4.  Players Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>Player_Name</th>\n",
       "      <th>DOB</th>\n",
       "      <th>Batting_Hand</th>\n",
       "      <th>Bowling_Skill</th>\n",
       "      <th>Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>A Ashish Reddy</td>\n",
       "      <td>1991-02-24</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>A Chandila</td>\n",
       "      <td>1983-12-05</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>A Chopra</td>\n",
       "      <td>1977-09-19</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>A Choudhary</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>A Dananjaya</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>A Flintoff</td>\n",
       "      <td>1977-12-06</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>England</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>A Hales</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>A Joseph</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>A Kumble</td>\n",
       "      <td>1970-10-17</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>A Mishra</td>\n",
       "      <td>1982-11-24</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>A Mithun</td>\n",
       "      <td>1989-10-25</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>A Mukund</td>\n",
       "      <td>1990-01-06</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>A Nehra</td>\n",
       "      <td>1979-04-29</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Left-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>A Nel</td>\n",
       "      <td>1977-07-15</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>A Roy</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>A Singh</td>\n",
       "      <td>1981-06-21</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>A Symonds</td>\n",
       "      <td>1975-06-09</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>A Turner</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>A Uniyal</td>\n",
       "      <td>1981-11-21</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Left-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>A Zampa</td>\n",
       "      <td>1992-03-31</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>AA Bilakhia</td>\n",
       "      <td>1986-05-31</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>AA Chavan</td>\n",
       "      <td>1985-10-28</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>AA Jhunjhunwala</td>\n",
       "      <td>1982-12-01</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>AA Kazi</td>\n",
       "      <td>1989-09-29</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>AA Noffke</td>\n",
       "      <td>1977-04-30</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>AB Agarkar</td>\n",
       "      <td>1977-12-04</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>AB Barath</td>\n",
       "      <td>1990-04-14</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>AB de Villiers</td>\n",
       "      <td>1984-02-17</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>AB Dinda</td>\n",
       "      <td>1984-03-25</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>AB McDonald</td>\n",
       "      <td>1981-06-05</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Abdur Razzak</td>\n",
       "      <td>1982-06-15</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>Bangladesh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>AC Blizzard</td>\n",
       "      <td>1984-06-27</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>AC Gilchrist</td>\n",
       "      <td>1971-11-14</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>AC Thomas</td>\n",
       "      <td>1977-02-09</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>England</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>AC Voges</td>\n",
       "      <td>1979-10-04</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>AD Mascarenhas</td>\n",
       "      <td>1977-10-30</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>England</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>AD Mathews</td>\n",
       "      <td>1987-06-02</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>AD Nath</td>\n",
       "      <td>1993-05-10</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>AD Russell</td>\n",
       "      <td>1988-04-29</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>AF Milne</td>\n",
       "      <td>1992-04-13</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>AG Murtaza</td>\n",
       "      <td>1990-01-01</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>AG Paunikar</td>\n",
       "      <td>1988-04-18</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>AJ Finch</td>\n",
       "      <td>1986-11-17</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>AJ Tye</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>AL Menaria</td>\n",
       "      <td>1990-10-29</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>AM Nayar</td>\n",
       "      <td>1983-10-08</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>AM Rahane</td>\n",
       "      <td>1988-06-06</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>AM Salvi</td>\n",
       "      <td>1981-10-20</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>AN Ahmed</td>\n",
       "      <td>1988-11-05</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>AN Ghosh</td>\n",
       "      <td>1986-10-19</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Anand Rajan</td>\n",
       "      <td>1987-04-17</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Anirudh Singh</td>\n",
       "      <td>1980-08-02</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Ankit Sharma</td>\n",
       "      <td>1991-04-20</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Ankit Soni</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Anureet Singh</td>\n",
       "      <td>1988-03-02</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>AP Dole</td>\n",
       "      <td>1987-10-09</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>AP Majumdar</td>\n",
       "      <td>1984-04-30</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>AP Tare</td>\n",
       "      <td>1987-11-07</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>AR Bawne</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>AR Patel</td>\n",
       "      <td>1994-01-20</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>AS Rajpoot</td>\n",
       "      <td>1993-12-04</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>AS Raut</td>\n",
       "      <td>1987-03-03</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>AS Yadav</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>AT Rayudu</td>\n",
       "      <td>1985-09-23</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>AUK Pathan</td>\n",
       "      <td>1984-06-17</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>AV Wankhade</td>\n",
       "      <td>1992-03-14</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Avesh Khan</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Azhar Mahmood</td>\n",
       "      <td>1975-02-28</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Pakistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>B Akhil</td>\n",
       "      <td>1977-10-07</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>B Aparajith</td>\n",
       "      <td>1994-07-08</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>B Chipli</td>\n",
       "      <td>1983-01-27</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>B Geeves</td>\n",
       "      <td>1982-06-13</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>B Kumar</td>\n",
       "      <td>1990-02-05</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>B Laughlin</td>\n",
       "      <td>1982-10-03</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>B Lee</td>\n",
       "      <td>1976-11-08</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>B Stanlake</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>B Sumanth</td>\n",
       "      <td>1988-05-10</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>BA Bhatt</td>\n",
       "      <td>1990-05-13</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>BA Stokes</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Basil Thampi</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>BAW Mendis</td>\n",
       "      <td>1985-03-11</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>BB McCullum</td>\n",
       "      <td>1981-09-27</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>BB Samantray</td>\n",
       "      <td>1988-12-14</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>BB Sran</td>\n",
       "      <td>1992-12-10</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>BCJ Cutting</td>\n",
       "      <td>1987-01-30</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>BE Hendricks</td>\n",
       "      <td>1990-06-08</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Bipul Sharma</td>\n",
       "      <td>1983-09-28</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>BJ Haddin</td>\n",
       "      <td>1977-10-23</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>BJ Hodge</td>\n",
       "      <td>1974-12-29</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>BJ Rohrer</td>\n",
       "      <td>1981-03-26</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>BMAJ Mendis</td>\n",
       "      <td>1983-01-15</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>BR Dunk</td>\n",
       "      <td>1987-03-11</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>BW Hilfenhaus</td>\n",
       "      <td>1983-03-15</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>C de Grandhomme</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>C Ganapathy</td>\n",
       "      <td>1981-06-10</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>C Ingram</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>C Madan</td>\n",
       "      <td>1982-10-15</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>C Munro</td>\n",
       "      <td>1987-03-11</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>C Nanda</td>\n",
       "      <td>1979-03-29</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>CA Ingram</td>\n",
       "      <td>1985-07-03</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>CA Lynn</td>\n",
       "      <td>1990-04-10</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>CA Pujara</td>\n",
       "      <td>1988-01-25</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>1979-09-21</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>CH Morris</td>\n",
       "      <td>1987-04-30</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>CJ Anderson</td>\n",
       "      <td>1990-12-13</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm medium-fast</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>CJ Ferguson</td>\n",
       "      <td>1984-11-21</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>CJ Jordan</td>\n",
       "      <td>1988-10-04</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>England</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>CJ McKay</td>\n",
       "      <td>1983-02-20</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>CK Kapugedera</td>\n",
       "      <td>1987-02-24</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>CK Langeveldt</td>\n",
       "      <td>1974-12-17</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>England</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>CL White</td>\n",
       "      <td>1983-08-18</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>CM Gautam</td>\n",
       "      <td>1986-03-08</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>CR Brathwaite</td>\n",
       "      <td>1988-07-18</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>CR Woakes</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>CRD Fernando</td>\n",
       "      <td>1979-07-19</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>D du Preez</td>\n",
       "      <td>1981-11-08</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>D Kalyankrishna</td>\n",
       "      <td>1983-12-16</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>D Salunkhe</td>\n",
       "      <td>1982-11-12</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>D Shorey</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>D Short</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>D Wiese</td>\n",
       "      <td>1985-05-18</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>D Willey</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>DA Miller</td>\n",
       "      <td>1989-06-10</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>DA Warner</td>\n",
       "      <td>1986-10-27</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>DAJ Bracewell</td>\n",
       "      <td>1990-09-28</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>DB Das</td>\n",
       "      <td>1986-09-22</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>DB Ravi Teja</td>\n",
       "      <td>1987-09-05</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>DE Bollinger</td>\n",
       "      <td>1981-07-24</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>DH Yagnik</td>\n",
       "      <td>1983-06-22</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>DJ Bravo</td>\n",
       "      <td>1983-10-07</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>DJ Harris</td>\n",
       "      <td>1979-12-31</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>DJ Hooda</td>\n",
       "      <td>1995-04-19</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>DJ Hussey</td>\n",
       "      <td>1977-07-15</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>DJ Jacobs</td>\n",
       "      <td>1982-11-04</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>DJ Muthuswami</td>\n",
       "      <td>1981-03-09</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>DJ Thornely</td>\n",
       "      <td>1978-10-01</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>DJG Sammy</td>\n",
       "      <td>1983-12-20</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>DL Chahar</td>\n",
       "      <td>1992-08-07</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>DL Vettori</td>\n",
       "      <td>1979-01-27</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>DM Bravo</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>DNT Zoysa</td>\n",
       "      <td>1978-05-13</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>DP Nannes</td>\n",
       "      <td>1976-05-16</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Left-arm fast</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>DP Vijaykumar</td>\n",
       "      <td>1986-10-20</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>DPMD Jayawardene</td>\n",
       "      <td>1977-05-27</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>DR Martyn</td>\n",
       "      <td>1971-10-21</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>DR Smith</td>\n",
       "      <td>1983-04-12</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>DS Kulkarni</td>\n",
       "      <td>1988-12-10</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>DS Lehmann</td>\n",
       "      <td>1970-02-05</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>DT Christian</td>\n",
       "      <td>1983-05-04</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>DT Patil</td>\n",
       "      <td>1984-12-06</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>DW Steyn</td>\n",
       "      <td>1983-06-27</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>E Lewis</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>EJG Morgan</td>\n",
       "      <td>1986-09-10</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>England</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>ER Dwivedi</td>\n",
       "      <td>1988-07-22</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>F Behardien</td>\n",
       "      <td>1983-10-09</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>F du Plessis</td>\n",
       "      <td>1984-07-13</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>FH Edwards</td>\n",
       "      <td>1982-02-06</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>FY Fazal</td>\n",
       "      <td>1985-09-07</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>G Gambhir</td>\n",
       "      <td>1981-10-14</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Gagandeep Singh</td>\n",
       "      <td>1981-10-03</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>GB Hogg</td>\n",
       "      <td>1971-02-06</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm chinaman</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>GC Smith</td>\n",
       "      <td>1981-02-01</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>GD McGrath</td>\n",
       "      <td>1970-02-09</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>GH Vihari</td>\n",
       "      <td>1993-10-13</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>GJ Bailey</td>\n",
       "      <td>1982-09-07</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>GJ Maxwell</td>\n",
