\n",
    "logreg = LogisticRegression()\n",
    "logreg.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
       "  decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n",
       "  kernel='linear', max_iter=-1, probability=False, random_state=None,\n",
       "  shrinking=True, tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn import svm\n",
    "svc = svm.SVC(kernel=\"linear\")\n",
    "svc.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Given Below are the various metrics that can be used to decide the usefullness of the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of logistic regression classifier on test set: 78.57\n"
     ]
    }
   ],
   "source": [
    "y_pred_log = logreg.predict(X_test)\n",
    "print('Accuracy of logistic regression classifier on test set: {:.2f}'.format(logreg.score(X_test, y_test)*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of support vector classifier on test set: 78.57\n"
     ]
    }
   ],
   "source": [
    "y_pred_svm = svc.predict(X_test)\n",
    "print('Accuracy of support vector classifier on test set: {:.2f}'.format(svc.score(X_test, y_test)*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logistic Regression \n",
      " [[33  3]\n",
      " [ 9 11]]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "confusion_matrix = confusion_matrix(y_test, y_pred_log)\n",
    "print(\"Logistic Regression \\n\",confusion_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Support Vector Classifier \n",
      " [[33  3]\n",
      " [ 9 11]]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "confusion_matrix = confusion_matrix(y_test, y_pred_svm)\n",
    "print(\"Support Vector Classifier \\n\",confusion_matrix)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Decision Tree Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "dt1= DecisionTreeClassifier()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=None,\n",
       "            max_features=None, max_leaf_nodes=None,\n",
       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "            min_samples_leaf=1, min_samples_split=2,\n",
       "            min_weight_fraction_leaf=0.0, presort=False, random_state=None,\n",
       "            splitter='best')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt1.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_dt_predict =dt1.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "cm4 = confusion_matrix(y_test , y_dt_predict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of the model in test  67.85714285714286\n"
     ]
    }
   ],
   "source": [
    "print(\"Accuracy of the model in test  {}\".format(np.trace(cm4)/np.sum(cm4)*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Now we would use the principal component analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PCA(copy=True, iterated_power='auto', n_components=3, random_state=None,\n",
       "  svd_solver='auto', tol=0.0, whiten=False)"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "ds= PCA(n_components=3)\n",
    "ds.fit(X_train)\n",
    "ds.fit(X_test)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([9.99804363e-01, 1.46580074e-04, 3.02214398e-05])"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.explained_variance_ratio_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca_train= ds.transform(X_train)\n",
    "pca_test = ds.transform(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Applying the svm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n",
       "  decision_function_shape='ovr', degree=3, gamma='auto_deprecated',\n",
       "  kernel='linear', max_iter=-1, probability=False, random_state=None,\n",
       "  shrinking=True, tol=0.001, verbose=False)"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn import svm\n",
    "svc = svm.SVC(kernel=\"linear\")\n",
    "svc.fit(pca_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_svc_predict = svc.predict(pca_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1,\n",
       "       0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0], dtype=int64)"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_svc_predict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[36,  0],\n",
       "       [ 9, 11]], dtype=int64)"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "cm1 = confusion_matrix(y_test,y_svc_predict)\n",
    "\n",
    "cm1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of the model in test  83.92857142857143\n"
     ]
    }
   ],
   "source": [
    "print(\"Accuracy of the model in test  {}\".format(np.trace(cm1)/np.sum(cm1)*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.80      1.00      0.89        36\n",
      "           1       1.00      0.55      0.71        20\n",
      "\n",
      "   micro avg       0.84      0.84      0.84        56\n",
      "   macro avg       0.90      0.78      0.80        56\n",
      "weighted avg       0.87      0.84      0.82        56\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report\n",
    "\n",
    "print(classification_report(y_test,y_svc_predict))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Applying the Logistic Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn import metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Sourav\\Anaconda3\\lib\\site-packages\\sklearn\\linear_model\\logistic.py:433: FutureWarning: Default solver will be changed to 'lbfgs' in 0.22. Specify a solver to silence this warning.\n",
      "  FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "          intercept_scaling=1, max_iter=100, multi_class='warn',\n",
       "          n_jobs=None, penalty='l2', random_state=None, solver='warn',\n",
       "          tol=0.0001, verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "log= LogisticRegression()\n",
    "log.fit(pca_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_log_predict =log.predict(pca_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "cm2 = confusion_matrix(y_test,y_log_predict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of the model in test  78.57142857142857\n"
     ]
    }
   ],
   "source": [
    "print(\"Accuracy of the model in test  {}\".format(np.trace(cm2)/np.sum(cm2)*100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.79      0.92      0.85        36\n",
      "           1       0.79      0.55      0.65        20\n",
      "\n",
      "   micro avg       0.79      0.79      0.79        56\n",
      "   macro avg       0.79      0.73      0.75        56\n",
      "weighted avg       0.79      0.79      0.78        56\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report\n",
    "\n",
    "print(classification_report(y_test,y_log_predict))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Applying the Decision Tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "dt = DecisionTreeClassifier()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=None,\n",
       "            max_features=None, max_leaf_nodes=None,\n",
       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "            min_samples_leaf=1, min_samples_split=2,\n",
       "            min_weight_fraction_leaf=0.0, presort=False, random_state=None,\n",
       "            splitter='best')"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dt.fit(pca_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_dt_predict =dt.predict(pca_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "cm3 = confusion_matrix(y_test,y_dt_predict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of the model in test  75.0\n"
     ]
    }
   ],
   "source": [
    "print(\"Accuracy of the model in test  {}\".format(np.trace(cm3)/np.sum(cm3)*100))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Applying the Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "rf=RandomForestClassifier(n_estimators=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
       "            max_depth=None, max_features='auto', max_leaf_nodes=None,\n",
       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "            min_samples_leaf=1, min_samples_split=2,\n",
       "            min_weight_fraction_leaf=0.0, n_estimators=100, n_jobs=None,\n",
       "            oob_score=False, random_state=None, verbose=0,\n",
       "            warm_start=False)"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf.fit(pca_train,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_rf_predict = rf.predict(pca_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "cm4 = confusion_matrix(y_test,y_rf_predict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of the model in test  78.57142857142857\n"
     ]
    }
   ],
   "source": [
    "print(\"Accuracy of the model in test  {}\".format(np.trace(cm4)/np.sum(cm4)*100))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inferences: \n",
    "\n",
    "#### 1. No. of Transactions\n",
    "#### 2. No. of Payments\n",
    "#### 3. Transaction Amount\n",
    "#### 4. Voyager ( Payment Method Provider)\n",
    "\n",
    "### These are the significant attributes for the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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