       "      <td>1988-10-14</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>GR Napier</td>\n",
       "      <td>1980-01-06</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>England</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>GS Sandhu</td>\n",
       "      <td>1993-06-14</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>Gurkeerat Singh</td>\n",
       "      <td>1990-06-29</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>H Brar</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>H Das</td>\n",
       "      <td>1986-12-10</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>H Gurney</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>H Klaasen</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>H Vihari</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>H Viljoen</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Harbhajan Singh</td>\n",
       "      <td>1980-07-03</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Harmeet Singh</td>\n",
       "      <td>1992-09-07</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Harmeet Singh (2)</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Harpreet Singh</td>\n",
       "      <td>1991-08-11</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>HH Gibbs</td>\n",
       "      <td>1974-02-23</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm bowler</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>HH Pandya</td>\n",
       "      <td>1993-10-11</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>HM Amla</td>\n",
       "      <td>1983-03-31</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>HV Patel</td>\n",
       "      <td>1990-11-23</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>I Malhotra</td>\n",
       "      <td>1984-05-23</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>I Sharma</td>\n",
       "      <td>1988-09-02</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>I Sodhi</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>IC Pandey</td>\n",
       "      <td>1989-08-15</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>IK Pathan</td>\n",
       "      <td>1984-10-27</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Imran Tahir</td>\n",
       "      <td>1979-03-27</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Iqbal Abdulla</td>\n",
       "      <td>1989-12-02</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>IR Jaggi</td>\n",
       "      <td>1989-01-27</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Ishan Kishan</td>\n",
       "      <td>1998-07-18</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>J Archer</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>J Arunkumar</td>\n",
       "      <td>1975-01-18</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>J Bairstow</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>J Behrendorff</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>J Botha</td>\n",
       "      <td>1982-05-02</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>J Dala</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Right-arm Medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>J Denly</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>J Searles</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>J Suchith</td>\n",
       "      <td>1994-01-16</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>J Syed Mohammad</td>\n",
       "      <td>1983-06-03</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>J Theron</td>\n",
       "      <td>1985-07-24</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>J Yadav</td>\n",
       "      <td>1990-01-22</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>JA Morkel</td>\n",
       "      <td>1981-06-10</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>Jaskaran Singh</td>\n",
       "      <td>1989-09-04</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>JC Buttler</td>\n",
       "      <td>1990-09-08</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>England</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>JD Ryder</td>\n",
       "      <td>1984-08-06</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>JD Unadkat</td>\n",
       "      <td>1991-10-18</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Left-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>JDP Oram</td>\n",
       "      <td>1978-07-28</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>JDS Neesham</td>\n",
       "      <td>1990-09-17</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>JE Taylor</td>\n",
       "      <td>1984-06-22</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>JEC Franklin</td>\n",
       "      <td>1980-11-07</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm medium</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>JH Kallis</td>\n",
       "      <td>1975-10-16</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>JJ Bumrah</td>\n",
       "      <td>1993-12-06</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>JJ Roy</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>JJ van der Wath</td>\n",
       "      <td>1978-01-10</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>JM Kemp</td>\n",
       "      <td>1977-10-02</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>JO Holder</td>\n",
       "      <td>1991-11-05</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>Joginder Sharma</td>\n",
       "      <td>1983-10-23</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>JP Duminy</td>\n",
       "      <td>1984-04-14</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>JP Faulkner</td>\n",
       "      <td>1990-04-29</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>JR Hopes</td>\n",
       "      <td>1978-10-24</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>JW Hastings</td>\n",
       "      <td>1985-11-04</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>K Ahmed</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>K Goel</td>\n",
       "      <td>1986-12-24</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>K Gowtham</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>K Khejroliya</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>K Paul</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>K Rabada</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>K Santokie</td>\n",
       "      <td>1984-12-20</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm medium</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>K Upadhyay</td>\n",
       "      <td>1986-06-18</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>KA Pollard</td>\n",
       "      <td>1987-05-12</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>KAJ Roach</td>\n",
       "      <td>1988-06-30</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>Kamran Akmal</td>\n",
       "      <td>1982-01-13</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pakistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Kamran Khan</td>\n",
       "      <td>1991-03-10</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Karanveer Singh</td>\n",
       "      <td>1987-11-08</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>KB Arun Karthik</td>\n",
       "      <td>1986-02-15</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>KC Cariappa</td>\n",
       "      <td>1994-04-13</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>KC Sangakkara</td>\n",
       "      <td>1977-10-27</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>KD Karthik</td>\n",
       "      <td>1985-06-01</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>KH Devdhar</td>\n",
       "      <td>1989-12-14</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>KH Pandya</td>\n",
       "      <td>1991-03-24</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>KJ Abbott</td>\n",
       "      <td>1987-06-18</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>KK Cooper</td>\n",
       "      <td>1989-02-16</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>KK Nair</td>\n",
       "      <td>1991-12-06</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>1992-04-18</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>KM Asif</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>KM Jadhav</td>\n",
       "      <td>1985-03-26</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>KMDN Kulasekara</td>\n",
       "      <td>1982-07-22</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>KP Appanna</td>\n",
       "      <td>1988-12-20</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>KP Pietersen</td>\n",
       "      <td>1980-06-27</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>KS Williamson</td>\n",
       "      <td>1990-08-08</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>Kuldeep Yadav</td>\n",
       "      <td>1994-12-14</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm chinaman</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>KV Sharma</td>\n",
       "      <td>1987-10-23</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>KW Richardson</td>\n",
       "      <td>1991-02-12</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>L Ablish</td>\n",
       "      <td>1982-12-03</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>L Balaji</td>\n",
       "      <td>1981-09-27</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>L Ferguson</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>L Livingstone</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>L Ngidi</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>L Plunkett</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>L Ronchi</td>\n",
       "      <td>1981-04-23</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>LA Carseldine</td>\n",
       "      <td>1975-11-17</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>LA Pomersbach</td>\n",
       "      <td>1984-09-28</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>LH Ferguson</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>LJ Wright</td>\n",
       "      <td>1985-03-07</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>England</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>LMP Simmons</td>\n",
       "      <td>1985-01-25</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>LPC Silva</td>\n",
       "      <td>1979-12-14</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>LR Shukla</td>\n",
       "      <td>1981-05-06</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>LRPL Taylor</td>\n",
       "      <td>1984-03-08</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>M Ali</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>M Ashwin</td>\n",
       "      <td>1990-09-08</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>M de Lange</td>\n",
       "      <td>1990-10-13</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>M Kaif</td>\n",
       "      <td>1980-12-01</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>M Kartik</td>\n",
       "      <td>1976-09-11</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>M Klinger</td>\n",
       "      <td>1980-07-04</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>M Lomror</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>M Manhas</td>\n",
       "      <td>1979-10-12</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>M Markande</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>M Morkel</td>\n",
       "      <td>1984-10-06</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>M Muralitharan</td>\n",
       "      <td>1972-04-17</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>M Ntini</td>\n",
       "      <td>1977-07-06</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>M Rawat</td>\n",
       "      <td>1985-10-25</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>M Santner</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>M Ur Rahman</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>M Vijay</td>\n",
       "      <td>1984-04-01</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>M Vohra</td>\n",
       "      <td>1993-07-18</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>M Wood</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>1991-02-16</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>MA Khote</td>\n",
       "      <td>1980-04-22</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>MA Starc</td>\n",
       "      <td>1990-01-30</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm fast</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>Mandeep Singh</td>\n",
       "      <td>1991-12-18</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>Mashrafe Mortaza</td>\n",
       "      <td>1983-10-05</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Bangladesh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>MB Parmar</td>\n",
       "      <td>1988-04-12</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>MC Henriques</td>\n",
       "      <td>1987-02-01</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>MC Juneja</td>\n",
       "      <td>1990-09-12</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>MD Mishra</td>\n",
       "      <td>1984-02-09</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>MDKJ Perera</td>\n",
       "      <td>1990-08-17</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>MEK Hussey</td>\n",
       "      <td>1975-05-27</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>MF Maharoof</td>\n",
       "      <td>1984-09-07</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>MG Johnson</td>\n",
       "      <td>1981-11-02</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm fast</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>MG Neser</td>\n",
       "      <td>1990-03-29</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>Misbah-ul-Haq</td>\n",
       "      <td>1974-05-28</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>Pakistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>MJ Clarke</td>\n",
       "      <td>1981-04-02</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>MJ Guptill</td>\n",
       "      <td>1986-09-30</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>MJ Henry</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>MJ Lumb</td>\n",
       "      <td>1980-02-12</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>England</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>MJ McClenaghan</td>\n",
       "      <td>1986-06-11</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>MK Pandey</td>\n",
       "      <td>1989-09-10</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>MK Tiwary</td>\n",
       "      <td>1985-11-14</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>ML Hayden</td>\n",
       "      <td>1971-10-29</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>MM Patel</td>\n",
       "      <td>1983-07-12</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>MM Sharma</td>\n",
       "      <td>1988-09-18</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>MN Samuels</td>\n",
       "      <td>1981-02-05</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>MN van Wyk</td>\n",
       "      <td>1979-03-20</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>Mohammad Ashraful</td>\n",
       "      <td>1984-07-07</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>Bangladesh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>Mohammad Asif</td>\n",
       "      <td>1982-12-20</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Pakistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>Mohammad Hafeez</td>\n",
       "      <td>1980-10-17</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>Pakistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>Mohammad Nabi</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>Mohammed Shami</td>\n",
       "      <td>1990-09-03</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Mohammed Siraj</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>MP Stoinis</td>\n",
       "      <td>1989-08-16</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>MR Marsh</td>\n",
       "      <td>1991-10-20</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>MS Bisla</td>\n",
       "      <td>1984-12-27</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>MS Dhoni</td>\n",
       "      <td>1981-07-07</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>MS Gony</td>\n",
       "      <td>1984-01-04</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>MS Wade</td>\n",
       "      <td>1987-12-26</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>Mustafizur Rahman</td>\n",
       "      <td>1995-09-06</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>Bangladesh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>MV Boucher</td>\n",
       "      <td>1976-12-03</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>N Naik</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>N Pooran</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>N Rana</td>\n",
       "      <td>1993-12-27</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>N Saini</td>\n",
       "      <td>1988-10-28</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>NB Singh</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>ND Doshi</td>\n",
       "      <td>1978-10-06</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>Niraj Patel</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>NJ Maddinson</td>\n",
       "      <td>1991-12-21</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>NJ Rimmington</td>\n",
       "      <td>1982-11-11</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>NK Patel</td>\n",
       "      <td>1981-03-26</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>NL McCullum</td>\n",
       "      <td>1980-09-01</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>NLTC Perera</td>\n",
       "      <td>1989-04-03</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>NM Coulter-Nile</td>\n",
       "      <td>1987-10-11</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>NS Naik</td>\n",
       "      <td>1994-11-09</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>NV Ojha</td>\n",
       "      <td>1983-07-20</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>O Thomas</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>OA Shah</td>\n",
       "      <td>1978-10-22</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>England</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>P Amarnath</td>\n",
       "      <td>1982-06-01</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>P Awana</td>\n",
       "      <td>1986-07-19</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>P Chopra</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>P Dharmani</td>\n",
       "      <td>1974-09-27</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>P Dogra</td>\n",
       "      <td>1984-11-19</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>P Krishna</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>P Kumar</td>\n",
       "      <td>1986-10-02</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>P Negi</td>\n",
       "      <td>1993-01-06</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>P Parameswaran</td>\n",
       "      <td>1985-05-30</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Left-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>P Prasanth</td>\n",
       "      <td>1985-05-22</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>P R Barman</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>P Raj</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Left-arm medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>P Sahu</td>\n",
       "      <td>1985-08-21</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>P Shaw</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>P Suyal</td>\n",
       "      <td>1989-10-15</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Left-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>PA Patel</td>\n",
       "      <td>1985-03-09</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>PA Reddy</td>\n",
       "      <td>1991-02-11</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>Pankaj Singh</td>\n",
       "      <td>1985-05-06</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>Parvez Rasool</td>\n",
       "      <td>1989-02-13</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>PC Valthaty</td>\n",
       "      <td>1983-12-07</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>PD Collingwood</td>\n",
       "      <td>1976-05-26</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>England</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>PJ Cummins</td>\n",
       "      <td>1993-05-08</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>PJ Sangwan</td>\n",
       "      <td>1990-11-05</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Left-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>PM Sarvesh Kumar</td>\n",
       "      <td>1989-04-26</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>PP Chawla</td>\n",
       "      <td>1988-12-24</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>PP Ojha</td>\n",
       "      <td>1986-09-05</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>PR Shah</td>\n",
       "      <td>1987-11-03</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>PSP Handscomb</td>\n",
       "      <td>1991-04-26</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>PV Tambe</td>\n",
       "      <td>1971-10-08</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>Q de Kock</td>\n",
       "      <td>1992-12-17</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>R Ashwin</td>\n",
       "      <td>1986-09-17</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>R Bhatia</td>\n",
       "      <td>1979-10-22</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>R Bhui</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>R Bishnoi</td>\n",
       "      <td>1987-10-08</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>R Dhawan</td>\n",
       "      <td>1990-02-19</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>R Dravid</td>\n",
       "      <td>1973-01-11</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>R McLaren</td>\n",
       "      <td>1983-02-09</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>R Ninan</td>\n",
       "      <td>1985-11-19</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>R Parag</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>R Rampaul</td>\n",
       "      <td>1984-10-15</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>R Salam</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm Fast</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>R Sathish</td>\n",
       "      <td>1981-01-14</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>R Sharma</td>\n",
       "      <td>1987-04-30</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>R Shukla</td>\n",
       "      <td>1990-08-28</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>R Singh</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>R Tewatia</td>\n",
       "      <td>1993-05-20</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>R Vinay Kumar</td>\n",
       "      <td>1984-02-12</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>RA Jadeja</td>\n",
       "      <td>1988-12-06</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>RA Shaikh</td>\n",
       "      <td>1985-06-12</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>RA Tripathi</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>Rashid Khan</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>RD Chahar</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>RE Levi</td>\n",
       "      <td>1988-01-14</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>RE van der Merwe</td>\n",
       "      <td>1984-12-31</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>RG More</td>\n",
       "      <td>1992-02-02</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>RG Sharma</td>\n",
       "      <td>1987-04-30</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>RJ Harris</td>\n",
       "      <td>1979-10-11</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>RJ Peterson</td>\n",
       "      <td>1979-08-04</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>RJ Quiney</td>\n",
       "      <td>1982-08-20</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>RN ten Doeschate</td>\n",
       "      <td>1980-06-30</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>Netherlands</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>RP Singh</td>\n",
       "      <td>1985-12-06</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>RR Bhatkal</td>\n",
       "      <td>1985-09-01</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>RR Bose</td>\n",
       "      <td>1979-02-27</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>RR Pant</td>\n",
       "      <td>1997-10-04</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>RR Powar</td>\n",
       "      <td>1978-05-20</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>RR Raje</td>\n",
       "      <td>1986-09-03</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>RR Rossouw</td>\n",
       "      <td>1989-10-09</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>RR Sarwan</td>\n",
       "      <td>1980-06-23</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>RS Bopara</td>\n",
       "      <td>1985-05-04</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>England</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>RS Gavaskar</td>\n",
       "      <td>1976-02-20</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>RS Sodhi</td>\n",
       "      <td>1980-10-18</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>RT Ponting</td>\n",
       "      <td>1974-12-19</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>RV Gomez</td>\n",
       "      <td>1985-10-16</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>RV Pawar</td>\n",
       "      <td>1979-09-06</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>RV Uthappa</td>\n",
       "      <td>1985-11-11</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>RW Price</td>\n",
       "      <td>1976-06-12</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>Zimbabwea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>S Anirudha</td>\n",
       "      <td>1987-04-14</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>S Aravind</td>\n",
       "      <td>1984-04-08</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>S Badree</td>\n",
       "      <td>1981-03-09</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>S Badrinath</td>\n",
       "      <td>1980-08-30</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>S Chanderpaul</td>\n",
       "      <td>1974-08-16</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>S Curran</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm medium-fast</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>1985-12-05</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>S Dube</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>S Gill</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1993-09-04</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>S Hetmyer</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>S Kaul</td>\n",
       "      <td>1990-05-19</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>S Kaushik</td>\n",
       "      <td>1995-09-07</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Slow left-arm chinaman</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>S Kuggeleijn</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>S Ladda</td>\n",
       "      <td>1986-07-10</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>S Lamichhane</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>S Mavi</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>S Midhun</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>S Nadeem</td>\n",
       "      <td>1989-08-12</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>S Narwal</td>\n",
       "      <td>1982-04-16</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>S Rana</td>\n",
       "      <td>1984-09-18</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>S Randiv</td>\n",
       "      <td>1985-01-30</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>S Rutherford</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>S Sharma</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>S Singh</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>S Sohal</td>\n",
       "      <td>1987-11-10</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>S Sreesanth</td>\n",
       "      <td>1983-02-06</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>S Sriram</td>\n",
       "      <td>1976-02-21</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>S Tyagi</td>\n",
       "      <td>1987-09-17</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>S Vidyut</td>\n",
       "      <td>1981-12-03</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>S Warrier</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>SA Abbott</td>\n",
       "      <td>1992-02-29</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>SA Asnodkar</td>\n",
       "      <td>1984-03-29</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>SA Yadav</td>\n",
       "      <td>1990-09-14</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>Sachin Baby</td>\n",
       "      <td>1988-12-18</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>Salman Butt</td>\n",
       "      <td>1984-10-07</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>Pakistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>Sandeep Sharma</td>\n",
       "      <td>1993-05-18</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>SB Bangar</td>\n",
       "      <td>1972-10-11</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>SB Jakati</td>\n",
       "      <td>1980-11-27</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>SB Joshi</td>\n",
       "      <td>1970-06-06</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>SB Styris</td>\n",
       "      <td>1975-07-10</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>SB Wagh</td>\n",
       "      <td>1988-10-09</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>SC Ganguly</td>\n",
       "      <td>1972-07-08</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>SD Chitnis</td>\n",
       "      <td>1987-05-06</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>SD Lad</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>SE Bond</td>\n",
       "      <td>1975-06-07</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>SE Marsh</td>\n",
       "      <td>1983-07-09</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>Shahid Afridi</td>\n",
       "      <td>1980-03-01</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>Pakistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>Shakib Al Hasan</td>\n",
       "      <td>1987-03-24</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>Bangladesh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>Shivam Sharma</td>\n",
       "      <td>1993-09-09</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>Shoaib Ahmed</td>\n",
       "      <td>1990-08-17</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Pakistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>Shoaib Akhtar</td>\n",
       "      <td>1975-08-13</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>Pakistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>Shoaib Malik</td>\n",
       "      <td>1982-02-01</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>Pakistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>SJ Srivastava</td>\n",
       "      <td>1981-09-22</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>SK Raina</td>\n",
       "      <td>1986-11-27</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>SK Trivedi</td>\n",
       "      <td>1982-09-04</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>SK Warne</td>\n",
       "      <td>1969-09-13</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>SL Malinga</td>\n",
       "      <td>1983-08-28</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>SM Boland</td>\n",
       "      <td>1989-04-11</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>SM Harwood</td>\n",
       "      <td>1974-03-01</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>SM Katich</td>\n",
       "      <td>1975-08-21</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm chinaman</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>SM Pollock</td>\n",
       "      <td>1973-07-16</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>SMSM Senanayake</td>\n",
       "      <td>1985-02-09</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>SN Khan</td>\n",
       "      <td>1997-10-27</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>SN Thakur</td>\n",
       "      <td>1991-10-16</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>Sohail Tanvir</td>\n",
       "      <td>1984-12-12</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm medium-fast</td>\n",
       "      <td>Pakistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>SP Fleming</td>\n",
       "      <td>1973-04-01</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>SP Goswami</td>\n",
       "      <td>1989-05-18</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>SP Jackson</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>SP Narine</td>\n",
       "      <td>1988-05-26</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>West Indies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>SPD Smith</td>\n",
       "      <td>1989-06-02</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>SR Tendulkar</td>\n",
       "      <td>1973-04-24</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>SR Watson</td>\n",
       "      <td>1981-06-17</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>SS Agarwal</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>SS Iyer</td>\n",
       "      <td>1994-12-06</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>SS Mundhe</td>\n",
       "      <td>1988-10-27</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>SS Sarkar</td>\n",
       "      <td>1984-12-15</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>SS Shaikh</td>\n",
       "      <td>1987-01-18</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>SS Tiwary</td>\n",
       "      <td>1989-12-30</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>ST Jayasuriya</td>\n",
       "      <td>1969-06-30</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>STR Binny</td>\n",
       "      <td>1984-06-03</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>Sunny Gupta</td>\n",
       "      <td>1988-09-27</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>Sunny Singh</td>\n",
       "      <td>1986-12-18</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>SV Samson</td>\n",
       "      <td>1994-11-11</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>SW Billings</td>\n",
       "      <td>1991-06-15</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>England</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>SW Tait</td>\n",
       "      <td>1983-02-22</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>Swapnil Singh</td>\n",
       "      <td>1991-01-22</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>T Curran</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>T Henderson</td>\n",
       "      <td>1974-08-01</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>T Kohli</td>\n",
       "      <td>1988-12-17</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>T Mishra</td>\n",
       "      <td>1986-12-22</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>T Natarajan</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>T Shamsi</td>\n",
       "      <td>1990-02-18</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Slow left-arm chinaman</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>T Taibu</td>\n",
       "      <td>1983-05-14</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Zimbabwea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>T Thushara</td>\n",
       "      <td>1981-03-01</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>TA Boult</td>\n",
       "      <td>1989-07-22</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>TD Paine</td>\n",
       "      <td>1984-12-08</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>Tejas Baroka</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>TG Southee</td>\n",
       "      <td>1988-12-11</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>New Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>TL Suman</td>\n",
       "      <td>1983-12-15</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>TM Dilshan</td>\n",
       "      <td>1976-10-14</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>TM Head</td>\n",
       "      <td>1993-12-29</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>TM Srivastava</td>\n",
       "      <td>1989-11-07</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>TP Sudhindra</td>\n",
       "      <td>1984-04-24</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>TR Birt</td>\n",
       "      <td>1981-12-09</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>TS Mills</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>Left-arm fast</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>U Kaul</td>\n",
       "      <td>1987-12-02</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>UA Birla</td>\n",
       "      <td>1989-11-17</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>UBT Chand</td>\n",
       "      <td>1993-03-26</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>Umar Gul</td>\n",
       "      <td>1984-04-14</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>Pakistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>UT Khawaja</td>\n",
       "      <td>1986-12-18</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Australia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>UT Yadav</td>\n",
       "      <td>1987-10-25</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast-medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>V Chakravarthy</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>V Kohli</td>\n",
       "      <td>1988-11-05</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>V Pratap Singh</td>\n",
       "      <td>1992-05-03</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>V Sehwag</td>\n",
       "      <td>1978-10-20</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>V Shankar</td>\n",
       "      <td>1991-01-26</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>VH Zol</td>\n",
       "      <td>1994-11-23</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>Vishnu Vinod</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Right_hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>VR Aaron</td>\n",
       "      <td>1989-10-29</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>VRV Singh</td>\n",
       "      <td>1984-09-17</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>VS Malik</td>\n",
       "      <td>1983-05-09</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>VS Yeligati</td>\n",
       "      <td>1985-04-23</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>VVS Laxman</td>\n",
       "      <td>1974-11-01</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>VY Mahesh</td>\n",
       "      <td>1987-12-21</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium-fast</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>W Jaffer</td>\n",
       "      <td>1978-02-16</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>WA Mota</td>\n",
       "      <td>1981-09-20</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>550</th>\n",
       "      <td>Washington Sundar</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551</th>\n",
       "      <td>WD Parnell</td>\n",
       "      <td>1989-07-30</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm medium-fast</td>\n",
       "      <td>South Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>WP Saha</td>\n",
       "      <td>1984-10-24</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>WPUJC Vaas</td>\n",
       "      <td>1974-01-27</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>Sri Lanka</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>X Thalaivan Sargunam</td>\n",
       "      <td>1985-05-15</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>Y Gnaneswara Rao</td>\n",
       "      <td>1984-08-25</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556</th>\n",
       "      <td>Y Nagar</td>\n",
       "      <td>1990-01-06</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>557</th>\n",
       "      <td>Y Venugopal Rao</td>\n",
       "      <td>1982-02-26</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>YA Abdulla</td>\n",
       "      <td>1983-01-17</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>Yashpal Singh</td>\n",
       "      <td>1981-11-27</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>YK Pathan</td>\n",
       "      <td>1982-11-17</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm offbreak</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>Younis Khan</td>\n",
       "      <td>1977-11-29</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Right-arm medium</td>\n",
       "      <td>Pakistan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>YS Chahal</td>\n",
       "      <td>1990-07-23</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Legbreak googly</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>Yuvraj Singh</td>\n",
       "      <td>1981-12-12</td>\n",
       "      <td>Left_Hand</td>\n",
       "      <td>Slow left-arm orthodox</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>YV Takawale</td>\n",
       "      <td>1984-11-05</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>NaN</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>Z Khan</td>\n",
       "      <td>1978-10-07</td>\n",
       "      <td>Right_Hand</td>\n",
       "      <td>Left-arm fast-medium</td>\n",
       "      <td>India</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Player_Name        DOB Batting_Hand           Bowling_Skill  \\\n",
       "0          A Ashish Reddy 1991-02-24   Right_Hand        Right-arm medium   \n",
       "1              A Chandila 1983-12-05   Right_Hand      Right-arm offbreak   \n",
       "2                A Chopra 1977-09-19   Right_Hand      Right-arm offbreak   \n",
       "3             A Choudhary        NaT   Right_hand    Left-arm fast-medium   \n",
       "4             A Dananjaya        NaT   Right_Hand      Right-arm offbreak   \n",
       "5              A Flintoff 1977-12-06   Right_Hand   Right-arm fast-medium   \n",
       "6                 A Hales        NaT   Right_hand                     NaN   \n",
       "7                A Joseph        NaT   Right_Hand          Right-arm fast   \n",
       "8                A Kumble 1970-10-17   Right_Hand         Legbreak googly   \n",
       "9                A Mishra 1982-11-24   Right_Hand                Legbreak   \n",
       "10               A Mithun 1989-10-25   Right_Hand        Right-arm medium   \n",
       "11               A Mukund 1990-01-06   Right_Hand         Legbreak googly   \n",
       "12                A Nehra 1979-04-29   Right_Hand    Left-arm medium-fast   \n",
       "13                  A Nel 1977-07-15   Right_Hand   Right-arm fast-medium   \n",
       "14                  A Roy        NaT    Left_Hand  Slow left-arm orthodox   \n",
       "15                A Singh 1981-06-21   Right_Hand   Right-arm medium-fast   \n",
       "16              A Symonds 1975-06-09   Right_Hand      Right-arm offbreak   \n",
       "17               A Turner        NaT   Right_Hand                     NaN   \n",
       "18               A Uniyal 1981-11-21   Right_Hand         Left-arm medium   \n",
       "19                A Zampa 1992-03-31   Right_Hand         Legbreak googly   \n",
       "20            AA Bilakhia 1986-05-31   Right_Hand        Right-arm medium   \n",
       "21              AA Chavan 1985-10-28   Right_Hand  Slow left-arm orthodox   \n",
       "22        AA Jhunjhunwala 1982-12-01   Right_Hand      Right-arm offbreak   \n",
       "23                AA Kazi 1989-09-29   Right_Hand  Slow left-arm orthodox   \n",
       "24              AA Noffke 1977-04-30   Right_Hand   Right-arm fast-medium   \n",
       "25             AB Agarkar 1977-12-04   Right_Hand          Right-arm fast   \n",
       "26              AB Barath 1990-04-14    Left_Hand      Right-arm offbreak   \n",
       "27         AB de Villiers 1984-02-17   Right_Hand        Right-arm medium   \n",
       "28               AB Dinda 1984-03-25   Right_Hand   Right-arm medium-fast   \n",
       "29            AB McDonald 1981-06-05   Right_Hand   Right-arm fast-medium   \n",
       "30           Abdur Razzak 1982-06-15    Left_Hand  Slow left-arm orthodox   \n",
       "31            AC Blizzard 1984-06-27    Left_Hand         Left-arm medium   \n",
       "32           AC Gilchrist 1971-11-14    Left_Hand      Right-arm offbreak   \n",
       "33              AC Thomas 1977-02-09   Right_Hand   Right-arm fast-medium   \n",
       "34               AC Voges 1979-10-04   Right_Hand  Slow left-arm orthodox   \n",
       "35         AD Mascarenhas 1977-10-30   Right_Hand   Right-arm fast-medium   \n",
       "36             AD Mathews 1987-06-02   Right_Hand   Right-arm fast-medium   \n",
       "37                AD Nath 1993-05-10   Right_Hand   Right-arm medium-fast   \n",
       "38             AD Russell 1988-04-29   Right_Hand          Right-arm fast   \n",
       "39               AF Milne 1992-04-13   Right_Hand          Right-arm fast   \n",
       "40             AG Murtaza 1990-01-01    Left_Hand  Slow left-arm orthodox   \n",
       "41            AG Paunikar 1988-04-18   Right_Hand                     NaN   \n",
       "42               AJ Finch 1986-11-17   Right_Hand  Slow left-arm orthodox   \n",
       "43                 AJ Tye        NaT   Right_hand   Right-arm fast-medium   \n",
       "44             AL Menaria 1990-10-29    Left_Hand  Slow left-arm orthodox   \n",
       "45               AM Nayar 1983-10-08    Left_Hand        Right-arm medium   \n",
       "46              AM Rahane 1988-06-06   Right_Hand        Right-arm medium   \n",
       "47               AM Salvi 1981-10-20   Right_Hand        Right-arm medium   \n",
       "48               AN Ahmed 1988-11-05   Right_Hand   Right-arm medium-fast   \n",
       "49               AN Ghosh 1986-10-19   Right_Hand        Right-arm medium   \n",
       "50            Anand Rajan 1987-04-17   Right_Hand        Right-arm medium   \n",
       "51          Anirudh Singh 1980-08-02    Left_Hand        Right-arm medium   \n",
       "52           Ankit Sharma 1991-04-20    Left_Hand  Slow left-arm orthodox   \n",
       "53             Ankit Soni        NaT   Right_hand                Legbreak   \n",
       "54          Anureet Singh 1988-03-02   Right_Hand        Right-arm medium   \n",
       "55                AP Dole 1987-10-09   Right_Hand   Right-arm medium-fast   \n",
       "56            AP Majumdar 1984-04-30   Right_Hand         Legbreak googly   \n",
       "57                AP Tare 1987-11-07   Right_Hand                     NaN   \n",
       "58               AR Bawne        NaT   Right_Hand                     NaN   \n",
       "59               AR Patel 1994-01-20    Left_Hand  Slow left-arm orthodox   \n",
       "60             AS Rajpoot 1993-12-04   Right_Hand        Right-arm medium   \n",
       "61                AS Raut 1987-03-03   Right_Hand         Legbreak googly   \n",
       "62               AS Yadav        NaT   Right_hand                     NaN   \n",
       "63              AT Rayudu 1985-09-23   Right_Hand      Right-arm offbreak   \n",
       "64             AUK Pathan 1984-06-17   Right_Hand        Right-arm medium   \n",
       "65            AV Wankhade 1992-03-14   Right_Hand                     NaN   \n",
       "66             Avesh Khan        NaT   Right_Hand   Right-arm fast-medium   \n",
       "67          Azhar Mahmood 1975-02-28   Right_Hand   Right-arm fast-medium   \n",
       "68                B Akhil 1977-10-07   Right_Hand   Right-arm medium-fast   \n",
       "69            B Aparajith 1994-07-08   Right_Hand      Right-arm offbreak   \n",
       "70               B Chipli 1983-01-27   Right_Hand        Right-arm medium   \n",
       "71               B Geeves 1982-06-13   Right_Hand   Right-arm fast-medium   \n",
       "72                B Kumar 1990-02-05   Right_Hand        Right-arm medium   \n",
       "73             B Laughlin 1982-10-03   Right_Hand   Right-arm fast-medium   \n",
       "74                  B Lee 1976-11-08   Right_Hand          Right-arm fast   \n",
       "75             B Stanlake        NaT   Right_Hand          Right-arm fast   \n",
       "76              B Sumanth 1988-05-10   Right_Hand   Right-arm medium-fast   \n",
       "77               BA Bhatt 1990-05-13    Left_Hand  Slow left-arm orthodox   \n",
       "78              BA Stokes        NaT    Left_Hand   Right-arm fast-medium   \n",
       "79           Basil Thampi        NaT   Right_hand          Right-arm fast   \n",
       "80             BAW Mendis 1985-03-11   Right_Hand      Right-arm offbreak   \n",
       "81            BB McCullum 1981-09-27   Right_Hand        Right-arm medium   \n",
       "82           BB Samantray 1988-12-14   Right_Hand                     NaN   \n",
       "83                BB Sran 1992-12-10    Left_Hand         Left-arm medium   \n",
       "84            BCJ Cutting 1987-01-30   Right_Hand   Right-arm fast-medium   \n",
       "85           BE Hendricks 1990-06-08    Left_Hand    Left-arm fast-medium   \n",
       "86           Bipul Sharma 1983-09-28    Left_Hand  Slow left-arm orthodox   \n",
       "87              BJ Haddin 1977-10-23   Right_Hand                     NaN   \n",
       "88               BJ Hodge 1974-12-29   Right_Hand      Right-arm offbreak   \n",
       "89              BJ Rohrer 1981-03-26    Left_Hand      Right-arm offbreak   \n",
       "90            BMAJ Mendis 1983-01-15    Left_Hand      Right-arm offbreak   \n",
       "91                BR Dunk 1987-03-11    Left_Hand          Right-arm fast   \n",
       "92          BW Hilfenhaus 1983-03-15   Right_Hand          Right-arm fast   \n",
       "93        C de Grandhomme        NaT   Right_hand                Legbreak   \n",
       "94            C Ganapathy 1981-06-10   Right_Hand        Right-arm medium   \n",
       "95               C Ingram        NaT    Left_Hand   Right-arm fast-medium   \n",
       "96                C Madan 1982-10-15   Right_Hand                     NaN   \n",
       "97                C Munro 1987-03-11    Left_Hand   Right-arm medium-fast   \n",
       "98                C Nanda 1979-03-29   Right_Hand                Legbreak   \n",
       "99              CA Ingram 1985-07-03    Left_Hand                Legbreak   \n",
       "100               CA Lynn 1990-04-10   Right_Hand  Slow left-arm orthodox   \n",
       "101             CA Pujara 1988-01-25   Right_Hand                Legbreak   \n",
       "102              CH Gayle 1979-09-21    Left_Hand      Right-arm offbreak   \n",
       "103             CH Morris 1987-04-30   Right_Hand   Right-arm fast-medium   \n",
       "104           CJ Anderson 1990-12-13    Left_Hand    Left-arm medium-fast   \n",
       "105           CJ Ferguson 1984-11-21   Right_Hand        Right-arm medium   \n",
       "106             CJ Jordan 1988-10-04   Right_Hand   Right-arm fast-medium   \n",
       "107              CJ McKay 1983-02-20   Right_Hand   Right-arm fast-medium   \n",
       "108         CK Kapugedera 1987-02-24   Right_Hand        Right-arm medium   \n",
       "109         CK Langeveldt 1974-12-17   Right_Hand   Right-arm fast-medium   \n",
       "110              CL White 1983-08-18   Right_Hand         Legbreak googly   \n",
       "111             CM Gautam 1986-03-08   Right_Hand                     NaN   \n",
       "112         CR Brathwaite 1988-07-18   Right_Hand   Right-arm fast-medium   \n",
       "113             CR Woakes        NaT   Right_hand   Right-arm fast-medium   \n",
       "114          CRD Fernando 1979-07-19   Right_Hand   Right-arm fast-medium   \n",
       "115            D du Preez 1981-11-08   Right_Hand   Right-arm fast-medium   \n",
       "116       D Kalyankrishna 1983-12-16   Right_Hand   Right-arm medium-fast   \n",
       "117            D Salunkhe 1982-11-12   Right_Hand                Legbreak   \n",
       "118              D Shorey        NaT   Right_hand                     NaN   \n",
       "119               D Short        NaT    Left_Hand  Slow left-arm orthodox   \n",
       "120               D Wiese 1985-05-18   Right_Hand   Right-arm medium-fast   \n",
       "121              D Willey        NaT   Right_Hand    Left-arm fast-medium   \n",
       "122             DA Miller 1989-06-10    Left_Hand      Right-arm offbreak   \n",
       "123             DA Warner 1986-10-27    Left_Hand                Legbreak   \n",
       "124         DAJ Bracewell 1990-09-28   Right_Hand   Right-arm fast-medium   \n",
       "125                DB Das 1986-09-22   Right_Hand         Legbreak googly   \n",
       "126          DB Ravi Teja 1987-09-05   Right_Hand         Legbreak googly   \n",
       "127          DE Bollinger 1981-07-24    Left_Hand    Left-arm fast-medium   \n",
       "128             DH Yagnik 1983-06-22    Left_Hand                     NaN   \n",
       "129              DJ Bravo 1983-10-07   Right_Hand   Right-arm medium-fast   \n",
       "130             DJ Harris 1979-12-31   Right_Hand        Right-arm medium   \n",
       "131              DJ Hooda 1995-04-19   Right_Hand      Right-arm offbreak   \n",
       "132             DJ Hussey 1977-07-15   Right_Hand      Right-arm offbreak   \n",
       "133             DJ Jacobs 1982-11-04   Right_Hand        Right-arm medium   \n",
       "134         DJ Muthuswami 1981-03-09   Right_Hand        Right-arm medium   \n",
       "135           DJ Thornely 1978-10-01   Right_Hand        Right-arm medium   \n",
       "136             DJG Sammy 1983-12-20   Right_Hand   Right-arm medium-fast   \n",
       "137             DL Chahar 1992-08-07   Right_Hand        Right-arm medium   \n",
       "138            DL Vettori 1979-01-27    Left_Hand  Slow left-arm orthodox   \n",
       "139              DM Bravo        NaT    Left_Hand                     NaN   \n",
       "140             DNT Zoysa 1978-05-13    Left_Hand    Left-arm fast-medium   \n",
       "141             DP Nannes 1976-05-16   Right_Hand           Left-arm fast   \n",
       "142         DP Vijaykumar 1986-10-20   Right_Hand        Right-arm medium   \n",
       "143      DPMD Jayawardene 1977-05-27   Right_Hand        Right-arm medium   \n",
       "144             DR Martyn 1971-10-21   Right_Hand        Right-arm medium   \n",
       "145              DR Smith 1983-04-12   Right_Hand        Right-arm medium   \n",
       "146           DS Kulkarni 1988-12-10   Right_Hand        Right-arm medium   \n",
       "147            DS Lehmann 1970-02-05    Left_Hand  Slow left-arm orthodox   \n",
       "148          DT Christian 1983-05-04   Right_Hand   Right-arm fast-medium   \n",
       "149              DT Patil 1984-12-06   Right_Hand                     NaN   \n",
       "150              DW Steyn 1983-06-27   Right_Hand          Right-arm fast   \n",
       "151               E Lewis        NaT    Left_Hand                     NaN   \n",
       "152            EJG Morgan 1986-09-10    Left_Hand        Right-arm medium   \n",
       "153            ER Dwivedi 1988-07-22   Right_Hand                     NaN   \n",
       "154           F Behardien 1983-10-09   Right_Hand   Right-arm fast-medium   \n",
       "155          F du Plessis 1984-07-13   Right_Hand                Legbreak   \n",
       "156            FH Edwards 1982-02-06   Right_Hand          Right-arm fast   \n",
       "157              FY Fazal 1985-09-07    Left_Hand        Right-arm medium   \n",
       "158             G Gambhir 1981-10-14    Left_Hand                Legbreak   \n",
       "159       Gagandeep Singh 1981-10-03   Right_Hand   Right-arm medium-fast   \n",
       "160               GB Hogg 1971-02-06    Left_Hand  Slow left-arm chinaman   \n",
       "161              GC Smith 1981-02-01    Left_Hand      Right-arm offbreak   \n",
       "162            GD McGrath 1970-02-09   Right_Hand   Right-arm fast-medium   \n",
       "163             GH Vihari 1993-10-13   Right_Hand      Right-arm offbreak   \n",
       "164             GJ Bailey 1982-09-07   Right_Hand        Right-arm medium   \n",
       "165            GJ Maxwell 1988-10-14   Right_Hand      Right-arm offbreak   \n",
       "166             GR Napier 1980-01-06   Right_Hand        Right-arm medium   \n",
       "167             GS Sandhu 1993-06-14    Left_Hand   Right-arm fast-medium   \n",
       "168       Gurkeerat Singh 1990-06-29   Right_Hand      Right-arm offbreak   \n",
       "169                H Brar        NaT    Left_Hand  Slow left-arm orthodox   \n",
       "170                 H Das 1986-12-10   Right_Hand                     NaN   \n",
       "171              H Gurney        NaT   Right_Hand   Right-arm fast-medium   \n",
       "172             H Klaasen        NaT   Right_hand                     NaN   \n",
       "173              H Vihari        NaT   Right_hand      Right-arm offbreak   \n",
       "174             H Viljoen        NaT   Right_hand          Right-arm fast   \n",
       "175       Harbhajan Singh 1980-07-03   Right_Hand      Right-arm offbreak   \n",
       "176         Harmeet Singh 1992-09-07    Left_Hand  Slow left-arm orthodox   \n",
       "177     Harmeet Singh (2)        NaT   Right_Hand   Right-arm fast-medium   \n",
       "178        Harpreet Singh 1991-08-11    Left_Hand        Right-arm medium   \n",
       "179              HH Gibbs 1974-02-23   Right_Hand        Right-arm bowler   \n",
       "180             HH Pandya 1993-10-11   Right_Hand   Right-arm medium-fast   \n",
       "181               HM Amla 1983-03-31   Right_Hand      Right-arm offbreak   \n",
       "182              HV Patel 1990-11-23   Right_Hand        Right-arm medium   \n",
       "183            I Malhotra 1984-05-23   Right_Hand   Right-arm medium-fast   \n",
       "184              I Sharma 1988-09-02   Right_Hand   Right-arm fast-medium   \n",
       "185               I Sodhi        NaT   Right_hand         Legbreak googly   \n",
       "186             IC Pandey 1989-08-15   Right_Hand        Right-arm medium   \n",
       "187             IK Pathan 1984-10-27    Left_Hand    Left-arm medium-fast   \n",
       "188           Imran Tahir 1979-03-27   Right_Hand         Legbreak googly   \n",
       "189         Iqbal Abdulla 1989-12-02    Left_Hand  Slow left-arm orthodox   \n",
       "190              IR Jaggi 1989-01-27   Right_Hand         Legbreak googly   \n",
       "191          Ishan Kishan 1998-07-18    Left_Hand                     NaN   \n",
       "192              J Archer        NaT   Right_hand          Right-arm fast   \n",
       "193           J Arunkumar 1975-01-18   Right_Hand      Right-arm offbreak   \n",
       "194            J Bairstow        NaT   Right_hand                     NaN   \n",
       "195         J Behrendorff        NaT   Right_Hand    Left-arm fast-medium   \n",
       "196               J Botha 1982-05-02   Right_Hand      Right-arm offbreak   \n",
       "197                J Dala        NaT          NaN        Right-arm Medium   \n",
       "198               J Denly        NaT   Right_hand                     NaN   \n",
       "199             J Searles        NaT   Right_hand   Right-arm fast-medium   \n",
       "200             J Suchith 1994-01-16    Left_Hand  Slow left-arm orthodox   \n",
       "201       J Syed Mohammad 1983-06-03    Left_Hand  Slow left-arm orthodox   \n",
       "202              J Theron 1985-07-24   Right_Hand   Right-arm medium-fast   \n",
       "203               J Yadav 1990-01-22   Right_Hand      Right-arm offbreak   \n",
       "204             JA Morkel 1981-06-10    Left_Hand   Right-arm medium-fast   \n",
       "205        Jaskaran Singh 1989-09-04   Right_Hand        Right-arm medium   \n",
       "206            JC Buttler 1990-09-08   Right_Hand                     NaN   \n",
       "207              JD Ryder 1984-08-06    Left_Hand        Right-arm medium   \n",
       "208            JD Unadkat 1991-10-18   Right_Hand         Left-arm medium   \n",
       "209              JDP Oram 1978-07-28    Left_Hand   Right-arm fast-medium   \n",
       "210           JDS Neesham 1990-09-17    Left_Hand        Right-arm medium   \n",
       "211             JE Taylor 1984-06-22   Right_Hand          Right-arm fast   \n",
       "212          JEC Franklin 1980-11-07    Left_Hand         Left-arm medium   \n",
       "213             JH Kallis 1975-10-16   Right_Hand   Right-arm fast-medium   \n",
       "214             JJ Bumrah 1993-12-06   Right_Hand        Right-arm medium   \n",
       "215                JJ Roy        NaT   Right_hand                     NaN   \n",
       "216       JJ van der Wath 1978-01-10   Right_Hand   Right-arm medium-fast   \n",
       "217               JM Kemp 1977-10-02   Right_Hand   Right-arm fast-medium   \n",
       "218             JO Holder 1991-11-05   Right_Hand   Right-arm medium-fast   \n",
       "219       Joginder Sharma 1983-10-23   Right_Hand   Right-arm fast-medium   \n",
       "220             JP Duminy 1984-04-14    Left_Hand      Right-arm offbreak   \n",
       "221           JP Faulkner 1990-04-29   Right_Hand    Left-arm fast-medium   \n",
       "222              JR Hopes 1978-10-24   Right_Hand        Right-arm medium   \n",
       "223           JW Hastings 1985-11-04   Right_Hand   Right-arm fast-medium   \n",
       "224               K Ahmed        NaT   Right_hand    Left-arm fast-medium   \n",
       "225                K Goel 1986-12-24    Left_Hand      Right-arm offbreak   \n",
       "226             K Gowtham        NaT   Right_hand      Right-arm offbreak   \n",
       "227          K Khejroliya        NaT   Right_Hand    Left-arm fast-medium   \n",
       "228                K Paul        NaT   Right_hand   Right-arm fast-medium   \n",
       "229              K Rabada        NaT    Left_Hand          Right-arm fast   \n",
       "230            K Santokie 1984-12-20    Left_Hand         Left-arm medium   \n",
       "231            K Upadhyay 1986-06-18   Right_Hand        Right-arm medium   \n",
       "232            KA Pollard 1987-05-12   Right_Hand   Right-arm medium-fast   \n",
       "233             KAJ Roach 1988-06-30   Right_Hand          Right-arm fast   \n",
       "234          Kamran Akmal 1982-01-13   Right_Hand                     NaN   \n",
       "235           Kamran Khan 1991-03-10    Left_Hand    Left-arm medium-fast   \n",
       "236       Karanveer Singh 1987-11-08   Right_Hand         Legbreak googly   \n",
       "237       KB Arun Karthik 1986-02-15   Right_Hand         Legbreak googly   \n",
       "238           KC Cariappa 1994-04-13   Right_Hand                Legbreak   \n",
       "239         KC Sangakkara 1977-10-27    Left_Hand      Right-arm offbreak   \n",
       "240            KD Karthik 1985-06-01   Right_Hand                     NaN   \n",
       "241            KH Devdhar 1989-12-14   Right_Hand                     NaN   \n",
       "242             KH Pandya 1991-03-24    Left_Hand  Slow left-arm orthodox   \n",
       "243             KJ Abbott 1987-06-18   Right_Hand   Right-arm fast-medium   \n",
       "244             KK Cooper 1989-02-16   Right_Hand        Right-arm medium   \n",
       "245               KK Nair 1991-12-06   Right_Hand      Right-arm offbreak   \n",
       "246              KL Rahul 1992-04-18   Right_Hand                     NaN   \n",
       "247               KM Asif        NaT   Right_Hand        Right-arm medium   \n",
       "248             KM Jadhav 1985-03-26   Right_Hand      Right-arm offbreak   \n",
       "249       KMDN Kulasekara 1982-07-22   Right_Hand   Right-arm fast-medium   \n",
       "250            KP Appanna 1988-12-20   Right_Hand  Slow left-arm orthodox   \n",
       "251          KP Pietersen 1980-06-27   Right_Hand      Right-arm offbreak   \n",
       "252         KS Williamson 1990-08-08   Right_Hand      Right-arm offbreak   \n",
       "253         Kuldeep Yadav 1994-12-14    Left_Hand  Slow left-arm chinaman   \n",
       "254             KV Sharma 1987-10-23    Left_Hand         Legbreak googly   \n",
       "255         KW Richardson 1991-02-12   Right_Hand   Right-arm fast-medium   \n",
       "256              L Ablish 1982-12-03   Right_Hand   Right-arm medium-fast   \n",
       "257              L Balaji 1981-09-27   Right_Hand   Right-arm medium-fast   \n",
       "258            L Ferguson        NaT   Right_Hand          Right-arm fast   \n",
       "259         L Livingstone        NaT   Right_hand      Right-arm offbreak   \n",
       "260               L Ngidi        NaT   Right_Hand  Slow left-arm orthodox   \n",
       "261            L Plunkett        NaT   Right_hand          Right-arm fast   \n",
       "262              L Ronchi 1981-04-23   Right_Hand          Right-arm fast   \n",
       "263         LA Carseldine 1975-11-17    Left_Hand                Legbreak   \n",
       "264         LA Pomersbach 1984-09-28    Left_Hand        Right-arm medium   \n",
       "265           LH Ferguson        NaT   Right_Hand   Right-arm fast-medium   \n",
       "266             LJ Wright 1985-03-07   Right_Hand   Right-arm medium-fast   \n",
       "267           LMP Simmons 1985-01-25   Right_Hand   Right-arm medium-fast   \n",
       "268             LPC Silva 1979-12-14   Right_Hand                Legbreak   \n",
       "269             LR Shukla 1981-05-06   Right_Hand        Right-arm medium   \n",
       "270           LRPL Taylor 1984-03-08   Right_Hand      Right-arm offbreak   \n",
       "271                 M Ali        NaT    Left_Hand      Right-arm offbreak   \n",
       "272              M Ashwin 1990-09-08   Right_Hand         Legbreak googly   \n",
       "273            M de Lange 1990-10-13   Right_Hand          Right-arm fast   \n",
       "274                M Kaif 1980-12-01   Right_Hand      Right-arm offbreak   \n",
       "275              M Kartik 1976-09-11    Left_Hand  Slow left-arm orthodox   \n",
       "276             M Klinger 1980-07-04   Right_Hand                     NaN   \n",
       "277              M Lomror        NaT    Left_Hand  Slow left-arm orthodox   \n",
       "278              M Manhas 1979-10-12   Right_Hand      Right-arm offbreak   \n",
       "279            M Markande        NaT   Right_hand         Legbreak googly   \n",
       "280              M Morkel 1984-10-06    Left_Hand          Right-arm fast   \n",
       "281        M Muralitharan 1972-04-17   Right_Hand      Right-arm offbreak   \n",
       "282               M Ntini 1977-07-06   Right_Hand          Right-arm fast   \n",
       "283               M Rawat 1985-10-25   Right_Hand                     NaN   \n",
       "284             M Santner        NaT    Left_Hand  Slow left-arm orthodox   \n",
       "285           M Ur Rahman        NaT   Right_hand      Right-arm offbreak   \n",
       "286               M Vijay 1984-04-01   Right_Hand      Right-arm offbreak   \n",
       "287               M Vohra 1993-07-18   Right_Hand        Right-arm medium   \n",
       "288                M Wood        NaT   Right_hand          Right-arm fast   \n",
       "289            MA Agarwal 1991-02-16   Right_Hand                     NaN   \n",
       "290              MA Khote 1980-04-22   Right_Hand        Right-arm medium   \n",
       "291              MA Starc 1990-01-30    Left_Hand           Left-arm fast   \n",
       "292         Mandeep Singh 1991-12-18   Right_Hand        Right-arm medium   \n",
       "293      Mashrafe Mortaza 1983-10-05   Right_Hand   Right-arm fast-medium   \n",
       "294             MB Parmar 1988-04-12   Right_Hand      Right-arm offbreak   \n",
       "295          MC Henriques 1987-02-01   Right_Hand   Right-arm fast-medium   \n",
       "296             MC Juneja 1990-09-12   Right_Hand      Right-arm offbreak   \n",
       "297             MD Mishra 1984-02-09   Right_Hand      Right-arm offbreak   \n",
       "298           MDKJ Perera 1990-08-17    Left_Hand                     NaN   \n",
       "299            MEK Hussey 1975-05-27    Left_Hand        Right-arm medium   \n",
       "300           MF Maharoof 1984-09-07   Right_Hand   Right-arm fast-medium   \n",
       "301            MG Johnson 1981-11-02    Left_Hand           Left-arm fast   \n",
       "302              MG Neser 1990-03-29   Right_Hand        Right-arm medium   \n",
       "303         Misbah-ul-Haq 1974-05-28   Right_Hand                Legbreak   \n",
       "304             MJ Clarke 1981-04-02   Right_Hand  Slow left-arm orthodox   \n",
       "305            MJ Guptill 1986-09-30   Right_Hand      Right-arm offbreak   \n",
       "306              MJ Henry        NaT   Right_Hand          Right-arm fast   \n",
       "307               MJ Lumb 1980-02-12    Left_Hand        Right-arm medium   \n",
       "308        MJ McClenaghan 1986-06-11    Left_Hand    Left-arm fast-medium   \n",
       "309             MK Pandey 1989-09-10   Right_Hand        Right-arm medium   \n",
       "310             MK Tiwary 1985-11-14   Right_Hand         Legbreak googly   \n",
       "311             ML Hayden 1971-10-29    Left_Hand        Right-arm medium   \n",
       "312              MM Patel 1983-07-12   Right_Hand   Right-arm medium-fast   \n",
       "313             MM Sharma 1988-09-18   Right_Hand        Right-arm medium   \n",
       "314            MN Samuels 1981-02-05   Right_Hand      Right-arm offbreak   \n",
       "315            MN van Wyk 1979-03-20   Right_Hand  Slow left-arm orthodox   \n",
       "316     Mohammad Ashraful 1984-07-07   Right_Hand      Right-arm offbreak   \n",
       "317         Mohammad Asif 1982-12-20    Left_Hand   Right-arm fast-medium   \n",
       "318       Mohammad Hafeez 1980-10-17   Right_Hand      Right-arm offbreak   \n",
       "319         Mohammad Nabi        NaT   Right_hand      Right-arm offbreak   \n",
       "320        Mohammed Shami 1990-09-03   Right_Hand   Right-arm fast-medium   \n",
       "321        Mohammed Siraj        NaT   Right_hand          Right-arm fast   \n",
       "322            MP Stoinis 1989-08-16   Right_Hand        Right-arm medium   \n",
       "323              MR Marsh 1991-10-20   Right_Hand        Right-arm medium   \n",
       "324              MS Bisla 1984-12-27   Right_Hand                     NaN   \n",
       "325              MS Dhoni 1981-07-07   Right_Hand        Right-arm medium   \n",
       "326               MS Gony 1984-01-04   Right_Hand        Right-arm medium   \n",
       "327               MS Wade 1987-12-26    Left_Hand        Right-arm medium   \n",
       "328     Mustafizur Rahman 1995-09-06    Left_Hand    Left-arm fast-medium   \n",
       "329            MV Boucher 1976-12-03   Right_Hand        Right-arm medium   \n",
       "330                N Naik        NaT   Right_hand                     NaN   \n",
       "331              N Pooran        NaT    Left_Hand                     NaN   \n",
       "332                N Rana 1993-12-27    Left_Hand      Right-arm offbreak   \n",
       "333               N Saini 1988-10-28   Right_Hand          Right-arm fast   \n",
       "334              NB Singh        NaT   Right_Hand          Right-arm fast   \n",
       "335              ND Doshi 1978-10-06   Right_Hand  Slow left-arm orthodox   \n",
       "336           Niraj Patel        NaT    Left_Hand                     NaN   \n",
       "337          NJ Maddinson 1991-12-21    Left_Hand  Slow left-arm orthodox   \n",
       "338         NJ Rimmington 1982-11-11   Right_Hand   Right-arm fast-medium   \n",
       "339              NK Patel 1981-03-26    Left_Hand                     NaN   \n",
       "340           NL McCullum 1980-09-01   Right_Hand      Right-arm offbreak   \n",
       "341           NLTC Perera 1989-04-03    Left_Hand   Right-arm medium-fast   \n",
       "342       NM Coulter-Nile 1987-10-11   Right_Hand          Right-arm fast   \n",
       "343               NS Naik 1994-11-09   Right_Hand                     NaN   \n",
       "344               NV Ojha 1983-07-20   Right_Hand                     NaN   \n",
       "345              O Thomas        NaT   Right_Hand          Right-arm fast   \n",
       "346               OA Shah 1978-10-22   Right_Hand      Right-arm offbreak   \n",
       "347            P Amarnath 1982-06-01   Right_Hand        Right-arm medium   \n",
       "348               P Awana 1986-07-19   Right_Hand        Right-arm medium   \n",
       "349              P Chopra        NaT   Right_hand                     NaN   \n",
       "350            P Dharmani 1974-09-27   Right_Hand                     NaN   \n",
       "351               P Dogra 1984-11-19   Right_Hand                Legbreak   \n",
       "352             P Krishna        NaT   Right_hand          Right-arm fast   \n",
       "353               P Kumar 1986-10-02   Right_Hand        Right-arm medium   \n",
       "354                P Negi 1993-01-06    Left_Hand  Slow left-arm orthodox   \n",
       "355        P Parameswaran 1985-05-30   Right_Hand         Left-arm medium   \n",
       "356            P Prasanth 1985-05-22    Left_Hand  Slow left-arm orthodox   \n",
       "357            P R Barman        NaT   Right_hand                Legbreak   \n",
       "358                 P Raj        NaT   Right_Hand         Left-arm medium   \n",
       "359                P Sahu 1985-08-21   Right_Hand         Legbreak googly   \n",
       "360                P Shaw        NaT   Right_hand                     NaN   \n",
       "361               P Suyal 1989-10-15   Right_Hand         Left-arm medium   \n",
       "362              PA Patel 1985-03-09    Left_Hand                     NaN   \n",
       "363              PA Reddy 1991-02-11   Right_Hand                Legbreak   \n",
       "364          Pankaj Singh 1985-05-06   Right_Hand   Right-arm medium-fast   \n",
       "365         Parvez Rasool 1989-02-13   Right_Hand      Right-arm offbreak   \n",
       "366           PC Valthaty 1983-12-07   Right_Hand        Right-arm medium   \n",
       "367        PD Collingwood 1976-05-26   Right_Hand        Right-arm medium   \n",
       "368            PJ Cummins 1993-05-08   Right_Hand          Right-arm fast   \n",
       "369            PJ Sangwan 1990-11-05   Right_Hand         Left-arm medium   \n",
       "370      PM Sarvesh Kumar 1989-04-26   Right_Hand        Right-arm medium   \n",
       "371             PP Chawla 1988-12-24    Left_Hand                Legbreak   \n",
       "372               PP Ojha 1986-09-05    Left_Hand  Slow left-arm orthodox   \n",
       "373               PR Shah 1987-11-03   Right_Hand                     NaN   \n",
       "374         PSP Handscomb 1991-04-26   Right_Hand                     NaN   \n",
       "375              PV Tambe 1971-10-08   Right_Hand                Legbreak   \n",
       "376             Q de Kock 1992-12-17    Left_Hand                     NaN   \n",
       "377              R Ashwin 1986-09-17   Right_Hand      Right-arm offbreak   \n",
       "378              R Bhatia 1979-10-22   Right_Hand   Right-arm medium-fast   \n",
       "379                R Bhui        NaT   Right_hand                     NaN   \n",
       "380             R Bishnoi 1987-10-08   Right_Hand   Right-arm medium-fast   \n",
       "381              R Dhawan 1990-02-19   Right_Hand   Right-arm medium-fast   \n",
       "382              R Dravid 1973-01-11   Right_Hand      Right-arm offbreak   \n",
       "383             R McLaren 1983-02-09    Left_Hand   Right-arm medium-fast   \n",
       "384               R Ninan 1985-11-19   Right_Hand      Right-arm offbreak   \n",
       "385               R Parag        NaT   Right_hand                Legbreak   \n",
       "386             R Rampaul 1984-10-15    Left_Hand   Right-arm fast-medium   \n",
       "387               R Salam        NaT   Right_Hand          Right-arm Fast   \n",
       "388             R Sathish 1981-01-14   Right_Hand        Right-arm medium   \n",
       "389              R Sharma 1987-04-30   Right_Hand      Right-arm offbreak   \n",
       "390              R Shukla 1990-08-28   Right_Hand        Right-arm medium   \n",
       "391               R Singh        NaT   Right_hand                     NaN   \n",
       "392             R Tewatia 1993-05-20    Left_Hand                Legbreak   \n",
       "393         R Vinay Kumar 1984-02-12   Right_Hand        Right-arm medium   \n",
       "394             RA Jadeja 1988-12-06    Left_Hand  Slow left-arm orthodox   \n",
       "395             RA Shaikh 1985-06-12    Left_Hand         Left-arm medium   \n",
       "396           RA Tripathi        NaT   Right_hand        Right-arm medium   \n",
       "397           Rashid Khan        NaT   Right_hand         Legbreak googly   \n",
       "398             RD Chahar        NaT   Right_hand         Legbreak googly   \n",
       "399               RE Levi 1988-01-14   Right_Hand        Right-arm medium   \n",
       "400      RE van der Merwe 1984-12-31   Right_Hand  Slow left-arm orthodox   \n",
       "401               RG More 1992-02-02   Right_Hand        Right-arm medium   \n",
       "402             RG Sharma 1987-04-30   Right_Hand      Right-arm offbreak   \n",
       "403             RJ Harris 1979-10-11   Right_Hand          Right-arm fast   \n",
       "404           RJ Peterson 1979-08-04    Left_Hand  Slow left-arm orthodox   \n",
       "405             RJ Quiney 1982-08-20    Left_Hand        Right-arm medium   \n",
       "406      RN ten Doeschate 1980-06-30   Right_Hand   Right-arm medium-fast   \n",
       "407              RP Singh 1985-12-06   Right_Hand    Left-arm fast-medium   \n",
       "408            RR Bhatkal 1985-09-01   Right_Hand        Right-arm medium   \n",
       "409               RR Bose 1979-02-27   Right_Hand   Right-arm fast-medium   \n",
       "410               RR Pant 1997-10-04    Left_Hand                     NaN   \n",
       "411              RR Powar 1978-05-20   Right_Hand      Right-arm offbreak   \n",
       "412               RR Raje 1986-09-03   Right_Hand   Right-arm fast-medium   \n",
       "413            RR Rossouw 1989-10-09    Left_Hand      Right-arm offbreak   \n",
       "414             RR Sarwan 1980-06-23   Right_Hand                Legbreak   \n",
       "415             RS Bopara 1985-05-04   Right_Hand        Right-arm medium   \n",
       "416           RS Gavaskar 1976-02-20    Left_Hand  Slow left-arm orthodox   \n",
       "417              RS Sodhi 1980-10-18   Right_Hand        Right-arm medium   \n",
       "418            RT Ponting 1974-12-19   Right_Hand        Right-arm medium   \n",
       "419              RV Gomez 1985-10-16   Right_Hand        Right-arm medium   \n",
       "420              RV Pawar 1979-09-06    Left_Hand  Slow left-arm orthodox   \n",
       "421            RV Uthappa 1985-11-11   Right_Hand        Right-arm medium   \n",
       "422              RW Price 1976-06-12   Right_Hand  Slow left-arm orthodox   \n",
       "423            S Anirudha 1987-04-14   Right_Hand                     NaN   \n",
       "424             S Aravind 1984-04-08    Left_Hand    Left-arm medium-fast   \n",
       "425              S Badree 1981-03-09   Right_Hand                Legbreak   \n",
       "426           S Badrinath 1980-08-30   Right_Hand      Right-arm offbreak   \n",
       "427         S Chanderpaul 1974-08-16    Left_Hand                Legbreak   \n",
       "428              S Curran        NaT    Left_Hand    Left-arm medium-fast   \n",
       "429              S Dhawan 1985-12-05    Left_Hand      Right-arm offbreak   \n",
       "430                S Dube        NaT    Left_Hand   Right-arm fast-medium   \n",
       "431                S Gill        NaT   Right_hand                     NaN   \n",
       "432               S Gopal 1993-09-04   Right_Hand                Legbreak   \n",
       "433             S Hetmyer        NaT    Left_Hand                     NaN   \n",
       "434                S Kaul 1990-05-19   Right_Hand        Right-arm medium   \n",
       "435             S Kaushik 1995-09-07   Right_Hand  Slow left-arm chinaman   \n",
       "436          S Kuggeleijn        NaT   Right_Hand          Right-arm fast   \n",
       "437               S Ladda 1986-07-10   Right_Hand                Legbreak   \n",
       "438          S Lamichhane        NaT   Right_hand         Legbreak googly   \n",
       "439                S Mavi        NaT   Right_hand   Right-arm fast-medium   \n",
       "440              S Midhun        NaT          NaN                Legbreak   \n",
       "441              S Nadeem 1989-08-12   Right_Hand  Slow left-arm orthodox   \n",
       "442              S Narwal 1982-04-16    Left_Hand        Right-arm medium   \n",
       "443                S Rana 1984-09-18   Right_Hand   Right-arm medium-fast   \n",
       "444              S Randiv 1985-01-30   Right_Hand      Right-arm offbreak   \n",
       "445          S Rutherford        NaT    Left_Hand   Right-arm fast-medium   \n",
       "446              S Sharma        NaT   Right_Hand   Right-arm fast-medium   \n",
       "447               S Singh        NaT   Right_hand                     NaN   \n",
       "448               S Sohal 1987-11-10   Right_Hand                Legbreak   \n",
       "449           S Sreesanth 1983-02-06   Right_Hand   Right-arm fast-medium   \n",
       "450              S Sriram 1976-02-21    Left_Hand  Slow left-arm orthodox   \n",
       "451               S Tyagi 1987-09-17   Right_Hand        Right-arm medium   \n",
       "452              S Vidyut 1981-12-03    Left_Hand  Slow left-arm orthodox   \n",
       "453             S Warrier        NaT   Right_Hand   Right-arm fast-medium   \n",
       "454             SA Abbott 1992-02-29   Right_Hand   Right-arm fast-medium   \n",
       "455           SA Asnodkar 1984-03-29   Right_Hand      Right-arm offbreak   \n",
       "456              SA Yadav 1990-09-14   Right_Hand      Right-arm offbreak   \n",
       "457           Sachin Baby 1988-12-18    Left_Hand      Right-arm offbreak   \n",
       "458           Salman Butt 1984-10-07    Left_Hand      Right-arm offbreak   \n",
       "459        Sandeep Sharma 1993-05-18   Right_Hand        Right-arm medium   \n",
       "460             SB Bangar 1972-10-11   Right_Hand   Right-arm medium-fast   \n",
       "461             SB Jakati 1980-11-27    Left_Hand  Slow left-arm orthodox   \n",
       "462              SB Joshi 1970-06-06    Left_Hand  Slow left-arm orthodox   \n",
       "463             SB Styris 1975-07-10   Right_Hand        Right-arm medium   \n",
       "464               SB Wagh 1988-10-09    Left_Hand    Left-arm medium-fast   \n",
       "465            SC Ganguly 1972-07-08    Left_Hand        Right-arm medium   \n",
       "466            SD Chitnis 1987-05-06   Right_Hand      Right-arm offbreak   \n",
       "467                SD Lad        NaT   Right_hand                     NaN   \n",
       "468               SE Bond 1975-06-07   Right_Hand          Right-arm fast   \n",
       "469              SE Marsh 1983-07-09    Left_Hand  Slow left-arm orthodox   \n",
       "470         Shahid Afridi 1980-03-01   Right_Hand         Legbreak googly   \n",
       "471       Shakib Al Hasan 1987-03-24    Left_Hand  Slow left-arm orthodox   \n",
       "472         Shivam Sharma 1993-09-09   Right_Hand      Right-arm offbreak   \n",
       "473          Shoaib Ahmed 1990-08-17   Right_Hand   Right-arm fast-medium   \n",
       "474         Shoaib Akhtar 1975-08-13   Right_Hand          Right-arm fast   \n",
       "475          Shoaib Malik 1982-02-01   Right_Hand      Right-arm offbreak   \n",
       "476         SJ Srivastava 1981-09-22   Right_Hand    Left-arm fast-medium   \n",
       "477              SK Raina 1986-11-27    Left_Hand      Right-arm offbreak   \n",
       "478            SK Trivedi 1982-09-04   Right_Hand        Right-arm medium   \n",
       "479              SK Warne 1969-09-13   Right_Hand         Legbreak googly   \n",
       "480            SL Malinga 1983-08-28   Right_Hand          Right-arm fast   \n",
       "481             SM Boland 1989-04-11   Right_Hand   Right-arm fast-medium   \n",
       "482            SM Harwood 1974-03-01   Right_Hand   Right-arm fast-medium   \n",
       "483             SM Katich 1975-08-21    Left_Hand  Slow left-arm chinaman   \n",
       "484            SM Pollock 1973-07-16   Right_Hand   Right-arm fast-medium   \n",
       "485       SMSM Senanayake 1985-02-09   Right_Hand      Right-arm offbreak   \n",
       "486               SN Khan 1997-10-27   Right_Hand                Legbreak   \n",
       "487             SN Thakur 1991-10-16   Right_Hand        Right-arm medium   \n",
       "488         Sohail Tanvir 1984-12-12    Left_Hand    Left-arm medium-fast   \n",
       "489            SP Fleming 1973-04-01    Left_Hand                     NaN   \n",
       "490            SP Goswami 1989-05-18    Left_Hand                     NaN   \n",
       "491            SP Jackson        NaT   Right_hand                     NaN   \n",
       "492             SP Narine 1988-05-26    Left_Hand      Right-arm offbreak   \n",
       "493             SPD Smith 1989-06-02   Right_Hand         Legbreak googly   \n",
       "494          SR Tendulkar 1973-04-24   Right_Hand      Right-arm offbreak   \n",
       "495             SR Watson 1981-06-17   Right_Hand   Right-arm fast-medium   \n",
       "496            SS Agarwal        NaT   Right_Hand         Legbreak googly   \n",
       "497               SS Iyer 1994-12-06   Right_Hand         Legbreak googly   \n",
       "498             SS Mundhe 1988-10-27   Right_Hand        Right-arm medium   \n",
       "499             SS Sarkar 1984-12-15   Right_Hand        Right-arm medium   \n",
       "500             SS Shaikh 1987-01-18   Right_Hand        Right-arm medium   \n",
       "501             SS Tiwary 1989-12-30    Left_Hand                     NaN   \n",
       "502         ST Jayasuriya 1969-06-30    Left_Hand  Slow left-arm orthodox   \n",
       "503             STR Binny 1984-06-03   Right_Hand        Right-arm medium   \n",
       "504           Sunny Gupta 1988-09-27   Right_Hand      Right-arm offbreak   \n",
       "505           Sunny Singh 1986-12-18   Right_Hand   Right-arm medium-fast   \n",
       "506             SV Samson 1994-11-11   Right_Hand                     NaN   \n",
       "507           SW Billings 1991-06-15   Right_Hand                     NaN   \n",
       "508               SW Tait 1983-02-22   Right_Hand          Right-arm fast   \n",
       "509         Swapnil Singh 1991-01-22   Right_Hand  Slow left-arm orthodox   \n",
       "510              T Curran        NaT   Right_hand   Right-arm fast-medium   \n",
       "511           T Henderson 1974-08-01   Right_Hand   Right-arm fast-medium   \n",
       "512               T Kohli 1988-12-17   Right_Hand        Right-arm medium   \n",
       "513              T Mishra 1986-12-22   Right_Hand   Right-arm fast-medium   \n",
       "514           T Natarajan        NaT    Left_Hand    Left-arm fast-medium   \n",
       "515              T Shamsi 1990-02-18   Right_Hand  Slow left-arm chinaman   \n",
       "516               T Taibu 1983-05-14   Right_Hand        Right-arm medium   \n",
       "517            T Thushara 1981-03-01    Left_Hand    Left-arm fast-medium   \n",
       "518              TA Boult 1989-07-22   Right_Hand    Left-arm fast-medium   \n",
       "519              TD Paine 1984-12-08   Right_Hand        Right-arm medium   \n",
       "520          Tejas Baroka        NaT          NaN         Legbreak googly   \n",
       "521            TG Southee 1988-12-11   Right_Hand   Right-arm medium-fast   \n",
       "522              TL Suman 1983-12-15   Right_Hand      Right-arm offbreak   \n",
       "523            TM Dilshan 1976-10-14   Right_Hand      Right-arm offbreak   \n",
       "524               TM Head 1993-12-29    Left_Hand      Right-arm offbreak   \n",
       "525         TM Srivastava 1989-11-07    Left_Hand        Right-arm medium   \n",
       "526          TP Sudhindra 1984-04-24    Left_Hand          Right-arm fast   \n",
       "527               TR Birt 1981-12-09    Left_Hand        Right-arm medium   \n",
       "528              TS Mills        NaT   Right_hand           Left-arm fast   \n",
       "529                U Kaul 1987-12-02    Left_Hand                     NaN   \n",
       "530              UA Birla 1989-11-17   Right_Hand        Right-arm medium   \n",
       "531             UBT Chand 1993-03-26   Right_Hand      Right-arm offbreak   \n",
       "532              Umar Gul 1984-04-14   Right_Hand   Right-arm fast-medium   \n",
       "533            UT Khawaja 1986-12-18    Left_Hand        Right-arm medium   \n",
       "534              UT Yadav 1987-10-25   Right_Hand   Right-arm fast-medium   \n",
       "535        V Chakravarthy        NaT   Right_Hand                Legbreak   \n",
       "536               V Kohli 1988-11-05   Right_Hand        Right-arm medium   \n",
       "537        V Pratap Singh 1992-05-03   Right_Hand        Right-arm medium   \n",
       "538              V Sehwag 1978-10-20   Right_Hand      Right-arm offbreak   \n",
       "539             V Shankar 1991-01-26   Right_Hand        Right-arm medium   \n",
       "540                VH Zol 1994-11-23    Left_Hand      Right-arm offbreak   \n",
       "541          Vishnu Vinod        NaT   Right_hand                     NaN   \n",
       "542              VR Aaron 1989-10-29   Right_Hand          Right-arm fast   \n",
       "543             VRV Singh 1984-09-17   Right_Hand   Right-arm medium-fast   \n",
       "544              VS Malik 1983-05-09   Right_Hand        Right-arm medium   \n",
       "545           VS Yeligati 1985-04-23   Right_Hand      Right-arm offbreak   \n",
       "546            VVS Laxman 1974-11-01   Right_Hand      Right-arm offbreak   \n",
       "547             VY Mahesh 1987-12-21   Right_Hand   Right-arm medium-fast   \n",
       "548              W Jaffer 1978-02-16   Right_Hand      Right-arm offbreak   \n",
       "549               WA Mota 1981-09-20   Right_Hand        Right-arm medium   \n",
       "550     Washington Sundar        NaT    Left_Hand      Right-arm offbreak   \n",
       "551            WD Parnell 1989-07-30    Left_Hand    Left-arm medium-fast   \n",
       "552               WP Saha 1984-10-24   Right_Hand                     NaN   \n",
       "553            WPUJC Vaas 1974-01-27    Left_Hand    Left-arm fast-medium   \n",
       "554  X Thalaivan Sargunam 1985-05-15   Right_Hand      Right-arm offbreak   \n",
       "555      Y Gnaneswara Rao 1984-08-25   Right_Hand        Right-arm medium   \n",
       "556               Y Nagar 1990-01-06   Right_Hand      Right-arm offbreak   \n",
       "557       Y Venugopal Rao 1982-02-26   Right_Hand      Right-arm offbreak   \n",
       "558            YA Abdulla 1983-01-17    Left_Hand    Left-arm fast-medium   \n",
       "559         Yashpal Singh 1981-11-27   Right_Hand        Right-arm medium   \n",
       "560             YK Pathan 1982-11-17   Right_Hand      Right-arm offbreak   \n",
       "561           Younis Khan 1977-11-29   Right_Hand        Right-arm medium   \n",
       "562             YS Chahal 1990-07-23   Right_Hand         Legbreak googly   \n",
       "563          Yuvraj Singh 1981-12-12    Left_Hand  Slow left-arm orthodox   \n",
       "564           YV Takawale 1984-11-05   Right_Hand                     NaN   \n",
       "565                Z Khan 1978-10-07   Right_Hand    Left-arm fast-medium   \n",
       "\n",
       "          Country  \n",
       "0           India  \n",
       "1           India  \n",
       "2           India  \n",
       "3             NaN  \n",
       "4             NaN  \n",
       "5         England  \n",
       "6             NaN  \n",
       "7             NaN  \n",
       "8           India  \n",
       "9           India  \n",
       "10          India  \n",
       "11          India  \n",
       "12          India  \n",
       "13   South Africa  \n",
       "14            NaN  \n",
       "15          India  \n",
       "16      Australia  \n",
       "17            NaN  \n",
       "18          India  \n",
       "19      Australia  \n",
       "20          India  \n",
       "21          India  \n",
       "22          India  \n",
       "23          India  \n",
       "24      Australia  \n",
       "25          India  \n",
       "26          India  \n",
       "27   South Africa  \n",
       "28          India  \n",
       "29      Australia  \n",
       "30     Bangladesh  \n",
       "31      Australia  \n",
       "32      Australia  \n",
       "33        England  \n",
       "34      Australia  \n",
       "35        England  \n",
       "36      Sri Lanka  \n",
       "37          India  \n",
       "38    West Indies  \n",
       "39    New Zealand  \n",
       "40          India  \n",
       "41          India  \n",
       "42      Australia  \n",
       "43            NaN  \n",
       "44          India  \n",
       "45          India  \n",
       "46          India  \n",
       "47          India  \n",
       "48          India  \n",
       "49          India  \n",
       "50          India  \n",
       "51          India  \n",
       "52          India  \n",
       "53            NaN  \n",
       "54          India  \n",
       "55          India  \n",
       "56          India  \n",
       "57          India  \n",
       "58            NaN  \n",
       "59          India  \n",
       "60          India  \n",
       "61          India  \n",
       "62            NaN  \n",
       "63          India  \n",
       "64          India  \n",
       "65          India  \n",
       "66            NaN  \n",
       "67       Pakistan  \n",
       "68          India  \n",
       "69          India  \n",
       "70          India  \n",
       "71      Australia  \n",
       "72          India  \n",
       "73      Australia  \n",
       "74      Australia  \n",
       "75            NaN  \n",
       "76          India  \n",
       "77          India  \n",
       "78            NaN  \n",
       "79            NaN  \n",
       "80      Sri Lanka  \n",
       "81    New Zealand  \n",
       "82          India  \n",
       "83          India  \n",
       "84      Australia  \n",
       "85   South Africa  \n",
       "86          India  \n",
       "87      Australia  \n",
       "88      Australia  \n",
       "89      Australia  \n",
       "90      Sri Lanka  \n",
       "91      Australia  \n",
       "92      Australia  \n",
       "93            NaN  \n",
       "94          India  \n",
       "95            NaN  \n",
       "96          India  \n",
       "97    New Zealand  \n",
       "98          India  \n",
       "99   South Africa  \n",
       "100     Australia  \n",
       "101         India  \n",
       "102   West Indies  \n",
       "103  South Africa  \n",
       "104   New Zealand  \n",
       "105     Australia  \n",
       "106       England  \n",
       "107     Australia  \n",
       "108     Sri Lanka  \n",
       "109       England  \n",
       "110     Australia  \n",
       "111         India  \n",
       "112   West Indies  \n",
       "113           NaN  \n",
       "114     Sri Lanka  \n",
       "115  South Africa  \n",
       "116         India  \n",
       "117         India  \n",
       "118           NaN  \n",
       "119           NaN  \n",
       "120  South Africa  \n",
       "121           NaN  \n",
       "122  South Africa  \n",
       "123     Australia  \n",
       "124   New Zealand  \n",
       "125         India  \n",
       "126         India  \n",
       "127     Australia  \n",
       "128         India  \n",
       "129   West Indies  \n",
       "130     Australia  \n",
       "131         India  \n",
       "132     Australia  \n",
       "133  South Africa  \n",
       "134         India  \n",
       "135     Australia  \n",
       "136   West Indies  \n",
       "137         India  \n",
       "138   New Zealand  \n",
       "139           NaN  \n",
       "140     Sri Lanka  \n",
       "141     Australia  \n",
       "142         India  \n",
       "143     Sri Lanka  \n",
       "144     Australia  \n",
       "145   West Indies  \n",
       "146         India  \n",
       "147     Australia  \n",
       "148     Australia  \n",
       "149         India  \n",
       "150  South Africa  \n",
       "151           NaN  \n",
       "152       England  \n",
       "153         India  \n",
       "154  South Africa  \n",
       "155  South Africa  \n",
       "156   West Indies  \n",
       "157         India  \n",
       "158         India  \n",
       "159         India  \n",
       "160     Australia  \n",
       "161  South Africa  \n",
       "162     Australia  \n",
       "163         India  \n",
       "164     Australia  \n",
       "165     Australia  \n",
       "166       England  \n",
       "167     Australia  \n",
       "168         India  \n",
       "169           NaN  \n",
       "170         India  \n",
       "171           NaN  \n",
       "172           NaN  \n",
       "173           NaN  \n",
       "174           NaN  \n",
       "175         India  \n",
       "176         India  \n",
       "177           NaN  \n",
       "178         India  \n",
       "179  South Africa  \n",
       "180         India  \n",
       "181  South Africa  \n",
       "182         India  \n",
       "183         India  \n",
       "184         India  \n",
       "185           NaN  \n",
       "186         India  \n",
       "187         India  \n",
       "188         India  \n",
       "189         India  \n",
       "190         India  \n",
       "191         India  \n",
       "192           NaN  \n",
       "193         India  \n",
       "194           NaN  \n",
       "195           NaN  \n",
       "196  South Africa  \n",
       "197           NaN  \n",
       "198           NaN  \n",
       "199           NaN  \n",
       "200         India  \n",
       "201         India  \n",
       "202  South Africa  \n",
       "203         India  \n",
       "204  South Africa  \n",
       "205         India  \n",
       "206       England  \n",
       "207   New Zealand  \n",
       "208         India  \n",
       "209   New Zealand  \n",
       "210   New Zealand  \n",
       "211   New Zealand  \n",
       "212   New Zealand  \n",
       "213  South Africa  \n",
       "214         India  \n",
       "215           NaN  \n",
       "216  South Africa  \n",
       "217  South Africa  \n",
       "218   West Indies  \n",
       "219         India  \n",
       "220  South Africa  \n",
       "221     Australia  \n",
       "222     Australia  \n",
       "223     Australia  \n",
       "224           NaN  \n",
       "225         India  \n",
       "226           NaN  \n",
       "227           NaN  \n",
       "228           NaN  \n",
       "229           NaN  \n",
       "230   West Indies  \n",
       "231         India  \n",
       "232   West Indies  \n",
       "233   West Indies  \n",
       "234      Pakistan  \n",
       "235         India  \n",
       "236         India  \n",
       "237         India  \n",
       "238         India  \n",
       "239     Sri Lanka  \n",
       "240         India  \n",
       "241         India  \n",
       "242         India  \n",
       "243  South Africa  \n",
       "244   West Indies  \n",
       "245         India  \n",
       "246         India  \n",
       "247           NaN  \n",
       "248         India  \n",
       "249     Sri Lanka  \n",
       "250         India  \n",
       "251  South Africa  \n",
       "252   New Zealand  \n",
       "253         India  \n",
       "254         India  \n",
       "255     Australia  \n",
       "256         India  \n",
       "257         India  \n",
       "258           NaN  \n",
       "259           NaN  \n",
       "260           NaN  \n",
       "261           NaN  \n",
       "262     Australia  \n",
       "263     Australia  \n",
       "264     Australia  \n",
       "265           NaN  \n",
       "266       England  \n",
       "267   West Indies  \n",
       "268     Sri Lanka  \n",
       "269         India  \n",
       "270   New Zealand  \n",
       "271           NaN  \n",
       "272         India  \n",
       "273  South Africa  \n",
       "274         India  \n",
       "275         India  \n",
       "276     Australia  \n",
       "277           NaN  \n",
       "278         India  \n",
       "279           NaN  \n",
       "280  South Africa  \n",
       "281     Sri Lanka  \n",
       "282  South Africa  \n",
       "283         India  \n",
       "284           NaN  \n",
       "285           NaN  \n",
       "286         India  \n",
       "287         India  \n",
       "288           NaN  \n",
       "289         India  \n",
       "290         India  \n",
       "291     Australia  \n",
       "292         India  \n",
       "293    Bangladesh  \n",
       "294         India  \n",
       "295     Australia  \n",
       "296         India  \n",
       "297         India  \n",
       "298     Sri Lanka  \n",
       "299     Australia  \n",
       "300         India  \n",
       "301     Australia  \n",
       "302     Australia  \n",
       "303      Pakistan  \n",
       "304     Australia  \n",
       "305   New Zealand  \n",
       "306           NaN  \n",
       "307       England  \n",
       "308   New Zealand  \n",
       "309         India  \n",
       "310         India  \n",
       "311     Australia  \n",
       "312         India  \n",
       "313         India  \n",
       "314   West Indies  \n",
       "315  South Africa  \n",
       "316    Bangladesh  \n",
       "317      Pakistan  \n",
       "318      Pakistan  \n",
       "319           NaN  \n",
       "320         India  \n",
       "321           NaN  \n",
       "322     Australia  \n",
       "323     Australia  \n",
       "324         India  \n",
       "325         India  \n",
       "326         India  \n",
       "327     Australia  \n",
       "328    Bangladesh  \n",
       "329  South Africa  \n",
       "330           NaN  \n",
       "331           NaN  \n",
       "332         India  \n",
       "333         India  \n",
       "334           NaN  \n",
       "335         India  \n",
       "336           NaN  \n",
       "337     Australia  \n",
       "338     Australia  \n",
       "339         India  \n",
       "340   New Zealand  \n",
       "341     Sri Lanka  \n",
       "342     Australia  \n",
       "343         India  \n",
       "344         India  \n",
       "345           NaN  \n",
       "346       England  \n",
       "347         India  \n",
       "348         India  \n",
       "349           NaN  \n",
       "350         India  \n",
       "351         India  \n",
       "352           NaN  \n",
       "353         India  \n",
       "354         India  \n",
       "355         India  \n",
       "356         India  \n",
       "357           NaN  \n",
       "358           NaN  \n",
       "359         India  \n",
       "360           NaN  \n",
       "361         India  \n",
       "362         India  \n",
       "363         India  \n",
       "364         India  \n",
       "365         India  \n",
       "366         India  \n",
       "367       England  \n",
       "368     Australia  \n",
       "369         India  \n",
       "370         India  \n",
       "371         India  \n",
       "372         India  \n",
       "373         India  \n",
       "374     Australia  \n",
       "375         India  \n",
       "376  South Africa  \n",
       "377         India  \n",
       "378         India  \n",
       "379           NaN  \n",
       "380         India  \n",
       "381         India  \n",
       "382         India  \n",
       "383  South Africa  \n",
       "384         India  \n",
       "385           NaN  \n",
       "386   West Indies  \n",
       "387           NaN  \n",
       "388         India  \n",
       "389         India  \n",
       "390         India  \n",
       "391           NaN  \n",
       "392         India  \n",
       "393         India  \n",
       "394         India  \n",
       "395         India  \n",
       "396           NaN  \n",
       "397           NaN  \n",
       "398           NaN  \n",
       "399  South Africa  \n",
       "400  South Africa  \n",
       "401         India  \n",
       "402         India  \n",
       "403     Australia  \n",
       "404  South Africa  \n",
       "405     Australia  \n",
       "406   Netherlands  \n",
       "407         India  \n",
       "408         India  \n",
       "409         India  \n",
       "410         India  \n",
       "411         India  \n",
       "412         India  \n",
       "413  South Africa  \n",
       "414   West Indies  \n",
       "415       England  \n",
       "416         India  \n",
       "417         India  \n",
       "418     Australia  \n",
       "419         India  \n",
       "420         India  \n",
       "421         India  \n",
       "422     Zimbabwea  \n",
       "423         India  \n",
       "424         India  \n",
       "425   West Indies  \n",
       "426         India  \n",
       "427   West Indies  \n",
       "428           NaN  \n",
       "429         India  \n",
       "430           NaN  \n",
       "431           NaN  \n",
       "432         India  \n",
       "433           NaN  \n",
       "434         India  \n",
       "435         India  \n",
       "436           NaN  \n",
       "437         India  \n",
       "438           NaN  \n",
       "439           NaN  \n",
       "440           NaN  \n",
       "441         India  \n",
       "442         India  \n",
       "443         India  \n",
       "444     Sri Lanka  \n",
       "445           NaN  \n",
       "446           NaN  \n",
       "447           NaN  \n",
       "448         India  \n",
       "449         India  \n",
       "450         India  \n",
       "451         India  \n",
       "452         India  \n",
       "453           NaN  \n",
       "454   New Zealand  \n",
       "455         India  \n",
       "456         India  \n",
       "457         India  \n",
       "458      Pakistan  \n",
       "459         India  \n",
       "460         India  \n",
       "461         India  \n",
       "462         India  \n",
       "463   New Zealand  \n",
       "464         India  \n",
       "465         India  \n",
       "466         India  \n",
       "467           NaN  \n",
       "468   New Zealand  \n",
       "469     Australia  \n",
       "470      Pakistan  \n",
       "471    Bangladesh  \n",
       "472         India  \n",
       "473      Pakistan  \n",
       "474      Pakistan  \n",
       "475      Pakistan  \n",
       "476         India  \n",
       "477         India  \n",
       "478         India  \n",
       "479     Australia  \n",
       "480     Sri Lanka  \n",
       "481     Australia  \n",
       "482     Australia  \n",
       "483     Australia  \n",
       "484  South Africa  \n",
       "485     Sri Lanka  \n",
       "486         India  \n",
       "487         India  \n",
       "488      Pakistan  \n",
       "489   New Zealand  \n",
       "490         India  \n",
       "491           NaN  \n",
       "492   West Indies  \n",
       "493         India  \n",
       "494         India  \n",
       "495     Australia  \n",
       "496           NaN  \n",
       "497         India  \n",
       "498         India  \n",
       "499         India  \n",
       "500         India  \n",
       "501         India  \n",
       "502     Sri Lanka  \n",
       "503         India  \n",
       "504         India  \n",
       "505         India  \n",
       "506         India  \n",
       "507       England  \n",
       "508     Australia  \n",
       "509         India  \n",
       "510           NaN  \n",
       "511  South Africa  \n",
       "512         India  \n",
       "513         India  \n",
       "514           NaN  \n",
       "515  South Africa  \n",
       "516     Zimbabwea  \n",
       "517     Sri Lanka  \n",
       "518   New Zealand  \n",
       "519     Australia  \n",
       "520           NaN  \n",
       "521   New Zealand  \n",
       "522         India  \n",
       "523     Sri Lanka  \n",
       "524     Australia  \n",
       "525         India  \n",
       "526         India  \n",
       "527     Australia  \n",
       "528           NaN  \n",
       "529         India  \n",
       "530         India  \n",
       "531         India  \n",
       "532      Pakistan  \n",
       "533     Australia  \n",
       "534         India  \n",
       "535           NaN  \n",
       "536         India  \n",
       "537         India  \n",
       "538         India  \n",
       "539         India  \n",
       "540         India  \n",
       "541           NaN  \n",
       "542         India  \n",
       "543         India  \n",
       "544         India  \n",
       "545         India  \n",
       "546         India  \n",
       "547         India  \n",
       "548         India  \n",
       "549         India  \n",
       "550           NaN  \n",
       "551  South Africa  \n",
       "552         India  \n",
       "553     Sri Lanka  \n",
       "554         India  \n",
       "555         India  \n",
       "556         India  \n",
       "557         India  \n",
       "558         India  \n",
       "559         India  \n",
       "560         India  \n",
       "561      Pakistan  \n",
       "562         India  \n",
       "563         India  \n",
       "564         India  \n",
       "565         India  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "players=pd.read_excel(\"C:\\\\Users\\\\Ashhh Choudhary\\\\Downloads\\\\Player.xlsx\")\n",
    "players"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option(\"display.max_columns\",None)\n",
    "pd.set_option(\"display.max_rows\",None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(566, 5)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "players.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Player_Name       0\n",
       "DOB              95\n",
       "Batting_Hand      3\n",
       "Bowling_Skill    64\n",
       "Country          95\n",
       "dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "players.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Right_Hand    373\n",
       "Left_Hand     142\n",
       "Right_hand     48\n",
       "Name: Batting_Hand, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "players[\"Batting_Hand\"].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Batting Hand Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.patches.Wedge at 0x1a330a679d0>,\n",
       "  <matplotlib.patches.Wedge at 0x1a330a74130>,\n",
       "  <matplotlib.patches.Wedge at 0x1a330a747c0>],\n",
       " [Text(-0.5375502904805162, 0.9597081250069278, 'Right_Hand'),\n",
       "  Text(0.2643931262761933, -1.0677529090467988, 'Left_Hand'),\n",
       "  Text(1.2536466592078166, -0.3440494933248422, 'Right_hand')],\n",
       " [Text(-0.2932092493530088, 0.5234771590946878, '66.252%'),\n",
       "  Text(0.14421443251428726, -0.5824106776618901, '25.222%'),\n",
       "  Text(0.7714748672048102, -0.2117227651229798, '8.526%')])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.pie(players[\"Batting_Hand\"].value_counts().values,labels=players[\"Batting_Hand\"].value_counts().keys(),autopct=\"%0.03f%%\",explode=[0.0,0.0,0.2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bowling_Skill\t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Right-arm medium          107\n",
       "Right-arm offbreak         91\n",
       "Right-arm fast-medium      68\n",
       "Slow left-arm orthodox     50\n",
       "Right-arm fast             39\n",
       "Right-arm medium-fast      38\n",
       "Legbreak                   30\n",
       "Legbreak googly            28\n",
       "Left-arm fast-medium       19\n",
       "Left-arm medium            11\n",
       "Left-arm medium-fast        9\n",
       "Slow left-arm chinaman      5\n",
       "Left-arm fast               4\n",
       "Right-arm Fast              1\n",
       "Right-arm bowler            1\n",
       "Right-arm Medium            1\n",
       "Name: Bowling_Skill, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "players[\"Bowling_Skill\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.patches.Wedge at 0x1a330bd3220>,\n",
       "  <matplotlib.patches.Wedge at 0x1a330ac45e0>,\n",
       "  <matplotlib.patches.Wedge at 0x1a330c17a60>,\n",
       "  <matplotlib.patches.Wedge at 0x1a330bcacd0>,\n",
       "  <matplotlib.patches.Wedge at 0x1a330adfdc0>,\n",
       "  <matplotlib.patches.Wedge at 0x1a330bc2ee0>,\n",
       "  <matplotlib.patches.Wedge at 0x1a330bb84c0>,\n",
       "  <matplotlib.patches.Wedge at 0x1a330c4b4c0>,\n",
       "  <matplotlib.patches.Wedge at 0x1a330c62a30>,\n",
       "  <matplotlib.patches.Wedge at 0x1a330a32310>,\n",
       "  <matplotlib.patches.Wedge at 0x1a3309f8040>,\n",
       "  <matplotlib.patches.Wedge at 0x1a330857e50>,\n",
       "  <matplotlib.patches.Wedge at 0x1a330857040>,\n",
       "  <matplotlib.patches.Wedge at 0x1a3309f0850>,\n",
       "  <matplotlib.patches.Wedge at 0x1a3309f0f10>,\n",
       "  <matplotlib.patches.Wedge at 0x1a33081bfa0>],\n",
       " [Text(0.8624617320897764, 0.682758933065473, 'Right-arm medium'),\n",
       "  Text(-0.364699056361011, 1.0377835026099558, 'Right-arm offbreak'),\n",
       "  Text(-1.0690419088722145, 0.2591320070443859, 'Right-arm fast-medium'),\n",
       "  Text(-0.9649965977144815, -0.5279976954490192, 'Slow left-arm orthodox'),\n",
       "  Text(-0.5400339912969562, -0.9583127298767764, 'Right-arm fast'),\n",
       "  Text(-0.03441406990955389, -1.099461537204581, 'Right-arm medium-fast'),\n",
       "  Text(0.4225414035964434, -1.0156075828028992, 'Legbreak'),\n",
       "  Text(0.7556074173301066, -0.7994106772340024, 'Legbreak googly'),\n",
       "  Text(0.9549143963710178, -0.5460205999807836, 'Left-arm fast-medium'),\n",
       "  Text(1.0400455919472658, -0.35819710589431314, 'Left-arm medium'),\n",
       "  Text(1.0766257323150965, -0.2255593769209833, 'Left-arm medium-fast'),\n",
       "  Text(1.0922330749027345, -0.13048720277681494, 'Slow left-arm chinaman'),\n",
       "  Text(1.097846669544922, -0.06879455043186723, 'Left-arm fast'),\n",
       "  Text(1.0994615388156188, -0.03441401844004433, 'Right-arm Fast'),\n",
       "  Text(1.0998061453976162, -0.02065048536081719, 'Right-arm bowler'),\n",
       "  Text(1.0999784608966932, -0.006883717261945405, 'Right-arm Medium')],\n",
       " [Text(0.4704336720489689, 0.37241396349025796, '21.315%'),\n",
       "  Text(-0.1989267580150969, 0.5660637286963395, '18.127%'),\n",
       "  Text(-0.5831137684757534, 0.14134473111511955, '13.546%'),\n",
       "  Text(-0.5263617805715353, -0.28799874297219225, '9.960%'),\n",
       "  Text(-0.2945639952528851, -0.5227160344782416, '7.769%'),\n",
       "  Text(-0.018771310859756665, -0.5997062930206806, '7.570%'),\n",
       "  Text(0.23047712923442362, -0.5539677724379449, '5.976%'),\n",
       "  Text(0.4121495003618763, -0.43604218758218305, '5.578%'),\n",
       "  Text(0.5208623980205551, -0.29782941817133646, '3.785%'),\n",
       "  Text(0.5672975956075994, -0.19538023957871622, '2.191%'),\n",
       "  Text(0.587250399444598, -0.12303238741144543, '1.793%'),\n",
       "  Text(0.5957634954014915, -0.07117483787826269, '0.996%'),\n",
       "  Text(0.5988254561154119, -0.03752430023556394, '0.797%'),\n",
       "  Text(0.5997062938994284, -0.018771282785478724, '0.199%'),\n",
       "  Text(0.5998942611259724, -0.011263901105900283, '0.199%'),\n",
       "  Text(0.5999882513981961, -0.0037547548701520384, '0.199%')])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,20))\n",
    "plt.pie(players[\"Bowling_Skill\"].value_counts().values,labels=players[\"Bowling_Skill\"].value_counts().keys(),autopct=\"%0.03f%%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Country Wise Player"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "India           264\n",
       "Australia        72\n",
       "South Africa     39\n",
       "New Zealand      22\n",
       "Sri Lanka        20\n",
       "West Indies      19\n",
       "England          14\n",
       "Pakistan         13\n",
       "Bangladesh        5\n",
       "Zimbabwea         2\n",
       "Netherlands       1\n",
       "Name: Country, dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "players[\"Country\"].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 11 artists>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "plt.bar(players[\"Country\"].value_counts().keys(),players[\"Country\"].value_counts().values,width=.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.patches.Wedge at 0x1a3302697c0>,\n",
       "  <matplotlib.patches.Wedge at 0x1a3301cd2b0>,\n",
       "  <matplotlib.patches.Wedge at 0x1a330c65250>,\n",
       "  <matplotlib.patches.Wedge at 0x1a33066c130>,\n",
       "  <matplotlib.patches.Wedge at 0x1a33066c7c0>,\n",
       "  <matplotlib.patches.Wedge at 0x1a33066ce50>,\n",
       "  <matplotlib.patches.Wedge at 0x1a330686520>,\n",
       "  <matplotlib.patches.Wedge at 0x1a330686bb0>,\n",
       "  <matplotlib.patches.Wedge at 0x1a330c83280>,\n",
       "  <matplotlib.patches.Wedge at 0x1a330c83910>,\n",
       "  <matplotlib.patches.Wedge at 0x1a3302cb2b0>],\n",
       " [Text(-0.20784891199504588, 1.0801846276366258, 'India'),\n",
       "  Text(-0.7173174652234344, -0.833939838408879, 'Australia'),\n",
       "  Text(0.03301185846553083, -1.0995045325966837, 'South Africa'),\n",
       "  Text(0.4654342204537462, -0.9966799819553986, 'New Zealand'),\n",
       "  Text(0.72286398666088, -0.829136693669228, 'Sri Lanka'),\n",
       "  Text(0.9118045865060566, -0.6153148755121393, 'West Indies'),\n",
       "  Text(1.0241525009786134, -0.40138716314706874, 'England'),\n",
       "  Text(1.079485460066797, -0.2114500922307105, 'Pakistan'),\n",
       "  Text(1.0970405541621218, -0.0806351196667113, 'Bangladesh'),\n",
       "  Text(1.0996085171487773, -0.029344659034779976, 'Zimbabwea'),\n",
       "  Text(1.099975531323315, -0.007336926467596929, 'Netherlands')],\n",
       " [Text(-0.11337213381547956, 0.5891916150745231, '56.051%'),\n",
       "  Text(-0.3912640719400551, -0.4548762754957521, '15.287%'),\n",
       "  Text(0.018006468253925902, -0.5997297450527365, '8.280%'),\n",
       "  Text(0.2538732111565888, -0.5436436265211264, '4.671%'),\n",
       "  Text(0.3942894472695709, -0.4522563783650334, '4.246%'),\n",
       "  Text(0.4973479562760308, -0.3356262957338941, '4.034%'),\n",
       "  Text(0.5586286368974254, -0.21893845262567382, '2.972%'),\n",
       "  Text(0.5888102509455255, -0.1153364139440239, '2.760%'),\n",
       "  Text(0.5983857568157027, -0.043982792545478884, '1.062%'),\n",
       "  Text(0.599786463899333, -0.01600617765533453, '0.425%'),\n",
       "  Text(0.5999866534490809, -0.004001959891416506, '0.212%')])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,20))\n",
    "plt.pie(players[\"Country\"].value_counts().values,labels=players[\"Country\"].value_counts().keys(),autopct=\"%0.03f%%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}